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Job Description U.S. Engineering has been an industry leader through constant innovation and a willingness to evolve. The construction industry changes rapidly, and we cultivate a dynamic workplace where even our newest team members can influence change and make an impact. We know that our most valuable asset is our people. Join us! Commercial HVAC Service Technician As a Commercial HVAC Service Technician, you will be responsible for Servicing, troubleshooting, and cleaning heating and cooling equipment and the related (i.e., forced air, hydronic, split systems, package units, make up air and exhaust systems, controls). You will also be responsible for new installations including pump alignment, VFD, chillers, boilers, AHUs, and other HVAC related equipment. Principal Duties and Accountabilities: • Build strong customer relationships with new and existing customers., • Work as liaison between engineers and owners’ representatives during commissioning efforts while protecting Company’s interest., • Provides preventive maintenance on heating and cooling systems., • Troubleshoots units that are not working and replaces parts that are defective., • Repairs refrigeration, air conditioning, heating, control systems, and humidity and temperature control systems., • Troubleshoot and repair all electrical and mechanical components of HVAC equipment., • Provides startups and troubleshooting for a variety of commercial HVAC systems, meets with customers, evaluates their needs, and makes recommendations., • Troubleshooting, diagnosis, and repairing of commercial/ industrial air conditioning and multi-zone heating and cooling systems., • Performs related work as assigned., • Performs preventative maintenance, site surveys, replacement, and modifications as needed or requested by customers., • Prepares for on-site installation and repairs by examining building layout, anticipating difficulties, gathering materials, and coordinating on-site work, as necessary., • Maintains vehicles by keeping records of service manuals, scheduling, and completing repairs and maintenance service., • Documents work by completing paperwork on each job and maintaining files., • Assist in the new construction installation of HVAC equipment and piping., • Keeps current all manufacturers’ products concerning installation, operation, maintenance, service, and repair., • Apply local HVAC codes in a practical manner on each job., • Work with inspectors, suppliers, and co-worker technicians to ensure correct project work while abiding by all codes., • Provide excellent customer service. Education: • High school diploma/GED. Experience: • Willing to be registered through the local union., • 5 years’ service experience specific to Commercial and Industrial HVAC., • Experience with chillers and boilers a plus, • Valid Driver’s License. Knowledge, skills, and abilities: • Ability to read, understand, and work from blueprints, specifications, and schematics., • Strong knowledge of HVAC, troubleshooting, repair, and maintenance., • Knowledge of basic electricity and electrical and control systems., • Ability to work independently, demonstrate initiative in servicing customers and maintaining positive customer relations., • Successful completion of a UA Apprenticeship Program., • Chiller experience helpful. Physical and/or travel demands: • Must have the necessary physical stamina; to include, but not limited to, long-term overhead HVAC work. Climbing ladders, working from height, Lifting up to 50 LBS., • Must be able to work for extended hours or workdays., • Must be careful during work to avoid injury (get help lifting, steps and ladder safety, etc.)., • Must be able to work with powered construction tools safely., • Must be able to pass pre-employment physical and drug screen., • Must be able to pass drug screen at any given time during employment. Applications are accepted on an ongoing basis. To apply, please visit https://www.usengineering.com/careers/job-postings/. Candidates must be legally authorized to work in the United States on a full-time basis without requiring future sponsorship for employment visa status. U.S. Engineering Service is an Equal Employment Opportunity Employer and shall provide equal employment opportunities to all people in all aspects of employer-employee relations, without regard to race, color, creed, national origin, religion, sex, age, sexual orientation, gender identity, disability, or veteran status. U.S. Engineering Service is compliant with the Drug Free Workplace Act, and all offers of employment are contingent upon the completion of a pre-employment drug screen. Disclaimer: The above statements are intended to describe the general nature and level of work being performed by people assigned to this position. They are not intended to be construed as an exhaustive list of all responsibilities and job specifications required of employees so classified. U.S. Engineering reserves the right to revise as needed. The job description does not constitute a written or implied contract of employment. Powered by JazzHR r87xxq0cUl

Job DescriptionDescription: Location: Fort Collins, CO At Mission Rock Residential, we believe that where you live matters—and so does the team that makes it feel like home. We are more than a property management company—we’re a people-first organization that values Integrity, Accountability, Respect, Relationships, Inclusivity, Vision, and Empathy. Our I ARRIVE values guide everything we do, from how we serve our residents to how we support our team members. We foster an inclusive workplace that celebrates diverse perspectives, empowers growth, and strengthens the communities we serve. When you join Mission Rock, you join a team that’s invested in your success and well-being. What You’ll Do The Leasing Consultant provides information, onsite tours of the community, with the intent to lease apartments to prospective residents; provides customer service to existing residents to make a positive impact for the property. Your day-to-day may include: • Actively participate in leasing and marketing of the assigned communities to maximize occupancy., • Tour community, amenities and vacant apartments with prospects and have current knowledge of apartment specifications, vacancies, notices, and rental rates., • Courteously process resident communications including service requests, entering the request into Yardi and communicate the request to the Service Team., • Stand to meet and greet clients, prospects, and residents in a friendly and welcoming manner, always conforming to Fair Housing regulations. Requirements: What You Bring • Previous leasing experience required, • Yardi experience preferred, • Strong social media acumen preferred., • Basic math skills required., • Competence in personal computer skills, Microsoft Office, (including Word, Excel, and Outlook). Applicants must be authorized to work for any employer in the U.S. We are unable to sponsor or take over sponsorship of an employment visa at this time. What We Offer We believe in taking care of our team the way they take care of our residents. That’s why we offer: • Bonus opportunity (position dependent), • Generous paid time off, including 13 paid holidays (with a Floating Holiday and Volunteer Day), accrued sick time, and 15 days (120 hours) of vacation in the first year, • Housing discount program*, • 401(k) retirement plan with company match, • Comprehensive medical, dental, and vision coverage, plus HSA with employer contribution and FSA options, • Employer-sponsored short-term and long-term disability coverage, • Company-paid life insurance, • Optional ancillary benefits, including critical illness, hospital indemnity, and accident insurance, • Employee Assistance Program (EAP) *Housing discount based on availability and prior ownership group approval The expected compensation range for this position is $19.00 – $21.00, which includes base pay plus variable incentive pay, if eligible. This range represents a good faith estimate for this position. The specific compensation offered to a candidate may vary based on factors including, but not limited to, the candidate’s relevant knowledge, training, skills, work location, and/or experience. Mission Rock Residential is an equal opportunity employer. We do not discriminate on the basis of race, color, national origin, religion, political affiliation, sex (including pregnancy), sexual orientation, gender identity, age, disability, marital status, or veteran (U.S.) status. The company will provide accommodation to applicants, including those with disabilities, during the recruitment process, in accordance with applicable laws. The Application deadline is 8/31/2026 if a candidate is not selected by that date later applications may be considered #HP Notice of AI Use in Job Application Review As part of our commitment in creating a fair, efficient, and consistent hiring process we may use artificial intelligence (AI) to help our recruiting teams organize, summarize, and analyze information provided by candidates, including resumes, application responses, and other materials submitted during the application process.AI may be used to identify patterns, highlight relevant skills, and experience, and assist in comparing a candidate’s qualifications with the requirement of a specific role. These tools are to improve efficiency and consistency while supporting more informed hiring decisions, which will ultimately be made by the hiring team.

Job Description This role is located in Kingman, AZ Kingman Regional Medical Center is actively seeking a full-time Physical Therapist to join our Home Health team. We are located in beautiful northwest Arizona. Experience the magic of Kingman's stunning Arizona sunsets and thrive in an outdoor enthusiast's dream destination with picturesque mountain ranges, nearby lakes, vibrant parks, and plenty of outdoor activity. Kingman is an incredible community to live, work, thrive, and play! Position Purpose: As the Physical Therapist in Home Health, you will be responsible for providing a full range of Physical Therapy services including assessment, treatment planning and therapeutic interventions in an interdisciplinary environment. Hours/Shift: Full-Time/Days - We offer some scheduling flexibility, along with 5/8 or 4/10 shift opportunities. Benefits: We offer you an excellent total compensation package, including a competitive salary, comprehensive benefits, and growth opportunities. We invest in you! • $25,000 Sign-On Bonus & $4,000 Relocation Assistance Bonus Available, • Health and Well-Being, • Medical, Dental, Vision, Employer Paid HSA for HDHP participants, Robust Wellness and Employee Assistance Program, Employer Paid Group Life, Short & Long-Term Disability, • Generous Paid Leave Accruals and PTO Cash Out Opportunities, • 403b Retirement Plan with Employer Contributions, • Employee Recognition Programs, Employee Discounts, and Employee Referral Bonus Program, • Employee Identity Theft Protection, • On-site daycare exclusive to our employees’ children of all ages, • Career Growth and Development, • Tuition Reimbursement/Scholarships for full-time employees, • As a not-for-profit organization, our employees who have qualified student loans may be eligible for the Public Service Loan Forgiveness program, • So much more! Key Responsibilities: • Provides a full range of Physical Therapy services including assessment, treatment planning, and therapeutic interventions in an interdisciplinary environment consistent with the position’s qualifications, professional practices, and ethical standards, • Uses AIDET, perform hand hygiene, assists with positioning patient for comfort and pain management, and performs environment check prior to leaving patient’s home and maintains a clean and organized environment, • Supervises Physical Therapy Assistants, • Provides patient and/or family education to help achieve goals, • Documents course of patient care including progress and continuing need for treatment, • Participates in multidisciplinary meetings ensuring patient continuity of care Qualifications: • Education: Graduate with Bachelor's, Master's, or Doctorate in Physical Therapy, • Licensure: Current PT License through the AZ Board of Physical Therapy, • Driver's License: Valid Driver's License, requires travel to patient homes, • Certification:, • BLS through American Heart Association or American Red Cross, • Level One Fingerprint Clearance Card, within 20 days of hire, • Experience: Recent experience working with an adult and geriatric population Work Requirements: • Able to handle multiple priorities simultaneously, possess good communication skills, and use business office equipment and computer, • Able to assist with patient care in the home setting as needed and assist with the movement of patients >300 pounds, • Requires travel, in properly insured personal vehicle, throughout our local service area, • Expected duties have routine potential for exposure to blood, body fluids, or tissue About Us: Kingman Regional Medical Center (KRMC) is the largest healthcare provider and the only remaining not-for-profit hospital in Mohave County, Arizona. As a 235-bed multi-campus healthcare system, our medical center includes more than 1,900 employees, 270 physicians/allied health professionals, and 150 volunteers. KRMC is recognized as an innovator in rural healthcare and teaching hospital. We provide a full continuum of highly technical and specialized medical services to meet the healthcare needs of our community. Year after year the Leapfrog Group has awarded KRMC an "A" Grade for Patient Safety. KRMC has been recognized by Becker's 2025 list as one of the "Top 100 Greatest Community Hospitals" for our dedication to clinical excellence. We strive to provide a culture of safety, integrity, teamwork, accountability, respect and appreciation through recognition, career growth, and employee celebrations throughout the year for all of our staff. Kingman Regional Medical Center is a great place to work. Come join our team! Kingman Healthcare, Inc. does not provide visa sponsorship for this role. Please do not apply for this role if at any time (now or in the future) you will need immigration support (i.e., H-1B, TN, STEM OPT Training Plans, etc.). #LI-JW1 #JW

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Outlier is an AI training platform owned and operated by Scale AI. Outlier Experts work on a variety of projects, from generating training data to evaluating the performance of models. About the opportunity: We are seeking detail-oriented English speakers to review AI-generated media. Roleplay live conversations with an AI voice model and score each exchange, compare generated images and videos to judge which follows the prompt better, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. At Outlier, your expertise helps shape how advanced AI systems reason, learn, and improve. Through Outlier’s evaluation and feedback loop, your work helps turn frontier research into AI that performs better in the real world. Responsibilities: • Holding a live, scenario-based conversation in English with AI voice models, then ranking how natural, useful, and clear each one sounded, • Comparing pairs of AI-generated images and videos and judging which one better follows the prompt, • Inspecting outputs closely, including zooming in and replaying, to spot problems like distorted anatomy, flickering or unnatural motion, text errors, and audio that doesn't match the video, • Rating each output across dimensions like adherence, quality, and realism, then writing a specific explanation in English that points to what you saw or heard Common tasks: • Image evaluations: Compare two AI-generated images for the same text prompt and pick the better one, judging how well each follows the instructions, visual quality, and visible AI artifacts. Some tasks rank edited images against the original., • Video evaluations: Rank AI-generated videos against a text prompt, or edited videos against their source clip., • Video caption labeling: Label first-person videos of people or robots doing hands-on tasks. Contributors split each clip into individual actions and write precise captions, starting from an AI draft and correcting it., • Audio and voice evaluations: Rate AI-generated speech on naturalness, pronunciation, and how closely it matches a target voice. Some tasks require recording a short voice explanation of the choice. Ideal qualifications: • Fluent English speaker with strong, clear written communication and comfortable with natural, everyday conversational speech, • Strong attention to detail, with the patience to look and listen closely, and to replay or zoom in when something seems off, • Comfortable thinking on your feet and talking through realistic situations in a natural, conversational way, • Experience writing short, evidence-based explanations or reviews, • Comfortable making a clear decision when both options have flaws, • Nice to have: Pursuing or holding a Bachelor's degree or above What you'll need to sign up: • A valid ID and mobile phone from your country of residence, • An up-to-date resume that highlights your expertise, • A LinkedIn profile showing your educational background and work experience Payment: • Project work: Earn up to USD $15 per hour, • Additional incentives: On average, contributors earn an additional 7.5% through Missions — Outlier’s version of surge pricing. The top quartile boosts their earnings by an average of 11%., • Payment schedule: Payments are processed weekly on Tuesdays, covering tasks completed during the previous pay period (Tuesday to Monday at midnight UTC), via PayPal, AirTM, or ACH transfer., • Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project. Why join Outlier: • Work flexibly from anywhere, anytime, with no minimum hours. Set your own schedule, whether that's five or 40+ hours per week., • Free access to leading LLMs, worth $200+/month, • Join 900K+ Outlier Experts across 52 countries, with $600M+ paid to experts, • Collaborate with experts in your field to push the boundaries of pre-release models How to apply: • Create an account on Outlier, • Upload your resume, • Upload your valid ID, • Start earning by completing tasks Currently accepting applicants from: Australia, Canada, Ireland, New Zealand, United Kingdom, and United States. Please note: This is a 1099 contract opportunity on the Outlier.ai platform. You will join Outlier as a freelancer/independent contractor, not an employee. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.