Healthcare finance jobs in Middletown, New JerseyCreate job alerts

Job Description About the Role: The Revenue Capture Manager plays a critical role in optimizing the financial performance of healthcare organizations by ensuring accurate and timely capture of all billable services. This position is responsible for overseeing revenue cycle processes, identifying gaps in documentation and coding, and collaborating with clinical and administrative teams to maximize reimbursement. The manager will analyze revenue data to detect trends, implement corrective actions, and drive continuous improvement initiatives. They will also ensure compliance with healthcare regulations and payer requirements to minimize denials and audit risks. Ultimately, this role contributes to the organization's financial health by enhancing revenue integrity and supporting sustainable growth. Minimum Qualifications: • Bachelor’s degree in Health Administration, Business, Finance, or a related field., • Minimum of 5 years of experience in healthcare revenue cycle management or medical billing and coding., • Strong knowledge of medical coding systems such as ICD-10, CPT, and HCPCS., • Familiarity with healthcare regulations including HIPAA and payer-specific billing requirements., • Proficiency in revenue cycle management software and data analysis tools. Preferred Qualifications: • Certified Professional Coder (CPC) or Certified Coding Specialist (CCS) credential., • Experience working in a hospital or large healthcare system environment., • Advanced skills in data analytics and reporting platforms such as SQL, Tableau, or Power BI., • Project management experience with a track record of leading process improvement initiatives., • Master’s degree in Healthcare Administration or related discipline. Responsibilities: • Manage and oversee the revenue capture process, including documentation, coding, and billing accuracy., • Collaborate with clinical staff to ensure complete and compliant documentation of services rendered., • Analyze revenue cycle data to identify trends, discrepancies, and opportunities for improvement., • Develop and implement strategies to reduce claim denials and improve reimbursement rates., • Train and support staff on best practices related to revenue capture and compliance., • Coordinate with compliance and audit teams to ensure adherence to regulatory requirements., • Prepare regular reports on revenue capture performance and present findings to senior management., • Lead initiatives to optimize workflows and integrate technology solutions that enhance revenue capture. Skills: The Revenue Capture Manager utilizes strong analytical skills daily to interpret complex billing data and identify areas for revenue enhancement. Effective communication skills are essential for collaborating with clinical teams to ensure accurate documentation and for training staff on compliance and best practices. Proficiency with coding systems and revenue cycle software enables the manager to oversee accurate charge capture and billing processes. Leadership and project management skills are applied to drive initiatives that improve operational efficiency and reduce denials. Additionally, knowledge of healthcare regulations ensures that all revenue capture activities comply with legal and payer requirements, safeguarding the organization from financial risk. We offer competitive base salary, generous benefits, including Medical, Dental, Vision, Life Insurance, Voluntary, Time-Off Benefits, EAP, 401K and Commuter Benefits.

Job Description Frier Levitt, established in 2000, is a national boutique law firm focused exclusively on Healthcare and Life Sciences. The Firm draws on its experience representing stakeholders across the entire healthcare spectrum. In the Life Sciences, Frier Levitt has represented pharmacies of all kinds and assisted with regulatory, transactional, and litigation matters. On the Healthcare side, the Firm's clients have included large physician group practices, hospitals, hospital medical staff, ambulatory surgery centers, laboratory companies, as well as the complete panoply of ancillary service providers. Frier Levitt attorneys are licensed in numerous states. The Firm has offices in Pine Brook, New Jersey, and New York City. Position Overview We are seeking a highly experienced, hands-on CONTROLLER to lead the accounting and financial operations of a growing, mid-sized law firm of approximately 50–60 attorneys. This role requires a balance of strategic oversight and day-to-day execution, supporting firm leadership with accurate financial reporting, operational insights, and forward-looking analysis. The ideal candidate has law firm accounting experience, though this is not an absolute requirement. Must leverage AI-driven tools and advanced Excel modeling to enhance reporting, forecasting, and decision-making. Reports directly to Firm Leadership/Partners. Key ResponsibilitiesFinancial Management & Reporting • Oversee the full-cycle accounting function, including general ledger, AP/AR, payroll, and legal billing operations, • Prepare and deliver timely monthly, quarterly, and annual financial statements, including partner-level reporting, • Lead the month-end and year-end close processes with accuracy and timeliness, • Review general ledger activity, investigate variances, and ensure proper reconciliations across all accounts, • Ensure compliance with legal accounting standards, including trust accounting (IOLTA) and regulatory requirementsBilling & Collections, • Oversee and develop law firm billing and collections procedures using Centerbase, ensuring accuracy, compliance, and integration with accounting systems, • Provide practice group and partner profitability analysis, revenue tracking, and expense management insightsBudgeting, Forecasting & Analysis, • Partner with leadership on annual budgeting, financial planning, and strategic initiatives, • Build and maintain advanced Excel models for budgeting, forecasting, and scenario planning, • Maintain and optimize QuickBooks for financial reporting and internal controlsAI, Technology & Process Improvement, • Leverage AI tools (Claude preferred) and automation to improve financial reporting, forecasting, data analysis, and dashboard creation; must be comfortable with AI prompting concepts, • Identify and implement process improvements to increase efficiency and scalability as the firm grows, • Collaborate with attorneys and business professionals across the firm to support operational and strategic goalsTeam Management, • Manage the firm's bookkeeper (one direct report after 60–90 day ramp-up) and oversee the billing and collections function, • Work closely with the firm's CEO/CFO and firm management, • Perform additional duties as needed to support firm operationsQualificationsRequired, • Accounting degree (CPA not required), • 5–7 years of accounting experience, including 2+ years managing or mentoring accounting staff, • Experience with business accounts in the $30M–$50M range, • Strong proficiency with QuickBooks, • Advanced Microsoft Excel skills, including financial modeling and data analysis, • Demonstrated experience using AI tools in a finance/accounting context (e.g., creating reports, pulling data, building dashboards); Claude experience preferred, • Deep understanding of financial operations, including billing and collections, • Highly detail-oriented and proficient with accounting technology and systemsPreferred, • Law firm or professional services accounting experience, • Experience with legal billing platforms (e.g., Centerbase)Personal Attributes, • Comfortable managing a small team and working collaboratively across departments, • Proactive problem-solver who identifies opportunities for improvement Benefits: Frier Levitt offers a hybrid schedule, competitive salary, and a full range of benefits, including PTO, medical, dental, vision, 401(k) (upon eligibility to participate), additional voluntary benefits, on-site gym, and opportunities for substantial salary progression based on performance and contributions. The posted salary is a good faith prediction. Actual salary will depend on years of experience and other factors. Frier Levitt is an equal opportunity employer. The firm actively seeks diversity among its employees. The firm does not discriminate on the basis of race, color, creed, religion, sex, national origin, veteran status, mental or physical handicap or disability, age, citizenship status, alienage, ancestry, marital status, sexual orientation, gender identity, or expression, or any other criteria prohibited under applicable federal, state or local law.

$50 - $120/hourpayQucs-Smicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Electronic Engineer (Qucs-S expert) Job Type: Contract Location: Remote Job Summary: Join our customer's dynamic team as an Electronic Engineer specializing in Qucs-S. In this role, you will drive circuit simulation and design innovation, leveraging your deep expertise in Qucs-S to deliver complex electronic solutions. We value strong written and verbal communication skills in our collaborative, remote-first work environment. Key Responsibilities: • Design, simulate, and validate electronic circuits and systems using Qucs-S., • Develop detailed technical documentation and present findings to both technical and non-technical stakeholders., • Collaborate with cross-functional teams to translate project requirements into robust electronic solutions., • Optimize circuit designs for performance, reliability, and manufacturability., • Troubleshoot, analyze, and resolve issues arising during simulation or prototyping phases., • Stay current with Qucs-S updates, integrating the latest features and best practices into projects., • Mentor team members on Qucs-S best practices and advanced simulation techniques. Required Skills and Qualifications: • Proven expertise with Qucs-S for electronic circuit simulation and analysis., • Bachelor’s or Master’s degree in Electronic Engineering or a related field., • Demonstrated experience in electronic circuit design, testing, and optimization., • Exceptional written and verbal communication skills, with attention to clarity and detail., • Strong problem-solving abilities and a proactive approach to technical challenges., • Ability to work independently in a remote setting and collaborate effectively with distributed teams., • Experience creating comprehensive technical documentation. Preferred Qualifications: • Experience integrating Qucs-S with other EDA tools or custom workflows., • Background in analog, digital, or mixed-signal circuit design., • Contributions to open-source Qucs-S projects or community forums.

Job Description About the Role: The Charge Entry/Reconciliation Analyst plays a critical role in ensuring the accuracy and integrity of financial transactions within the organization. This position is responsible for entering charge data into the financial system and reconciling discrepancies to maintain accurate financial records. The analyst will work closely with various departments to resolve any issues related to charge entries and ensure compliance with financial policies. By analyzing data trends and identifying areas for improvement, the analyst will contribute to the overall efficiency of the financial operations. Ultimately, this role supports the organization's financial health by ensuring timely and accurate processing of charges and reconciliations. Responsibilities: • Enter charge data into the financial system accurately and in a timely manner., • Perform regular reconciliations of charge entries to identify and resolve discrepancies., • Collaborate with other departments to gather necessary information for charge processing., • Analyze financial data to identify trends and recommend improvements to processes., • Prepare reports on charge entry and reconciliation activities for management review. Skills: The required skills for this role include strong analytical abilities, which are essential for identifying discrepancies and trends in financial data. Attention to detail is crucial, as the analyst must ensure that all charge entries are accurate and compliant with financial policies. Proficiency in financial software will be utilized daily to enter and reconcile charges efficiently. Communication skills are important for collaborating with other departments and resolving any issues that arise. Preferred skills, such as knowledge of healthcare billing, will enhance the analyst's ability to navigate complex charge entry scenarios and improve overall financial operations. Minimum Qualifications: • Bachelor's degree in Finance, Accounting, or a related field., • Proven experience in charge entry and reconciliation processes., • Strong attention to detail and accuracy in data entry. Preferred Qualifications: • Experience with financial software and databases., • Knowledge of healthcare billing and coding practices., • Certification in financial analysis or accounting. We offer competitive base salary, generous benefits, including Medical, Dental, Vision, Life Insurance, Voluntary, Time-Off Benefits, EAP, 401K and Commuter Benefits. Exempt salary-Normal business days Monday thru Friday

$40 - $100/hourpayQGISGeographyMappingmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: QGIS Expert Job Type: Contract Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Lead end-to-end projects in QGIS, from raw spatial data acquisition and cleaning to final map outputs and comprehensive deliverables., • Document your workflow and reasoning in real-time as you perform data management, spatial analysis, and map production tasks., • Organize, clean, and validate diverse spatial datasets, ensuring high accuracy and consistency throughout the process., • Manage projections, coordinate systems, and spatial references to optimize data interoperability and output quality., • Style and symbolize map layers for clarity, interpretability, and professional presentation in various contexts., • Build advanced layouts and cartographic products, explaining your design decisions along the way., • Troubleshoot issues and explain problem-solving strategies as they arise within QGIS workflows. Required Skills and Qualifications: • Extensive hands-on experience with QGIS, including managing full GIS projects independently., • Proven track record of delivering high-quality spatial analyses, maps, and geospatial outputs using QGIS., • In-depth understanding of spatial data formats, coordinate systems, projections, and related GIS principles., • Exceptional written and verbal communication skills, with the ability to clearly explain technical decisions and workflow rationale., • Strong data organization, cleaning, and transformation skills within QGIS., • Experience troubleshooting and resolving complex challenges in GIS workflows., • Comfortable working remotely while maintaining consistent project documentation and communication with the broader team. Preferred Qualifications: • Experience documenting GIS processes for training, teaching, or AI research purposes., • Background in mentoring or collaborating within multi-disciplinary GIS teams., • Familiarity with integrating QGIS with other geospatial tools or programming languages.

$45 - $65/hourpaymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Consultant Expert Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Leverage your specialized industry knowledge to provide critical input and feedback for AI system training and evaluation., • Review, edit, and generate written materials in Word and PDF formats, ensuring content aligns with professional standards in your field (legal, government communications, healthcare, etc.)., • Assess the accuracy, clarity, and relevance of technical or domain-specific documents utilized by AI models., • Collaborate with a dynamic remote team to improve model performance and reliability through hands-on assessments., • Communicate findings and recommendations clearly and professionally, both in written reports and verbal discussions., • Stay current with trends and best practices within your domain to ensure AI learning remains relevant and up-to-date. Required Skills and Qualifications: • Exceptional written and verbal communication skills, with a proven ability to articulate complex concepts clearly., • Expertise in a specialized field where professional writing and document review are core components (e.g., legal, government, healthcare)., • Experience working with Word and PDF formats for professional documentation., • Minimum 3 years of relevant industry or domain experience., • Master’s, PhD, or JD from a recognized university, or equivalent practical expertise., • Experience working within Fortune 500 companies or other highly recognizable brands., • Strong attention to detail and analytical abilities. Preferred Qualifications: • Track record of producing or reviewing regulatory, policy, or compliance documents., • Experience with cross-functional or cross-disciplinary project teams in a remote environment., • Published papers, thought leadership, or formal recognition within your area of expertise.

$45 - $65/hourpaymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Financial Planning and Analysis Expert Job Type: Contract Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Analyze complex financial and marketing datasets to deliver actionable business intelligence., • Develop, refine, and implement advanced financial models, forecasts, and scenario analyses., • Create comprehensive rubrics using your field knowledge to enhance and refine AI models., • Prepare, review, and optimize financial reporting under US GAAP/IFRS standards., • Collaborate with cross-functional teams to support strategic planning and decision-making., • Ensure compliance with financial regulations and internal controls., • Advise on key SaaS metrics, including ARR, MRR, CAC, and LTV, to inform business strategies. Required Skills and Qualifications: • Bachelor’s degree in Accounting, Finance, Economics, Engineering, or a related quantitative field., • Minimum 3 years’ experience in finance, accounting, FP&A, audit, or SaaS finance., • Investment banking experience is highly preferred, • Exceptional written and verbal communication skills, with the ability to distill complex concepts for diverse audiences., • Strong analytical mindset and attention to detail. Preferred Qualifications: • CPA, CFA, or a similar advanced financial certification., • 7+ years of overall professional experience., • In-depth experience with SaaS metrics and performance analytics.

$45 - $65/hourpaymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Marketing Consultant Expert Job Type: Contract Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Analyze complex marketing datasets to extract actionable insights and inform strategic recommendations., • Collaborate with cross-functional teams to design, evaluate, and enhance AI-driven marketing models., • Create detailed rubrics and frameworks using advanced marketing knowledge to assess model performance and campaign effectiveness., • Deliver high-quality, articulate written and verbal communications to effectively convey findings and recommendations., • Guide the customer's team in best marketing and consulting practices to optimize campaign outcomes and business growth., • Stay up-to-date with industry trends, emerging technologies, and AI advancements relevant to marketing., • Continuously iterate on consulting approaches to maximize impact in a rapidly evolving digital landscape. Required Skills and Qualifications: • Bachelor’s degree or higher in Marketing, Communications, or a related field., • Minimum of 3 years’ experience in marketing, communications, or a closely related role., • Exceptional written and verbal communication skills, with demonstrated ability to distill complex data into clear business insights., • Hands-on experience with marketing analytics, campaign assessment, and consulting methodologies., • Proficiency in interpreting marketing metrics and leveraging data for model improvement., • Strong organizational skills and the ability to manage multiple projects remotely., • Proactive mindset, always seeking innovative ways to drive results and foster collaboration. Preferred Qualifications: • Average of 7+ years of professional experience in marketing consulting or related field., • Background in training, evaluating, or deploying AI-driven marketing tools or technologies., • Advanced certifications in digital marketing, data analytics, or AI applications in marketing.

$80 - $160/hourpayPhysics MasteryExpert Judgment in Ambiguous CasesMeta-Level ReasoningResearch LeadershipDefensible Written Articulationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Physics Expert (Professor / Principal Investigator) Role Type: Contractor. Location: Remote micro1 is engaging Physics Experts—established Professors or Principal Investigators—to provide high-level domain guidance as part of an impactful project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Adjudicate and render expert judgment on contested or competing physics arguments, solutions, or interpretations within your subfield., • Compare alternative approaches to the same problem, detailing which is superior, under what assumptions, and in which regimes., • Identify and articulate meta-level criteria for evaluating the robustness and validity of competing physics work, such as key assumptions and breaking points of approximations., • Exercise calibrated confidence by providing authoritative assessments while transparently acknowledging genuine uncertainty or open questions in the field., • Draft defensible written evaluations suitable for review by fellow senior physicists, ensuring clarity and rigor., • Leverage technical tools such as LaTeX, SymPy, Python, and Jupyter to verify or contrast technical claims as needed., • Clearly communicate when a question is unresolved within the field and delineate the pertinent considerations. Preferred Qualifications • PhD in physics with demonstrated expertise and scholarly impact in your specified subfield., • Current or former Associate Professor, Full Professor, Chair Professor, or Principal Investigator/Group Leader with a track record of independent research leadership., • Ongoing research activity in one or more of these areas: High Energy Physics, Mathematical Physics, Biophysics, Statistical Physics, Condensed Matter, AMO/Quantum Optics, Gravitation, Cosmology, Astrophysics, Quantum Information, or Optical Properties of Materials., • 3–5 recent representative publications in your target subfield, with arXiv or DOI references., • Prior experience supervising PhD students or postdocs, or equivalent leadership in industry research settings., • Proficiency with LaTeX, SymPy, Python, and Jupyter (please indicate any gaps in experience with these tools)., • Exceptional written communication skills, with the ability to articulate nuanced and well-reasoned judgments.

$55 - $70/hourpayCommercial InsuranceSpecialty InsuranceCommercial P&CUnderwritingLiability CoveragePolicy InterpretationInsurance ComplianceCoverage AnalysisInsurance Operationsmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Insurance Underwriter – Excess & Specialty Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Leverage your extensive underwriting expertise to evaluate complex commercial and specialty risk scenarios in the US insurance market., • Analyze, interpret, and structure coverage for excess and specialty lines, focusing on liability, umbrella, and unique risk categories., • Assess policy language and provide nuanced feedback on policy interpretation and coverage analysis., • Identify risk factors, apply sound underwriting judgement, and ensure compliance with industry standards and insurance regulations., • Support the development of AI training data by contributing real-world insights on underwriting practices and coverage operations., • Collaborate in a remote environment, providing clear, effective written and verbal communication to enhance AI system understanding., • Share insight into evolving trends, emerging risks, and innovations within specialty and excess insurance lines. Required Skills and Qualifications: • 4–5+ years of hands-on underwriting experience in commercial lines, specialty insurance, excess casualty, or umbrella products., • In-depth understanding of commercial P&C, liability coverage, and policy evaluation best practices., • Demonstrated expertise in policy interpretation, insurance compliance, and comprehensive coverage analysis., • Experience working with insurance operations in complex or specialty risk environments., • Excellent written and verbal communication skills, with the ability to articulate nuanced underwriting concepts., • Proven track record within the US insurance market or with US-based clients and frameworks. Preferred Qualifications: • Prior exposure to emerging risk types, complex liability structures, or innovative coverage solutions within excess & specialty lines., • Experience collaborating on cross-functional teams or contributing to process improvement initiatives in insurance operations., • Global candidates with deep familiarity with US underwriting standards and commercial insurance practices are strongly encouraged to apply.

$50 - $80/hourpayBuilding code knowledgePlan review and blueprint readingmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Building Code Compliance Expert Job Type: Contractor Location: Remote (US only) Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input related to building codes, permitting, inspections, and construction compliance. Key Responsibilities: • Conduct reviews of architectural and engineering plans to assess building code compliance., • Interpret blueprints, permit documents, zoning requirements, and construction documentation., • Analyze code-related scenarios and provide clear compliance reasoning and recommendations., • Identify permitting issues, code violations, and regulatory concerns across residential and commercial projects., • Collaborate with architects, engineers, contractors, inspectors, and permitting teams to resolve compliance questions., • Deliver clear written reports and explanations related to code interpretation and compliance findings., • Support AI training projects by providing accurate, real-world building compliance expertise. Required Skills and Qualifications: • Demonstrated experience in building codes, permitting, inspections, zoning, or plan review., • Strong ability to read and interpret construction drawings and technical documentation., • Experience working with residential and/or commercial construction projects., • Strong analytical, problem-solving, and communication skills., • Ability to work independently and remotely while managing multiple assignments., • Experience collaborating with cross-functional project teams. Preferred Qualifications: • Relevant certifications such as ICC, NFPA, or state-issued licenses., • Experience working with city/county building departments or municipal permitting offices., • Experience in code enforcement, plan review, virtual inspections, or compliance consulting., • Background in architecture, engineering, construction management, or land use development.

$100 - $150/hourpayLegal ReasoningLitigation & Practice ExpertiseAnalytical RigorCalibration in Ambiguous CasesLegal WritingCommunication Precisionmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Litigator / Practicing Attorney Role Type: Contractor Location: Remote, US only. micro1 is engaging Litigator / Practicing Attorneys to contribute expertise to a customer project focused on the intersection of law and emerging technology. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Apply legal reasoning and litigation experience to evaluate, refine, and enhance AI-generated legal content, such as briefs, arguments, and memos., • Review and assess AI outputs for factual and legal accuracy, analytical rigor, and adherence to professional standards., • Provide detailed, written feedback identifying errors, logical inconsistencies, and areas for improvement in legal responses., • Contribute expert judgment on ambiguous or complex edge cases, informing model calibration for nuanced legal issues., • Draft or edit sample legal language and arguments to strengthen model understanding of varied litigation and practice scenarios., • Collaborate asynchronously with a cross-functional project team, incorporating iterative feedback and delivering clear written communication. Preferred Qualifications • JD degree from an ABA-accredited U.S. law school and active license in good standing in at least one U.S. jurisdiction., • 3–15 years of post-JD legal experience, with a strong preference for trial, appellate, or litigation specialists., • Judicial clerkship experience at the federal or state level (trial or appellate courts) is highly valued., • Proven expertise in legal writing, with experience as a law journal editor or published legal author considered a plus., • Substantial trial experience, federal court admissions, or appellate practice background enhances your candidacy., • Demonstrated ability to communicate complex legal concepts with clarity, precision, and professionalism., • Prior instruction or teaching experience in legal education (law school faculty, adjunct, lecturer, or fellow) is desirable.

$50 - $90/hourpayChild SafetyCSAM-adjacent PolicyTeen SafetyCrisis-careMental-healthmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Child & Online Safety Expert Role Type: Contractor Location: Remote micro1 is engaging Child & Online Safety Experts to contribute to a high-impact customer project focused on online safety and mental-health support for young people. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity centers on developing a robust mental-health safety evaluation framework for vulnerable youth online, leveraging your deep knowledge of crisis-care and digital risk assessment. Scope of Work • Develop comprehensive taxonomies related to self-harm, suicide prevention, eating disorders, and emotional dependency in digital contexts., • Establish best-practice standards for digital support and clinical safety regarding youth and adolescent mental health., • Create detection frameworks to identify, flag, and evaluate potentially harmful online content and advice related to mental-health crises for minors., • Design and refine clinical response rubrics and escalation protocols for at-risk individuals in digital environments., • Collaborate with project leads to ensure that all evaluation benchmarks and guidelines are grounded in current research and clinical best practices., • Offer insights on CSAM-adjacent policy and online exploitation dynamics, enhancing digital child safety protocols., • Deliver clear, actionable written and verbal feedback that shapes the ongoing development of AI safety tools and frameworks. Preferred Qualifications • Licensed therapist, psychiatrist, clinician, or mental-health professional with direct crisis-care experience., • 5+ years of focused work in adolescent mental health, suicide prevention, eating-disorder intervention, or related fields; 8–20 years welcomed for senior contributors., • Demonstrated expertise in clinical risk assessment and intervention in digital or online settings., • Advanced degree, specialized certification, or equivalent operational experience in mental-health or child safety domains., • Experience evaluating or implementing CSAM-adjacent policies, or working within child online exploitation prevention initiatives., • Strong written and verbal communication skills, with the ability to distill complex information for diverse audiences., • High credibility and a recognized track record of impact in clinical, crisis-response, or safety evaluation communities.

$80 - $140/hourpayPhysics MasteryWritten Technical CommunicationTechnical Problem-Solving DepthMathematical & Computational Fluencymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Physics Expert (PhD / Postdoc) Role Type: Contractor. Location: Remote micro1 is engaging Physics Experts (PhD / Postdoc) to contribute deep scientific knowledge and problem-solving skills to a high-impact customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Solve advanced physics problems from your specialization, delivering rigorous, well-documented derivations and analyses., • Produce technically precise, clearly written solutions, detailing all assumptions, approximations, and final results using LaTeX mathematical notation., • Utilize SymPy, Python, and Jupyter for symbolic or numerical verification and clear computational workflows where relevant., • Identify and articulate subtleties in problem statements, including special cases, boundary conditions, and dimensional consistency., • Flag ambiguities in project materials, proposing well-reasoned interpretations and clarifications as needed., • Iterate on submitted solutions in response to feedback from project reviewers, ensuring corrections are cleanly integrated., • Uphold rigorous standards in documentation and reproducibility consistent with professional research practice. Preferred Qualifications • PhD in physics or advanced-stage PhD candidacy, with active research experience in a relevant subfield., • Research expertise in one or more of: High Energy Physics, Mathematical Physics, Biophysics, Statistical Physics, Condensed Matter (including moiré systems, magnetism, PXP/Rydberg), AMO/Quantum Optics, Gravitation, Cosmology, Astrophysics, Quantum Information, or Optical Properties of Materials., • 2–5 recent representative publications (past ~5 years) in your field, with accessible arXiv or DOI records., • Proficiency with LaTeX for presenting mathematics, and with SymPy, Python, and Jupyter for computational work; willingness to indicate areas for further support if needed., • Demonstrated excellence in written technical communication, with a track record of producing clear, precise, and well-argued scientific outputs., • Strong analytical skills, able to isolate key physical principles and provide nuanced solutions to complex problems., • Availability to engage with the project consistently over an 8–10 week period (approx. 10 hours/week).

statistics & Mathematicsdata handlingdata collectingdata analysis and modelingdata visualizationdata clesningprogrammingmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Data Scientist Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Collect, clean, and preprocess diverse data sets to ensure integrity and readiness for analysis., • Develop, validate, and implement statistical models to extract actionable insights from complex data., • Conduct exploratory data analysis to identify trends, patterns, and opportunities for business improvement., • Present findings and recommendations through compelling data visualizations and reports, tailored for technical and non-technical stakeholders., • Collaborate closely with team members to design and execute end-to-end data projects, from ideation to delivery., • Continuously improve analytical methodologies and automation processes to enhance data workflows., • Communicate effectively in both written and verbal formats, ensuring clarity and impact of data-driven recommendations. Required Skills and Qualifications: • Expertise in statistics, mathematics, and data analysis techniques., • Proven experience in collecting, handling, and cleaning large, complex data sets., • Proficiency in programming languages such as Python, R, or similar for data manipulation and modeling., • Strong data modeling skills with experience in building and validating predictive models., • Advanced ability to visualize data using tools like Tableau, Power BI, or related libraries., • Meticulous attention to detail and commitment to data quality at every stage., • Excellent written and verbal communication skills, with an emphasis on clarity and precision. Preferred Qualifications: • Experience working in a remote, cross-functional, or customer-focused team environment., • Background in developing and deploying machine learning solutions in production settings.

$45 - $65/hourpaymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Accountant Expert Job Type: Contract Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Analyze and interpret complex marketing and financial data to identify key trends and insights., • Develop and implement standardized rubrics and frameworks to support AI model training and evaluation using domain knowledge., • Collaborate with cross-functional teams to ensure accounting accuracy and compliance within innovative technology projects., • Provide expert guidance on accounting principles to inform model development and data validation processes., • Document and communicate findings and recommendations clearly through exceptional written and verbal communication skills., • Continuously monitor industry best practices and integrate them into ongoing projects., • Support the customer's team in refining data-driven strategies by offering actionable accounting insights. Required Skills and Qualifications: • Bachelor’s degree in Accounting or a related field., • Minimum of 3 years of experience in accounting roles., • Strong written and verbal communication skills with attention to detail., • Proven experience analyzing data and applying accounting knowledge to solve complex problems., • Ability to create structured rubrics and frameworks for quantitative and qualitative analysis., • Comfort working in a remote, collaborative, and fast-paced environment., • Demonstrated capacity for critical thinking and independent problem-solving. Preferred Qualifications: • 7+ years of overall professional experience, preferably in diverse accounting environments., • Experience working with or supporting AI model development or related technology projects., • Advanced certifications in accounting or finance (e.g., CPA, CMA).

$50 - $58/hourpayFinancemicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Corporate Finance Expert Job Type: Contract Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Design technically demanding finance prompts and tasks that mirror investment banking, private equity, and corporate finance complexity, • Develop gold-standard solutions in Excel and PowerPoint to set objective benchmarks for AI model evaluation, • Create and refine clear grading rubrics for assessing AI outputs on transaction and modeling exercises, • Construct, modify, and review advanced financial models (3-statement, valuation, LBO, M&A, sensitivity analyses), • Produce transaction analyses and investment materials with a client-ready, production-grade level of detail, • Develop and adapt professional templates, decks, and supporting materials commonly used across IB, PE, and Corp Dev, • Ensure all deliverables are precise, unambiguous, and uphold industry standards Required Skills and Qualifications: • Hands-on experience in financial modeling, valuation, and transaction analysis, • Advanced Excel proficiency, including scenario analysis and model integrity checks, • Expertise in building polished, professional PowerPoint presentations and investment decks, • Strong familiarity with standard IB/PE/Corp Dev templates and processes, • Proven track record working on live deals, investments, or transaction execution, • Exceptional written and verbal communication skills, with a keen eye for detail and clarity, • Ability to independently produce client-grade financial materials under tight timelines Preferred Qualifications: • Experience evaluating or testing AI models, or developing technical prompts and assessments, • Exposure to multiple finance domains (e.g., IB to PE, consulting to Corp Dev), • Prior work creating training data or technical assessments for advanced technology initiatives

$40 - $110/hourpayCommercial ContractsContract RedliningEmployment LawStructured FinancePriavte EquityMergers and AcquisitionsSaaS MSARegulatory ComplianceData Privacymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Legal Expert Job Type: Contract (Part-time) Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Review, analyze, and redline commercial contracts to ensure accuracy and compliance with relevant laws and business objectives., • Provide expert input on matters relating to employment law, structured finance, private equity, and mergers and acquisitions., • Evaluate and advise on SaaS Master Service Agreements (MSAs) to identify areas of risk and recommend improvements., • Interpret complex regulatory requirements and shape guidelines for compliance within evolving legal landscapes., • Assess data privacy policies and practices in accordance with international standards and regulations., • Collaborate closely with multidisciplinary teams to clarify legal concepts and deliver clear, actionable written feedback., • Contribute high-quality insights that enhance the effectiveness of AI models in understanding legal documents and scenarios. Required Skills and Qualifications: • Active Bar membership and in good standing., • Minimum of 3 years of experience practicing law, with a demonstrable track record in commercial contracts, employment law, and structured finance., • Deep knowledge of private equity, mergers and acquisitions, and regulatory compliance., • Proficiency in contract redlining and negotiation, with attention to detail and accuracy., • Hands-on experience reviewing and advising on SaaS MSAs and data privacy matters., • Exceptional written and verbal communication skills, with the ability to distill complex legal concepts for diverse audiences., • Strong analytical and problem-solving skills, demonstrating sound legal judgment. Preferred Qualifications: • Experience working with or advising technology-driven organizations., • Familiarity with international regulatory frameworks and multi-jurisdictional transactions., • Previous involvement in AI, legal technology, or knowledge transfer initiatives.

financial planningbudgetingretirement planningdebt managementrisk managementcfp certificationcompliancewritten communicationverbal communicationclient relationship managementfinancial problem-solvingfiduciary standardholistic financial coachingmentoringworkflow/process developmentmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Financial Advisor (CFA or CFP) Job Type: Contractor - US ONLY Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Evaluate and review realistic advisory scenarios involving budgets, emergency funds, debt management, retirement planning, and investment decisions tailored to mainstream households., • Assess AI-generated recommendations for suitability, clarity, compliance, and actionable practicality for W-2 earners and middle-income families., • Document how actual advisor-client conversations unfold, including prioritizing goals, discussing tradeoffs, and walking clients through decision points., • Detail decision rules, rules of thumb, and benchmarks commonly used in practice (e.g., cash reserve targets, debt payoff sequencing, retirement savings rates)., • Deliver clear, plain-language written feedback to enhance AI explanations, next steps, and client communication., • Identify and flag compliance or risk issues, emphasizing a fiduciary, client-first approach and appropriate referral scenarios (CPA, attorney, insurance)., • Contribute to the development of workflows and processes that reflect best practices in everyday personal finance advising. Required Skills and Qualifications: • 3+ years of hands-on, client-facing experience providing holistic financial planning to mainstream households in roles such as Financial Advisor, Wealth Advisor, or Personal Financial Consultant., • Expertise in budgeting, cash flow analysis, debt management, retirement savings strategies, college planning, and basic risk management (insurance needs analysis)., • CFP® certification strongly preferred (or CFP exam passed with substantial relevant experience); CFA, ChFC, or similar planning credentials considered with strong mainstream client work., • Exceptional written and verbal communication skills, with a talent for breaking down complex topics for non-experts., • Demonstrated commitment to fiduciary standards, compliance, and high-integrity client service., • Experience mentoring others, developing workflows, or standardizing planning processes., • Comfort working asynchronously and independently in a remote setting. Preferred Qualifications: • Prior experience in roles blending financial planning and ongoing coaching, such as workplace financial consultant or advisor at national firms., • Background designing or improving standardized planning processes or digital advisory journeys., • Familiarity with personal finance apps, digital advice platforms, or AI-driven tools and a strong interest in innovation within the advisory space.

$30 - $65/hourpayFinancemicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Finance Expert Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Provide high-level insights and feedback on finance-related content, especially within Private Equity (PE) and Investment Banking (IB) domains., • Evaluate and refine financial models, reports, and documents to ensure accuracy and relevance., • Review and assess AI-generated outputs for correctness, clarity, and alignment with industry standards., • Collaborate with technical teams to communicate complex financial concepts effectively, both in written and verbal form., • Stay up-to-date with the latest trends and best practices in finance, particularly in the PE and IB sectors., • Deliver constructive, actionable recommendations to enhance AI training and outputs., • Serve as a subject matter expert, ensuring data integrity and the highest level of domain-specific nuance in all tasks. Required Skills and Qualifications: • Deep expertise in finance, with demonstrable experience in Private Equity and/or Investment Banking domains., • Exceptional written and verbal communication skills, able to explain intricate concepts clearly and concisely., • Strong analytical and problem-solving abilities, with a keen attention to detail., • Experience reviewing, editing, or creating complex financial materials., • Proven ability to work independently in a remote environment, managing deadlines and priorities efficiently., • High level of integrity and professional judgment in handling sensitive information., • Familiarity with industry standards, financial modeling, and reporting best practices. Preferred Qualifications: • Advanced degree in Finance, Economics, or a related field., • Prior experience contributing to AI, data annotation, or technology-driven finance projects., • Certifications such as CFA, CPA, or similar credentials are a distinct advantage.

Financial Data AnalysisEmbedded FinanceInvestment Strategy & AdvisoryPredictive Analytics & Visualizationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Financial Analyst Job Type: Full-time or Part-time, Contract Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities • Analyze complex financial data to identify key trends and provide actionable insights for strategic decision-making., • Lead the evaluation of embedded finance opportunities and contribute to advisory on investment strategies., • Develop predictive financial models and dynamic visualizations using up-to-date analytics platforms., • Conduct thorough market and industry research, synthesizing information from diverse sources to inform business recommendations., • Communicate findings and strategic recommendations clearly in both written reports and verbal presentations to stakeholders., • Stay ahead of the latest trends in the Asian economy, embedded finance, and digital financial solutions., • Collaborate with cross-functional teams to translate analytical results into business outcomes. Required Skills and Qualifications • Bachelor’s degree in Finance, Economics, or related field., • Professional certification (CFA, CIIA, CMA) or proven experience as a financial analyst in a leading finance institution., • Strong proficiency in financial data analysis, predictive analytics, and visualization tools (e.g., Power BI, Tableau, Python or R)., • Demonstrated experience in investment strategy and advisory, particularly within embedded finance contexts., • Exceptional written and verbal communication skills, with a keen eye for detail and clarity., • Advanced online research capabilities and ability to synthesize diverse financial information rapidly., • Experience working in or with Asia, with a solid understanding of regional financial markets and economic drivers. Preferred Qualifications • Previous experience at an MBB (McKinsey, BCG, Bain) firm or a major financial institution., • Familiarity with digital finance platforms and emerging fintech trends in the Asian market., • Based in Asia, or extensive prior exposure to the Asian economic landscape.

physics research analysisscientific writingcritical thinkingproblem-solvingdata analysisquestion and exam creationremote collaborationtime managementanalytical reasoningtechnical document synthesisai training content developmentinterdisciplinary teamworkattention to detailindependent workdigital content creationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Physics Expert Job Type: Contractor Location: Remote Rate: 20$-50$ per task Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Thoroughly analyze, interpret, and summarize complex physics documents and research papers., • Create and review high-quality questions and problems related to diverse physics topics for AI model training., • Extract key data, perform detailed computations, and validate analytical solutions in various physics domains., • Deliver clear, concise written explanations and rationales for technical problems and solutions., • Collaborate with a multidisciplinary remote team while maintaining independence in daily work., • Leverage your specialist expertise to ensure accuracy and depth in all content generated or reviewed., • Maintain a high standard of quality and consistency while meeting ongoing deadlines. Required Skills and Qualifications: • 2+ years of professional experience in physics or a closely related field, either in academia or a lab/workplace setting., • Exceptional written and verbal English communication skills, with strong attention to detail., • Proven ability to read, analyze, and synthesize technical documents and research literature., • Demonstrated experience creating, editing, or reviewing scientific questions, exams, or technical exercises., • Ability to work independently and proactively with minimal supervision in a remote setting., • Excellent critical thinking and analytical skills for data evaluation and problem solving., • Strong time management abilities to handle multiple tasks efficiently. Preferred Qualifications: • Advanced degree (MSc, PhD) in Physics or a related discipline., • Experience interfacing with AI, EdTech, or digital content creation projects., • Familiarity with interdisciplinary scientific analysis and collaborative workflows.

chemistry expertisescientific document analysisanalytical reasoningdata interpretationresearch skillsquestion and assessment creationenglish written and verbal communicationcollaborationattention to detailindependent workmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Chemistry Expert Job Type: Contractor Location: Remote Rate: 20$-50$ per task Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Analyze and interpret complex scientific documents, datasets, and research papers related to chemistry., • Develop, review, and refine high-quality questions and answers that challenge and expand AI understanding., • Apply analytical techniques to assess and extract key insights from provided materials., • Collaborate with cross-functional teams to ensure scientific rigor and clarity in content., • Interface with documentation and contribute to continuous process improvement., • Provide feedback and domain expertise on model outputs and system performance., • Ensure the accuracy, relevance, and integrity of all chemistry-related data and input. Required Skills and Qualifications: • Bachelor’s degree or higher in Chemistry or a closely related field., • 2+ years of professional experience in academia, laboratory, or industry settings., • Proven ability to read, comprehend, and analyze technical documents and research studies., • Excellent English proficiency, with strong written and verbal communication skills., • Demonstrated experience in data retrieval, computation, and analytical reasoning., • Ability to work independently with minimal supervision, delivering high-quality results., • Strong attention to detail and scientific accuracy. Preferred Qualifications: • Advanced degree (MS, PhD) in Chemistry or related discipline., • Experience in creating educational or assessment materials., • Familiarity with interdisciplinary collaborations (e.g., physics, biology).

$50 - $90/hourpayWar FightingWeapons TargetingDefense OperationsHumanitarian Lawmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Military Operations & IHL Expert Role Type: Contractor Location: Remote micro1 is engaging Military Operations & IHL Experts to contribute to a prominent defense-policy and humanitarian-law project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You will leverage your deep understanding of warfighting, weapons targeting, defense operations, and international humanitarian law to support the development of frameworks that responsibly evaluate military and humanitarian scenarios. This is a unique opportunity to influence technology at the intersection of operational expertise and conflict ethics while working alongside other experts at the forefront of these domains. Scope of Work • Develop comprehensive taxonomies for military-use and defense operations within diverse conflict contexts., • Create dual-use triage frameworks that help distinguish between military and civilian applications of technology and knowledge., • Establish clear boundaries for prohibited assistance under international humanitarian law, providing structured input for AI training and evaluation., • Design conflict-risk rubrics and scenario-based evaluation tools to assess operational and ethical implications of defense activities., • Evaluate and refine policy-relevant benchmarks to ensure responsible testing of AI models in defense and humanitarian contexts., • Contribute written and verbal analyses articulating complex warfighting, targeting, and IHL concepts for interdisciplinary audiences. Preferred Qualifications • 5+ years of relevant military, defense analysis, or IHL experience; ideally 8–20 years for senior contributors., • Advanced degree (e.g., MA, LLM, PhD) or equivalent operational experience in military science, security studies, international law, or related fields., • High credibility and established track record in warfighting, operational planning, targeting law, or humanitarian law application., • Expertise in interpreting and applying conflict ethics, IHL, and defense policy frameworks in real-world scenarios., • Exceptional written and verbal communication skills, with the ability to convey technical and ethical concepts clearly and concisely., • Experience in research, policy analysis, or advisory roles within military, governmental, legal, or think-tank environments., • Prior involvement with conflict analysis, war-crimes investigation, or weapons-policy development is a strong plus.

$80 - $110/hourpayfinancial planninginvestment managementretirement planningtax-aware strategiesclient relationship managementcommunicationregulatory compliancehigh-net-worth client advisingjudgment and decision-makingcertified financial planner (cfp)Certified Financial Advisor (CFA)micro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Personal Financial Advisor (Private Wealth) Job Type: Contractor - US ONLY Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Deliver personalized, actionable financial guidance spanning budgeting, investment planning, retirement strategies, and debt management., • Review and assess realistic client scenarios to inform the development of advanced AI-assisted financial planning tools., • Provide clear, structured written feedback to help enhance AI systems’ ability to support advisors and end clients with diverse financial needs., • Communicate complex financial concepts in a client-centric, easily understandable way., • Utilize strong judgment to balance immediate financial needs with long-term planning considerations., • Ensure all guidance reflects up-to-date regulatory compliance and best practices in private wealth management., • Act as a subject matter expert to ensure AI outputs reflect high-quality, thoughtful advice aligned with industry standards. Required Skills and Qualifications: • 3+ years of hands-on experience in personal financial advisory or private wealth management, advising individual clients., • Proven ability to build trust and rapport with high-net-worth or mass affluent clients., • Deep knowledge of financial planning, investment management, retirement planning (401k, IRA, etc.), and debt management., • Solid grasp of tax-aware strategies and regulatory frameworks relevant to personal finance., • Excellent written and verbal communication skills, with an ability to translate complex advice into clear, actionable steps., • Exceptional judgment and decision-making capability in high-impact client scenarios., • CFP, CFA, or equivalent credential required. Preferred Qualifications: • Direct experience at leading financial institutions such as Schwab, J.P. Morgan, Morgan Stanley, Bank of America Merrill Lynch, or Chase Private Banking., • Exposure to AI-assisted financial planning tools or processes (helpful but not required)., • Track record of delivering high-quality advice that balances both technical accuracy and client-centric clarity. Join our customer’s team and leverage your expertise to help design the next generation of AI-assisted financial advisory solutions. This high-bar role offers you the chance to impact how tomorrow’s advisors and clients will make better financial decisions—through your expert input, judgment, and real-world experience.

$80 - $90/hourpayCalculusData Analysis & InterpretationLiterature ReviewExperimental DesignResearch Methodologymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: PhD Engineer (Electrical, Mechanical, Chemical) Role Type: Contractor Location: Remote micro1 is engaging PhD-level Engineers in Electrical, Mechanical, or Chemical disciplines to contribute to a high-impact customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Deliver authoritative written responses to complex engineering prompts in your area of expertise, • Review and interpret scientific literature to provide contextually accurate and current insights, • Design and document realistic experimental scenarios based on advanced engineering principles, • Analyze data and interpret results to inform AI training datasets with precision, • Apply sophisticated calculus and quantitative methodologies to problem-solving tasks, • Ensure clarity, accuracy, and completeness of all submitted materials based on provided guidelines, • Collaborate with project coordinators to refine prompt response quality as needed Preferred Qualifications • PhD in Electrical, Mechanical, or Chemical Engineering, • Demonstrated expertise in calculus, data analysis, research methodology, and experimental design, • Exceptional written and verbal communication skills with the ability to convey complex concepts clearly, • Strong literature review capabilities and familiarity with synthesizing scientific knowledge, • Experience with or interest in AI, machine learning, or technology-driven projects (a plus, not required), • Proven ability to produce "golden response" level deliverables with accuracy and completeness, • Detail-oriented mindset and commitment to high-quality, impactful contributions

$20 - $60/hourpayacademic researchdocument reviewms word (advanced features: tracked changes, formatting)pdf editing and data extractionwritten communicationverbal communicationattention to detailliterature review and synthesisreport writingpresentation developmentcollaboration with cross-functional teamsremote work proficiencytime managementdeadline managementmultidisciplinary teamworkmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Academic Researcher Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Conduct in-depth research and analysis in your area of expertise, delivering high-quality, evidence-based insights., • Prepare, format, and review complex documents in Word and PDF, utilizing advanced features such as tracked changes, form filling, and data extraction., • Collaborate with cross-functional teams, including legal, healthcare, policy, and finance professionals, to support diverse project needs., • Translate complex research findings into clear, concise reports and presentations tailored for Fortune 500 standards., • Evaluate and synthesize academic literature, legal documents, or industry data to inform project outcomes., • Ensure accuracy, consistency, and compliance with designated guidelines in all written deliverables., • Maintain clear and professional written and verbal communication with project stakeholders and team members. Required Skills and Qualifications: • Minimum 3+ years of relevant professional experience in academic research, legal, policy, healthcare, or related sectors., • Master’s degree, PhD, or JD from a recognized institution., • Demonstrated expertise in preparing and reviewing Word and PDF documents (tracked changes, formatting, data extraction, document review)., • Outstanding written and verbal communication skills; meticulous attention to detail., • Ability to manage multiple priorities in a remote, deadline-driven environment., • Experience collaborating with multidisciplinary teams on complex deliverables., • Proven record of producing high-quality, client-ready outputs. Preferred Qualifications: • Experience working with or for Fortune 500 companies., • Prior involvement in legal, healthcare, policy, or financial operations document workflows., • Active publication or presentation record in academic or industry settings.

$80 - $105/hourpayIn-house Counsel ExperienceAttention to DetailContract DraftingDeal NegotiationTechnology Transactionsmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Transactional Attorney Job Type: Contractor Location: Remote Job Summary: We are seeking seasoned in-house transactional attorneys for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises., • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision., • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency., • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school., • Active bar admission in at least one U.S. jurisdiction., • Minimum of 3 years of in-house experience focused on technology transactions, particularly negotiating MSAs, NDAs, and DPAs., • Exceptional written and verbal communication skills with meticulous attention to detail., • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems., • Demonstrated commitment to innovation at the intersection of law and technology., • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives., • Experience at a corporate law firm in either M&A or fund formation for private equity firms. Why Join: • This is an opportunity to work at the intersection of law and technology., • You will help define how AI is developed for a new generation of legal practitioners., • You will apply your experience in a high-impact research environment.

$50 - $120/hourpayCocos2d-xGame Developmentmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Cocos2d-x Junior Game Developer Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Develop and refine game logic, mechanics, and features using Cocos2d-x for prototype and production-level projects., • Collaborate closely with the customer's team to provide high-quality real-world input for AI training processes., • Create, modify, and troubleshoot game assets and scenes to support a diverse set of training objectives., • Test, debug, and optimize Cocos2d-x code to ensure robust and efficient gameplay experiences., • Document code and processes thoroughly, ensuring clarity for both technical and non-technical stakeholders., • Engage in open, clear written and verbal communication to report project status and challenges., • Work iteratively in response to feedback, consistently improving deliverables for AI development needs. Required Skills and Qualifications: • Solid knowledge of Cocos2d-x and hands-on experience with 2D game development workflows., • Strong problem solving and troubleshooting abilities in a game development context., • Experience collaborating remotely with distributed teams in a fast-paced environment., • Excellent written and verbal communication skills, with a focus on clear, concise updates and documentation., • Ability to follow technical specifications and adapt to evolving project requirements., • Understanding of game design principles and player experience optimization., • Self-motivated, detail-oriented, and eager to grow within a dynamic AI training environment. Preferred Qualifications: • Experience working on projects for AI training or data generation purposes., • Familiarity with additional game engines or programming languages., • Background in collaborating with AI or machine learning specialists.

Core team$110K - $150K/yr compensationAccountingGAAPGeneral Ledgermicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Senior Accountant Job Type: Full-time Location: Remote Job Summary: We are seeking a Senior Accountant to own our general ledger and month-end close processes. You will be part of our financial reporting function — ensuring books are accurate, close timelines are met, and the integrity of our financial data supports confident decision-making at every level of the organization. Key Responsibilities: • Own the end-to-end month-end close process, including preparation and posting of journal entries, accruals, and adjustments, • Maintain and reconcile the general ledger, investigating and resolving discrepancies promptly, • Prepare monthly, quarterly, and annual financial statements in accordance with GAAP, • Perform balance sheet reconciliations and ensure all accounts are substantiated and documented, • Support external audits by preparing schedules, documentation, and reconciliations, • Identify and implement improvements to the close process to reduce cycle time and increase accuracy, • Partner with leadership to ensure financial data is audit-ready and decision-ready at all times, • Maintain and strengthen internal controls around the close and reporting cycle Required Skills and Qualifications: • Bachelor’s degree in Accounting or Finance; CPA or CA preferred, • 3-5 years of accounting experience with a clear focus on G/L and month-end close, • Hands-on experience with ERP/accounting system, • Strong command of Google Sheets and Excel, • Deep knowledge of GAAP, account reconciliation, and financial statement preparation, • Strong attention to detail with the ability to manage tight close deadlines without sacrificing accuracy, • Excellent written and verbal communication skills in English, • Comfortable working independently in a fully remote, fast-paced startup environment Preferred Qualifications: • CPA license, or progress toward professional certification, • Exposure to AI tools or automated accounting workflows Compensation & Benefits Notice The national pay range for this full-time position is base salary of $90,000 –$120,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

$20 - $70/hourpayLibrespritePixel ArtGraphic DesignIllustrationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: LibreSprite Expert Job Type: Contract Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Drive complete pixel art and animation projects from concept through final asset export using LibreSprite., • Demonstrate real-time animation previews, refining motion and timing to studio-quality standards., • Utilize onion skinning, layers, and complex sprite composition features to create smooth, dynamic animations., • Design and develop cohesive asset sets, sprite sheets, character animations, tilesets, UI elements, and retro-style illustrations., • Leverage tiled drawing mode, palette customization, and pixel-precise tools for intricate patterns and detail work., • Export optimized sprites and animations in required production formats, adhering to technical and artistic specifications., • Clearly articulate workflow decisions, creative choices, and technical approaches—both in writing and verbally. Required Skills and Qualifications: • Expert-level proficiency with LibreSprite, with a proven track record of production usage., • Strong portfolio showcasing professional pixel art, animation, and graphic design., • Exceptional written and verbal communication skills, able to explain concepts and workflow logic clearly., • Experience independently managing end-to-end projects, from concept through asset delivery., • Deep understanding of sprite composition, animation techniques, and stylistic nuances in pixel art., • Proficient in customizing color palettes, tile creation, and managing complex layers and animation frames., • Ability to work autonomously within a remote, collaborative environment. Preferred Qualifications: • Prior experience capturing or teaching creative workflows for training, tutorials, or educational initiatives., • Familiarity with retro game art pipelines or production environments., • Experience contributing to open-source or collaborative art projects.

$20 - $60/hourpayadvanced word skillsadvanced pdf toolspolicy analysisregulatory compliancedocument drafting and reviewprofessional written communicationverbal communicationproject managementattention to detailstrategic consultationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Policy Consultant Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Analyze, draft, and review policy documents, legal contracts, proposals, and research papers using advanced Word and PDF skills., • Provide strategic consultation and actionable recommendations on regulatory, legal, healthcare, academic, or finance-related matters., • Conduct thorough document reviews, ensuring compliance, clarity, and adherence to industry best practices., • Support clients with precise document formatting, tracked changes, form filling, and data extraction., • Collaborate with cross-functional teams to synthesize complex data into succinct, actionable policies and procedures., • Stay abreast of evolving regulations and guidelines relevant to your field of expertise., • Communicate findings and recommendations in clear, compelling written and verbal formats. Required Skills and Qualifications: • Minimum 3+ years of professional experience in government policy operations., • Advanced proficiency with Word and PDF tools, including tracked changes, formatting, document review, and data extraction., • Exceptional communication skills, with a strong emphasis on clear, professional written and verbal interactions., • Demonstrated expertise in drafting, analyzing, and reviewing complex policy or regulatory documents., • Proven ability to manage multiple projects and meet stringent deadlines in a fast-paced remote environment., • Keen attention to detail and commitment to delivering high-quality work. Preferred Qualifications: • Experience working with Fortune 500 clients or on high-profile regulatory, legal, or policy projects., • Track record of collaborating with multidisciplinary teams to achieve impactful outcomes.

$50 - $120/hourpayGodotGame Developmentmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Godot Game Engine Expert Job Type: Contract Location: Remote Job Summary Join our customer's team as a Godot Game Engine expert, where you will have the opportunity to work on cutting-edge interactive experiences in a dynamic and collaborative environment. You will leverage your deep knowledge of Godot to drive the technical direction of game projects, ensuring robust architecture and seamless gameplay. This position is ideal for professionals passionate about creating high-quality games and excelling in both communication and technical domains. Key Responsibilities • Design, implement, and optimize gameplay systems and features using the Godot Game Engine., • Collaborate closely with designers, artists, and other developers to deliver polished and engaging player experiences., • Architect and maintain clean, scalable, and well-documented codebases., • Troubleshoot and resolve complex technical issues throughout the development lifecycle., • Contribute to the evaluation and selection of technical solutions and tools related to the Godot ecosystem., • Mentor and support team members in best practices, Godot workflows, and robust coding standards., • Participate actively in sprint planning, code reviews, and quality assurance processes. Required Skills and Qualifications • Deep expertise with the Godot Game Engine (GDScript, C#, or VisualScript)., • Proven track record of shipping commercial or high-quality independent titles using Godot., • Strong understanding of 2D/3D game development pipelines, asset integration, and performance optimization., • Ability to communicate complex technical concepts clearly in both written and verbal form., • Experience collaborating in a remote, distributed team environment., • Solid problem-solving abilities and passion for learning new technologies., • Demonstrated ability to produce clean, maintainable, and efficient code. Preferred Qualifications • Experience contributing to open-source Godot projects or plugins., • Background in gameplay, UI/UX, or multiplayer networking systems., • Exposure to agile development methodologies and tools.

LegalContract Review & NegotiationCase AnalysisRisk AssessmentCorporate LawRegulatory ComplianceLitigation SupportLegal ResearchDue DiligenceDispute ResolutionConfidentiality & Ethicsmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Legal Specialist Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Conduct thorough contract review, drafting, and negotiation to optimize business outcomes while managing risk., • Analyze cases and perform in-depth legal research to provide actionable insights and recommendations., • Support litigation and dispute resolution by preparing documentation and assisting internal and external counsel., • Assess regulatory compliance and assist with due diligence for corporate matters, mergers, and acquisitions., • Design system prompts and rubrics for legal applications, engaging in multi-turn conversations with agents to ensure task accuracy and coherence., • Uphold the highest standards of confidentiality and professional ethics in all legal processes and communications., • Collaborate across teams to build and enhance legal tools or applications, leveraging your industry expertise. Required Skills and Qualifications: • Proven expertise in legal principles, corporate law, and regulatory compliance., • Strong contract review and negotiation abilities across a variety of legal domains., • Demonstrated experience in case analysis, risk assessment, and due diligence., • Hands-on experience in litigation support and dispute resolution., • Exceptional written and verbal communication skills, with a keen attention to detail and clarity., • Deep commitment to confidentiality, ethics, and integrity in all legal matters., • Track record of building or contributing to legal applications, tools, or systems. Preferred Qualifications: • Experience designing legal-focused conversational agents, rubrics, or AI-driven workflows., • Background in developing digital legal solutions or productizing legal expertise., • Ability to manage complex multi-turn conversations and system prompt design.

$105 - $140/hourpayContract ReviewQuality AssuranceeDiscoveryCompliancePersonal Identifiable InformationData Privacymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Privacy Annotation Specialist Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Review and annotate sensitive legal documents with a focus on identifying Personal Identifiable Information (PII) and other confidential content., • Utilize your expertise in contract review and eDiscovery to ensure the highest quality and accuracy in data labeling., • Validate and confirm outputs of OCR (Optical Character Recognition) processes to ensure data integrity in legal investigation workflows., • Collaborate with compliance and legal technology teams to meet information governance and privacy standards., • Conduct quality assurance checks and audits on document batches to guarantee compliance with regulatory requirements., • Stay current with evolving best practices in privacy, digital forensics, and litigation support., • Communicate findings and recommendations to cross-functional teams in a clear and actionable manner. Required Skills and Qualifications: • Strong background in contract review, quality assurance, eDiscovery, and compliance processes., • In-depth understanding of Personal Identifiable Information (PII) and data privacy regulations., • Previous experience at organizations such as Consilio, Epiq, Relativity, KLDiscovery, or TransPerfect., • Background as a Paralegal, eDiscovery Specialist, Privacy Analyst, Information Governance Specialist, Compliance Manager, or Legal Document Review Lead., • Experience in legal document review, litigation support, or managed legal services., • Proven track record of working with sensitive data in high-stakes environments., • Detail-oriented, analytical, and able to maintain accuracy under pressure. We are seeking professionals who bring practical experience in legal technology and data privacy. Join the customer's team and contribute your expertise to impactful projects that advance the quality and security of AI-driven legal solutions.

$20 - $65/hourpaymicrosoft wordpdf editing toolsdocument formattingtracked changes managementversion controldata extraction (documents)form creation (word/pdf)digital signatures (pdf)secure document handlingcompliance (legal/regulatory)confidentiality managementcross-functional collaborationwritten and verbal communicationattention to detailremote worktraining and stakeholder supportmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Word and PDF Experts Job Type: Contractor (Part-Time or Full- Time) Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Conduct comprehensive document review, editing, and formatting in Word and PDF, ensuring adherence to industry and client-specific standards., • Manage tracked changes, comments, and version control effectively across large and complex files., • Create, edit, and fill dynamic forms and templates tailored to diverse professional needs., • Execute precise data extraction and consolidation from Word and PDF documents., • Collaborate with cross-functional teams to deliver accurate, timely, and confidential document solutions., • Implement and enforce document workflows for legal, regulatory, and compliance-driven projects., • Train and support stakeholders on advanced Word and PDF functionalities and best practices. Required Skills and Qualifications: • Minimum 3+ years’ experience working intensively with Word and PDF tools in professional settings., • Advanced proficiency in document formatting, tracked changes, reviews, and markup., • Exceptional written and verbal communication skills, with acute attention to detail., • Master’s, PhD, or JD degree in a related field (e.g., law, healthcare, academia, public policy, finance)., • Track record of supporting Fortune 500 clients or similarly complex/regulated environments., • Ability to manage confidential information and sensitive materials discreetly., • Self-motivated, adaptable, and effective working independently in a remote, deadline-driven environment. Preferred Qualifications: • Experience working in specialist roles such as legal professionals, healthcare administrators, academic researchers, government consultants, or finance/real estate operations., • Proficiency in advanced PDF features (form fields, digital signatures, secure document handling)., • Portfolio demonstrating high-impact Word and PDF project delivery.

management consulting methodologiesstrategic analysisbusiness process improvementorganizational transformationcase study developmentbusiness frameworkswritten communicationverbal communicationanalytical skillsproblem-solvingremote team collaborationattention to detailindependent workclient-ready deliverablesmentoringbusiness transformationdigital transformationai-driven business modelsmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Management consultant Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Provide expert insights on management consulting methodologies, strategic analysis, and business transformation practices., • Review, assess, and refine complex business scenarios, documents, and case studies to ensure accuracy and relevance., • Deliver high-quality, detailed written and verbal feedback to help improve AI system outputs and reasoning capabilities., • Collaborate remotely with the customer’s team to support the training and evaluation of AI models with real-world management consulting perspectives., • Leverage your advanced experience to identify gaps, propose improvements, and ensure alignment with industry best practices., • Utilize strong communication skills to clearly articulate recommendations and process flows in both written and spoken formats., • Continually stay updated on management consulting trends to provide current, impactful input into the AI training process. Required Skills and Qualifications: • Minimum of 4+ years’ experience as a management consultant, ideally with a top-tier consulting firm., • Proven expertise in strategic projects, business process improvement, and organizational transformation., • Exceptional written and verbal communication skills with high attention to detail., • Ability to synthesize complex problems and deliver practical, actionable insights., • Strong analytical skills and experience working with cross-functional teams in remote environments., • Experience developing or reviewing case studies, business frameworks, and client-ready deliverables., • Self-motivation and discipline required for high-quality independent work. Preferred Qualifications: • MBA or advanced degree in business, management, or a related field., • Familiarity with digital transformation initiatives or AI-driven business models., • Demonstrated experience mentoring or training consultants or business professionals.

$50 - $120/hourpayJAVALibDXGmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Junior Game Developer (Java / libGDX) Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Develop, maintain, and optimize simple 2D game features using Java and libGDX frameworks., • Collaborate closely with AI specialists to design engaging game interactions and collect high-quality training data., • Implement basic game mechanics including sprite management, game loops, and input handling., • Troubleshoot and debug code to ensure optimal performance and reliability of game modules., • Participate in code reviews and contribute to the improvement of internal coding standards., • Document technical processes and game development workflows clearly for cross-functional teams., • Communicate effectively with team members, providing regular status updates and seeking feedback. Required Skills and Qualifications: • Basic knowledge of Java programming and object-oriented principles., • Hands-on experience with libGDX through coursework, personal projects, or prototypes., • Understanding of fundamental game development concepts such as game loops, sprites, and input management., • Strong written and verbal communication skills, with a focus on clear technical documentation., • Ability to work collaboratively in a fully remote team environment., • Demonstrated interest and initiative in building games or interactive applications., • Willingness to complete an AI interview as part of the selection process. Preferred Qualifications: • Portfolio of small games or demo projects (GitHub links or playable demos encouraged)., • Familiarity with vectors, collision detection, or basic 2D physics., • Experience using Git for version control and collaborative development.

$40 - $85/hourpayPython3JAVARustAlgorithmsBasics C++Typescriptbug fixingfeature implementationcodebase refactoringperformance optimizationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Senior Software Engineer Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As an expert you will be creating Reinforcement Learning Environments which test an AI model's ability to solve complex software engineering workflows. These workflows are similar in scope to common DevOps | CI/CD | Debugging workflows using common cli tools such as git, docker, gdb, asan, ffmpeg and many more. Your task will be to create reproducible rl environments that test a model's ability to solve these workflows along with a golden reference solution. Required Skills and Qualifications: • Proficiency in Python3, Java, Rust, or TypeScript, with additional experience in C++ or Go considered a strong asset., • Deep understanding of algorithms, data structures, and performance tuning., • Demonstrated experience in debugging complex software issues and delivering maintainable solutions., • Strong background in feature development and codebase refactoring., • Proven ability to optimize software for performance and scalability., • Exceptional written and verbal communication skills, with a keen attention to detail., • Track record of success in collaborative, cross-functional teams, ideally in remote settings. Preferred Qualifications: • Previous experience working on large-scale, distributed codebases., • Familiarity with modern AI or machine learning systems is a plus, though not required., • Background in participating in rigorous code reviews and contributing to the development of software best practices. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. We are seeking strong Software Engineers to join our customer's team with expertise in Python3, Java, Rust, Go, C++, or TypeScript. This is a unique opportunity to directly impact the next generation of AI by leveraging your advanced engineering skills in a dynamic, remote setting.

$80 - $90/hourpayadvanced mathematicsmathematical problem-solvingacademic writingcontent review and editingremote team collaborationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Math Expert (PhD) Role Type: Contractor Location: Remote micro1 is engaging Math Experts (PhD) to contribute to an advanced AI training project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop and provide comprehensive, accurate, and insightful responses to complex mathematics prompts spanning undergraduate and graduate curricula., • Review, refine, and deliver "golden responses"—high-quality model answers that exemplify subject mastery for use in AI training., • Collaborate with a distributed team of experts to ensure clarity, precision, and educational value in all mathematics content produced., • Analyze and interpret intricate mathematical problems, proofs, and concepts, distilling them into structured and accessible explanations., • Contribute feedback to improve project guidelines, response standards, and content workflows as the engagement evolves., • Adhere to project requirements regarding format, quality, and timeliness of deliverables. Preferred Qualifications • PhD in Mathematics or closely related discipline from an accredited institution., • Proven track record of academic excellence and subject-matter expertise, especially at the graduate level., • Exceptional written and verbal communication skills; ability to articulate complex concepts clearly and succinctly., • Experience authoring or reviewing mathematics materials, such as textbooks, exams, problem sets, or journal articles., • Familiarity with various branches of pure and applied mathematics., • Demonstrated attention to detail and commitment to producing precise, high-quality work., • Adaptability and openness to collaborative, iterative feedback in a remote expert network environment.

$20 - $70/hourpayKritaIllustrationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Krita Expert Job Type: Contract Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities • Develop full-fledged digital illustrations in Krita, from initial sketch to final polish, while adhering to best practices and structured layer management., • Perform hour-long, live illustration workflows in a virtual machine, capturing each step of your process for AI training purposes., • Demonstrate and articulate your creative decision-making, effectively communicating both written and verbally with the team., • Collaborate closely with project coordinators to ensure workflows meet high standards and align with AI research objectives., • Utilize advanced Krita features and tools, sharing insight into professional techniques and methodologies., • Provide clear documentation and feedback on your workflows to support continuous improvement of AI systems., • Uphold a high level of organization, structure, and quality across all artwork produced. Required Skills and Qualifications • Demonstrated expertise in Krita with a professional or extensive freelance portfolio showcasing complete illustration projects., • Mastery in digital illustration and structured layer-based workflows from rough sketch to refined artwork., • Strong written and verbal communication skills, with a focus on articulating creative processes and feedback., • Hands-on experience in using Krita’s advanced features, brushes, and layer management tools., • Ability to consistently work independently within virtual environments and meet project goals., • Meticulous attention to detail and a commitment to producing polished, high-quality art assets., • Proven ability to document and communicate workflow steps clearly for technical and non-technical audiences. Preferred Qualifications • Previous experience training or collaborating with AI or machine learning teams on creative projects., • Background in art education or content creation around digital illustration tools., • Familiarity with recording and explaining digital illustration workflows for educational or research purposes.

$20 - $75/hourpayJavaScriptTypescriptJAVAC#C++GoLangRubymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Software Engineering Job Type: Contractor (10-15 hours per week) Location: Remote Job Summary: We are looking for experienced software engineers to help train and evaluate next-generation AI systems through real-world software engineering tasks. This role is best suited for developers who can reason through unfamiliar codebases, explain engineering decisions clearly, and solve practical backend, full-stack, systems, or infrastructure-related problems. On this project, you will be creating Reinforcement Learning Environments which test an AI model's ability to find and patch security vulnerabilities in code. Your task will be to create a reproducible RL env in which a known CVE is present/injected in the repository and must be fixed by the model. Required Skills and Qualifications: • 3+ years of hands-on software engineering experience., • Strong experience in at least one backend or full-stack engineering environment, such as Python, JavaScript/TypeScript, , Java, C++, Go or Rust, • A Cybersecurity/SecOps background or exposure is highly preferred, • Strong understanding of software engineering fundamentals, including debugging, testing, code quality, architecture, and technical tradeoffs., • Ability to explain complex engineering decisions clearly and objectively., • Comfortable reading and reasoning through unfamiliar code or technical requirements Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week.

$80 - $105/hourpayM&AAPAsSPAsContract NegotiationsRedliningmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: M&A Attorney Role Type: Contractor Location: Remote We are seeking seasoned M&A attorneys for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises., • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision., • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency., • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school., • Active bar admission in at least one U.S. jurisdiction., • Minimum of 2 years in the M&A department of a corporate law firm., • Familiarity with standard M&A agreements, including APAs and SPAs., • Exceptional written and verbal communication skills with meticulous attention to detail., • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems., • Demonstrated commitment to innovation at the intersection of law and technology., • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives., • Experience working with private equity firms. Why Join: • This is an opportunity to work at the intersection of law and technology., • You will help define how AI is developed for a new generation of legal practitioners., • You will apply your experience in a high-impact research environment.

Core team$130K - $180K/yr compensationAccounts ReceivableRevenue recognitionASC 606Accounting Softwaremicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job title: Revenue & Accounts Receivable Manager Job Type: Full-time Location: Remote Job Summary: Join our team as a Revenue & Accounts Receivable Manager and play a pivotal role in ensuring the financial health and operational integrity of micro1’s revenue cycle. This is an exceptional opportunity to own end-to-end A/R operations, drive revenue recognition accuracy, and build scalable financial processes within a fast-moving, mission-driven company. We value team members who bring sharp analytical instincts, a bias toward action, and a commitment to excellence in every detail. Key Responsibilities: • Own the full accounts receivable lifecycle, including invoicing, collections, cash application, and reconciliation, ensuring accuracy and timeliness across all customer accounts, • Manage and continuously improve revenue recognition processes in accordance with ASC 606 and GAAP standards, • Monitor aging reports and lead proactive collections outreach, escalating as necessary to resolve delinquencies and minimize DSO, • Partner cross-functionally with Sales, Legal, and Customer Success to resolve billing disputes, credit holds, and contract discrepancies in a timely manner, • Prepare and deliver weekly and monthly A/R reporting, including aging summaries, cash flow forecasts, and KPI dashboards for finance leadership, • Maintain and optimize financial systems for transaction accuracy, workflow efficiency, and audit readiness, • Support monthly and quarterly close processes, including A/R subledger reconciliation to the general ledger, • Develop, document, and enforce internal controls and A/R policies to mitigate risk and ensure compliance, • Assist with audit preparation and respond to external auditor inquiries related to revenue and receivables, • Identify opportunities to automate and scale A/R workflows as the company grows Required Skills and Qualifications: • Bachelor’s degree in Accounting or Finance; CPA or CA preferred, • 4–6 years of experience in accounts receivable, revenue operations, or a related finance role, ideally within a high-growth technology or SaaS company, • Hands-on experience with ERP/accounting system, • Deep understanding of accounts receivable processes, revenue recognition principles (ASC 606), and GAAP, • Strong command of Google Sheets and Excel, • Demonstrated ability to manage collections and resolve billing disputes with professionalism and urgency, • Exceptional written and verbal communication skills, with attention to detail, • Proven ability to thrive in a fast-paced, remote environment and work independently with minimal oversight Preferred Qualifications: • CPA, or progress toward a professional certification., • Prior experience implementing or improving A/R automation tooling. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $110,000 –$150,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

$50 - $90/hourpayChemistryChemical WeaponsToxicologyHazardous Substancesmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Chemical Safety & Toxicology Expert Role Type: Contractor Location: Remote micro1 is engaging Chemical Safety & Toxicology Experts to contribute to a customer’s project focused on enhancing chemical safety evaluation frameworks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is tailored for professionals with proven backgrounds in chemical weapons nonproliferation, hazardous materials, toxicology, and industrial chemistry—especially those experienced with controlled-substance risks, regulatory protocols, or chemical-risk assessment. Strong communication skills, both written and verbal, are highly valued as you will provide nuanced insights and feedback throughout the engagement. Scope of Work • Analyze and evaluate data related to chemical safety, toxicological risk, precursor chemicals, and hazardous-substance scenarios., • Review, annotate, and provide critical feedback on documents, datasets, and model outputs related to chemical weapons, toxicology, and hazardous materials., • Contribute expert perspectives on nonproliferation standards, regulatory protocols, and safety operations for chemical handling and risk mitigation., • Develop and refine guidelines for the assessment of chemical and toxicological hazards in realistic and hypothetical situations., • Interpret and explain the implications of chemical interactions, exposure risks, and toxicity profiles for AI training purposes., • Collaborate remotely with project coordinators, providing written and verbal clarifications or additional context as needed., • Identify gaps or inaccuracies in content or model assessments pertaining to chemical safety and toxicology topics. Preferred Qualifications • Advanced degree (PhD, MD, JD, PsyD, or relevant master’s) in chemistry, toxicology, industrial hygiene, or closely related disciplines., • Minimum 5 years of specialized experience in areas such as chemical weapons nonproliferation, hazardous materials handling, toxicological risk assessment, or chemical safety protocols., • Experience as an independent consultant, policy advisor, response specialist, or safety officer in industry, government, or research settings., • Expertise in controlled substances, precursor risk evaluation, or nonproliferation regulatory frameworks., • Demonstrated ability to communicate complex technical information effectively in both written and verbal formats., • Familiarity with standards for chemical safety, hazardous material management, or toxicology operations in high-stakes environments., • Interest in supporting AI advancement through the application of domain expertise to new and emerging technology platforms.

mechanical engineeringtechnical document analysisproblem-solvingwritten and verbal communicationdata analysisattention to detailself-managementinterdisciplinary collaborationtechnical content creationdata quality assurancemicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Mechanical Engineer Job Type: Contractor Location: Remote Rate: 20$-50$ per task Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Analyze technical documents and extract key information relevant to your domain expertise, • Generate, review, and refine questions and solutions based on real-world mechanical engineering scenarios, • Collaborate with multidisciplinary teams to ensure accuracy and depth of data and analysis, • Provide detailed written and verbal feedback on document clarity, technical accuracy, and effectiveness, • Apply advanced subject matter knowledge to evaluate and solve complex engineering problems, • Work independently, managing your time to deliver high-quality outputs with minimal supervision, • Contribute to the continuous improvement of data quality and project processes Required Skills and Qualifications: • 2-6 years of professional or academic experience in mechanical engineering or a closely related field (lab, workplace, or academia), • Strong reading comprehension skills, with proven ability to analyze and interpret technical documents, • Exceptional English communication skills, both written and verbal, • Demonstrated experience in creating or evaluating technical content, such as reports, studies, or problem sets, • Ability to work independently and efficiently, with excellent self-management, • High attention to detail and commitment to data accuracy, • Experience interfacing with technical documentation and performing analytical tasks Preferred Qualifications: • Advanced degree (Master’s or PhD) in Mechanical Engineering, Chemistry, Physics, or Biology, • Previous experience contributing to interdisciplinary or research-driven projects, • Familiarity with data-driven analysis or training data preparation

$80 - $150/hourpayPhysics MasteryWritten Technical CommunicationCritical Evaluation & Error DetectionCalibrated Technical JudgmentVerification & Cross-Checking Fluencymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Physics Expert (Postdoc / Junior professor) Role Type: Contractor Location: Remote (US, Canada, UK focused) micro1 is engaging Physics Experts (Postdoc / Junior professor) to participate in a high-impact project supporting a customer in the science and technology sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Critically evaluate and review physics solutions, mathematical derivations, and theoretical arguments generated by researchers or AI platforms., • Detect errors, unjustified steps, missing assumptions, dimensional inconsistencies, and weaknesses in logic or methodology., • Delineate between substantive scientific issues and stylistic or cosmetic matters, providing technically precise written feedback., • Articulate and document the reasoning behind any identified flaws, ensuring actionable guidance for improvement., • Recognize when correct reasoning can be optimized, and offer suggestions to sharpen or clarify the argument., • Utilize LaTeX, SymPy, Python, and Jupyter to independently verify or counter-check scientific claims as appropriate., • Deliver structured feedback designed to support iterative enhancement of submitted work and project outcomes. Preferred Qualifications • PhD in physics and an active record of independent research within a specialized subfield (e.g., High Energy/Mathematical Physics, Biophysics/Statistical Physics, Condensed Matter, AMO/Quantum Optics, Gravitation/Cosmology, Quantum Information, or Optical Materials)., • Experience as a postdoctoral researcher, research fellow, junior/assistant professor, or senior research scientist., • Recent (last ~5 years) representative publications in the relevant subfield, with arXiv or DOI links., • Advanced proficiency with LaTeX, SymPy, Python, and Jupyter for theoretical modeling and computational validation., • Demonstrated skill in reviewing the work of others—through peer review, supervision, dissertation committees, or group seminars., • Exceptional written communication skills with the ability to convey nuanced, constructive feedback with technical rigor., • Reliable access to high-speed internet and a computer suitable for rigorous technical work.

$50 - $120/hourpayGitHubPythonC++Panda3Dmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Junior Python Game Developer (Panda3D) Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Leverage your proficiency in Python and C++ to provide insights and feedback on interactive game development tasks., • Utilize the Panda3D engine to review, critique, and suggest improvements on code samples and game logic., • Contribute domain-specific examples to help enhance AI understanding of modern game development workflows., • Analyze and address practical challenges in game rendering, asset management, and gameplay mechanics., • Document and explain decision-making processes in a clear, concise manner for AI training purposes., • Collaborate with a distributed team to deliver high-quality, real-world input that shapes future AI technologies., • Participate in iterative feedback cycles to continuously improve AI learning outcomes. Required Skills and Qualifications: • Solid hands-on experience with Python programming, especially in game development contexts., • Strong understanding of the Panda3D engine and its practical application in creating interactive 3D environments., • Familiarity with C++ and its integration within game engines., • Proficient in using GitHub for version control, code reviews, and collaboration., • Ability to communicate complex technical concepts clearly and effectively., • Meticulous attention to detail and problem-solving mindset., • Self-motivated and comfortable working independently in a remote setting. Preferred Qualifications: • Previous experience contributing to open-source projects or AI-related initiatives., • Knowledge of modern software development practices and pipelines in game development. Additional Info: This is a unique opportunity for a junior developer to gain experience while supporting the training of advanced AI systems. You'll collaborate with the customer's team and contribute directly to shaping how AI understands and interacts with real-world gaming environments.