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Role OverviewMercor is partnering with a leading AI startup to engage a Japanese-language expert for a project focused on improving AI-generated content through image and video generation. As a Linguistic Expert, you will help refine the model’s understanding and production of visual output based on Japanese language prompts, ensuring outputs are accurate, natural, and culturally aligned. This opportunity is ideal for someone excited to experiment with frontier AI systems such as Gemini’s image and video tools, exploring how they interpret complex linguistic and cultural inputs. You’ll contribute to identifying and documenting failure modes and edge cases that help improve future model performance. Key Responsibilities - Review, evaluate, and refine AI-generated images and videos based on Japanese prompts for fluency, accuracy, and contextual relevance. - Provide linguistic and cultural feedback to enhance model understanding. - Detect and correct subtle linguistic issues and cultural inconsistencies in outputs. - Experiment with Gemini and other multimodal AI tools to evaluate prompt-response behavior. - Document observed failure modes, inaccuracies, and areas for model improvement. - Collaborate with AI researchers and engineers to improve system behavior on Japanese-language tasks. Ideal Qualifications - Full professional fluency in Japanese and English. - Strong knowledge of Japanese culture, social norms, idiomatic language, and regional nuances - Experience working with or analyzing Japanese media, literature, or creative content. - High attention to detail and linguistic accuracy. - Interest in generative AI tools and curiosity about how models visualize language prompts. - Excellent written communication and feedback documentation skills. More About the Opportunity - Start Date: Immediate - Duration: 5 weeks (with potential extension) - Commitment: Part-time, at least 10 hours/week - Schedule: Fully remote and asynchronous — work on your own time Compensation & Contract Terms - Hourly Rate: $32–$37/hr (USD), depending on experience and background - Status: Independent Contractor - Payment: Weekly via Stripe Connect Application Process - Submit your resume or profile outlining relevant linguistic and cultural expertise. - Shortlisted candidates may be asked to complete a brief evaluation or language sample. - Expect to hear from Mercor within a few days regarding next steps. About Mercor Mercor is a San Francisco–based talent marketplace that connects top experts with leading AI labs and research organizations. Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. We help leading AI labs accelerate progress by bringing in top-tier human expertise. We consider all qualified applicants without regard to legally protected characteristics.

Mercor is seeking detail-oriented writing experts to contribute to a high-impact audio AI research project with a leading lab. Freelancers will author prompt–golden answer pairs that train and evaluate advanced language models. This is a short-term, flexible opportunity for professionals with strong academic backgrounds and a knack for instructional clarity. Ideal for those who enjoy distilling complex concepts into well-crafted text. * * * ### Job Details: - Design and Optimize Prompts: Create detailed audio prompts with multiple constraints and instructions. - Define and Document Evaluation Standards: Establish high-level expectations for correct responses in general audio consumer contexts, and develop comprehensive rubric. - Conduct Model Testing and Grading: Run prompts through models and assess preliminary outputs against expectations. - Support Benchmarking and Quality Assurance: Collaborate in QA review processes to ensure prompt tasks and rubrics meet rigor, maintaining consistency and reliability before integration into official benchmarks. ### Minimum Qualifications: - BS or BA from a reputable institution completed or in progress - Strong writing and critical thinking skills. - Ability to work independently and meet deadlines. - Significant familiarity with ChatGPT or similar tools for personal decision-making or hobbies / general interests. ### Preferred Qualifications: - 2+ years of experience in teaching or research. ### Application & Onboarding Process: - Complete an AI-led interview, this should take around 15 minutes. - Complete a 45-minute written assessment that will guide you through writing rubrics. - If selected, you will be invited to work on the project. ### More Details About This Role: - This is a remote and asynchronous role — work on your own schedule. - Expect to contribute at least 20 hours per week. - Expect a commitment of around 1 month. - You’ll be working in a structured project environment with clear goals and tools. * * * ### About : - Our team is based in San Francisco, CA - We [ in recruiting experts for top AI labs - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey

Role Overview Mercor is driving a leading AI research initiative focused on benchmarking and enhancing model performance across a range of machine learning tasks. We are seeking Machine Learning Researchers and PhDs. This is a remote, short-term engagement with flexible hours and opportunities to contribute to frontier AI evaluation and research. ## Key Responsibilities - Compile external ML competitions into challenging tasks that reflect real-world responsibilities. - Validate implementations against original plans and mark discrepancies. ## Ideal Qualifications - 5+ years of experience in applied machine learning or a PhD in machine learning or related fields. - Strong understanding of ML research methodologies, experimental design, and evaluation practices. - Excellent analytical and technical writing skills. - Experience with reproducibility or benchmarking in ML research preferred. - Detail-oriented and able to deliver high-quality, structured feedback independently. ## Engagement Details - Type: Independent contractor - Mode: Fully remote and asynchronous — work from anywhere, on your own schedule. - Commitment: 20-40 hrs/week (Can go upto 80hrs/week depending on your performance) ## Compensation & Contract Terms - Hourly Pay Rate: Up to $120/hour - Payment: Weekly via Stripe Connect - Contract Type: Independent contractor engagement - Structure: Remote, milestone-based evaluation with flexible scheduling - Application Process - Submit your resume or CV highlighting relevant ML research or engineering experience. - Complete a short AI-based interview and a brief questionnaire about your experience. - Selected candidates will receive detailed onboarding materials and access to the project environment. ## About Mercor Mercor is a global talent marketplace connecting exceptional professionals with leading AI labs and research organizations. Our mission is to empower experts to contribute directly to the most influential and technically advanced AI projects worldwide. Mercor is backed by investors including Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. Thousands of professionals across disciplines — from research and engineering to law and design — have joined Mercor to build the next generation of artificial intelligence systems.

Mercor is seeking PhD holders, doctoral candidates, and outstanding Master’s graduates in physics and related disciplines to join a high-impact AI research initiative in partnership with a leading artificial intelligence lab. * * * ### Key Domains Here is a list of domains. If you belong to or have expertise in one or more of them, feel free to apply — we’re excited to have you on the team! Fundamental Physics: Theoretical Mechanics, Theoretical Optics, Statistical Mechanics, Thermodynamics, Fluid Physics, Optics and Acoustics Modern & Applied Physics: Electromagnetism and Photonics, Atomic and Molecular Physics, Solid State Physics, Semiconductor Physics, Biophysics Space and Cosmological Sciences: Astrophysics and Cosmology Engineering Disciplines: Electrical Engineering, Control Theory and Control Engineering, Mechanical Engineering * * * ### Key Responsibilities - Evaluate scientific correctness, conceptual rigor, and depth of LLM-generated responses across physics and engineering topics. - Review outputs involving mathematical modeling, experimental methods, and theoretical frameworks in physics. - Identify factual errors, reasoning flaws, and conceptual misunderstandings in model outputs. - Benchmark model performance on advanced physics and applied engineering problems. - Work independently and asynchronously using proprietary evaluation tools. * * * ### Requirements - PhD (candidate/recipient) or Masters in Physics, Applied Physics, Electrical or Mechanical Engineering, or a closely related field. - Strong command of graduate-level physics and mathematical reasoning. - Excellent written communication and analytical abilities. - Ability to work independently in a remote, asynchronous setting. - Strong proficiency in Python, particularly for scientific analysis and model evaluation, is required. * * * ### Role Details - Part-time (20 hours/week) - Remote and asynchronous work environment - Flexible schedule to accommodate global contributors * * * ### Compensation - Contractor position via Mercor - $20–$30/hour, depending on expertise and domain depth - Weekly payments through Stripe Connect * * * ### About Mercor Mercor is a San Francisco-based company connecting top professionals with leading AI initiatives. Investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey.

Role Overview Mercor is partnering with a leading frontier AI research lab on an exciting math project. We are seeking individuals with demonstrated expertise in Olympiad-style mathematics and problem setting. We’re inviting math competition problem writers, selection committee members, medalists & participants to help push the boundaries of AI reasoning by training large language models to tackle Olympiad-level problems better than the world’s top competitors. This role is a short-term, high-impact research engagement, with the possibility of extension based on performance. * * * ## Key Responsibilities - Write original & advanced IMO-style mathematics problems to challenge frontier AI models - Evaluate AI-generated solutions for correctness, clarity, and style - Identify logical flaws, incomplete reasoning, or insufficiently-rigorous proofs - Provide clear, concise, and correct solutions & chain of thought reasoning - Maintain extremely high standards of mathematical precision and problem difficulty ## Required Qualifications Note: Applicants must be highly proficient in writing and formatting documents using LaTeX You are a good fit for the project if you have any of the following experiences: - Problem writer - Coach - Selection committee member - Medalist (gold, silver, bronze) - Participant And have participated in any of the following mathematics competitions (Note: Preference will be given for IMO & RMM participation, but we welcome applications from all competitions below): - IMO - IMO TST - RMM - USAMO - APMO - IMC - EGMO You should have: - Expertise across algebra, combinatorics, and number theory - Ability to clearly articulate complex reasoning in written form - Rigorous attention to detail in verifying solutions - Independent, reliable, and disciplined work style ## More About the Opportunity - Expected commitment: 20 hours/week minimum; up to 40 hours/week available - Approximate project length: ~2 months, with extension potential - Rolling start dates; setup typically within 1–2 days of approval # Compensation - This engagement uses a pay-per-task model, with payments tied to each fully completed and accepted problem or review. - Compensation per task varies based on factors such as problem difficulty, solution quality, and overall efficiency, and contributors are free to choose how many tasks they complete. - Based on current project rates, the estimated effective range for this engagement is approximately $54–$93 per hour of focused work, depending on the volume and quality of tasks completed. This range is an estimate, not a guarantee or cap on total payments for services rendered. - There is no cap on total weekly payments for services rendered; contributors may complete as many available tasks as they choose to accept during the engagement. ## Contract Terms - Open to contributors worldwide (English proficiency required) - Independent contractor arrangement through Mercor - Weekly payments via Stripe Connect ## Application Process - Complete a brief interview (20–30 minutes) - Submit a short form detailing your experience writing problems and competing in math competitions ## About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations - Backed by Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey - Thousands of professionals across mathematics, law, engineering, and research collaborate with Mercor on frontier AI projects shaping the future

The client’s current peak-sales forecasting framework produces strong numerical outputs and narratives, but requires real-world forecast accountability — the kind held by people who’ve owned forecasts that drove BD, portfolio, or investment decisions. We are looking for a senior commercial / forecasting expert to: - Write “golden” peak-sales forecasts for representative drug programs and standard prompts. - Define structural checks, scenario logic, and sanity bands for automated forecast evaluations. - Make explicit the heuristics and base-rate assumptions used by experienced forecasters to tell a realistic model from a speculative one. ### Profile: Industry Commercial Forecaster: - Director/Sr. Director/VP-level experience in global forecasting, brand planning, or commercial insights. - Built and defended patient-based peak-sales models used in portfolio, BD, or investment contexts. - Familiar with forecasting for multiple drugs or indications, particularly during pre-launch and early commercialization stages. - Can articulate the reasoning behind base-case assumptions (penetration, price, ramp, LOE) and how they evolve post-launch. - Has written or reviewed governance-ready peak-sales models (e.g., for launch committees or investor boards). Market/VC/Buy-side Analyst: - Senior biotech equity analyst, VC incubation / BD lead, or company creation expert (e.g., from Third Rock, ARCH, Versant, RTW, Venrock, or similar). - Built patient-level and revenue models used for investment diligence or asset valuation. - Can critique or improve bottoms-up forecasts from an investor’s perspective, identifying optimistic biases and false comparables. ### Experience level - ~10–15 years in biotech/pharma forecasting, investment, or commercial strategy roles. - Experience spanning pre-launch forecasts → post-launch actuals for multiple assets. - CV/LinkedIn bullets like “led global forecast for drug,” “responsible for long-range revenue planning and peak-sales scenarios,” or “built patient-based forecasts for portfolio decisions.” - Strong comfort with market modeling logic (TPP inputs → eligible pool → penetration → price/net → ramp + LOE). - Evidence of post-hoc learning — can articulate where real-world results diverged from base-case assumptions. ### Expectations: Inputs we give: - Forecast prompts (representative TPPs, analogs, and SoC/pricing/launch assumptions). - Access to anonymized or simulated data sets for building base cases. Expected outputs (per prompt): - Golden Forecast Output: A benchmark-quality peak-sales forecast (peak value, revenue curve by key years) plus a concise narrative (3–5 key drivers, 2–3 downside risks). The output should show how the expert calibrates realistic vs. inflated scenarios. - Forecast Rubric: A structured evaluation framework with critical checks (market structure realism, patient flow logic, analog consistency, regional splits, LOE handling). Should define clear scoring thresholds — e.g., . - Know-how Layer: Commentary explaining how experienced forecasters anchor their assumptions: - How they select base rates and analogs. - How they temper over-optimism (payer pushback, access limits, share ceilings). - How they identify when a model’s structure or magnitude is implausible. ### Engagement Model & Compensation - Contract / Part-time (Remote) — work flexibly with data science and evaluation teams.

Role Overview Mercor is collaborating with a leading AI-driven lab to strengthen the accuracy and reliability of large language models. Independent contractors in this engagement will design research-style prompts, validate model outputs, and carefully cross-check information across multiple sources. This opportunity is well-suited for detail-oriented individuals with strong research and fact-checking skills. The engagement is short-term, with flexibility for potential extensions. ### Key Responsibilities - Create research-style prompts requiring browsing across multiple domains - Review and validate responses for accuracy, completeness, and clarity - Identify ambiguities, subjective phrasing, or formatting inconsistencies - Provide structured feedback to improve data quality and consistency ### Ideal Qualifications - Strong attention to detail with the ability to spot inconsistencies - Skilled in verifying information across multiple domains and sources - Clear and objective written communication skills - Analytical, meticulous, and reliable in following structured guidelines ### Possible Backgrounds This engagement may be a strong fit if you have experience as a: _(This list is not exhaustive; applicants with similar skills are encouraged to apply.)_ - Research assistant, graduate student, or academic editor - Teacher, tutor, or test prep instructor - Paralegal or legal researcher - Librarian, archivist, or information specialist - Nonprofit researcher, grant writer, or program officer - Freelance editor, proofreader, or content writer - Regulatory filing, insurance claims, or compliance clerk ### More About the Opportunity - Flexible and remote — work on your own schedule - Up to 40 hours/week available; minimum 20 hours/week commitment - Rolling start dates; setup typically within 1–2 days after approval - Approximate 10-week engagement, with potential for extensions ### Compensation & Contract Terms - Applicants must be based in U.S., UK, or Canada ONLY - Independent contractor arrangement through Mercor - Paid weekly via Stripe Connect ### Application Process - Submit a short form and complete a brief interview (20–30 minutes) - Complete a short screening test upon invitation - Applicants must be based in the U.S., UK, or Canada ### About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey - Thousands of professionals across law, engineering, research, and creative fields collaborate with Mercor on frontier AI projects shaping the future

1\. Role Overview Mercor is seeking experienced digital marketing analytics professionals to support a performance optimization project with a top-tier analytics consultancy. This engagement focuses on analyzing multi-channel advertising performance, auditing data quality, and developing visual reports to drive marketing strategy. Freelancers will apply their expertise in tools like Google Analytics, Facebook Ads Manager, and Excel modeling to deliver high-impact insights and recommendations. This is a high-priority, short-term contract with flexible hours and fully remote execution. * * * 2\. Key Responsibilities - Extract campaign data from advertising platforms (Google Ads, Facebook, LinkedIn, TikTok, etc.) - Calculate KPIs including CTR, CPC, CPA, ROAS, and conversion rates across channels - Compare performance across time periods and against budget targets - Create data visualizations and insights summaries in Google Sheets, PowerPoint, or Data Studio - Audit tracking setups and conversion reporting accuracy using GA4 and Tag Assistant - Build and manage UTM tracking templates for campaigns - Reconcile advertising costs against invoiced amounts, including currency conversions - Segment customer data from CRMs and create targeting recommendations - Develop budget optimization models and retention/cohort analyses using historical data - Design dashboards with automated data refresh and cross-channel KPI visualizations * * * 3\. Ideal Qualifications - 5+ years of experience in performance marketing analytics, media reporting, or marketing operations - Proficiency in Google Analytics 4, Facebook Ads Manager, LinkedIn Campaign Manager, and Google Sheets - Strong grasp of digital KPIs (CPA, ROAS, CTR, etc.) and budget/spend tracking - Experience with Excel-based modeling, cohort analysis, funnel breakdowns, and segmentation strategies - Familiarity with UTM tracking, tag auditing tools, and attribution model comparisons - Excellent attention to detail in calculations, formatting, and visualizations - Ability to work independently and deliver on weekly or monthly reporting deadlines * * * 4\. More About the Opportunity - Remote and asynchronous — work on your own schedule - Expected commitment: minimum 30 hours/week - Project duration: ~6 weeks * * * 5\. Compensation & Contract Terms - $100–150/hour for U.S.-based freelancers (localized rates may vary) - Paid weekly via Stripe Connect - You’ll be classified as an independent contractor * * * 6\. Application Process - Submit your resume followed by domain expertise interview and short form * * * 7\. About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations. - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. - Thousands of professionals across domains like law, creatives, engineering, and research have joined Mercor to work on frontier projects shaping the next era of AI.

Mercor is seeking skilled evaluators to support an essential evaluation workflow in partnership with a leading AI research lab. This project focuses on improving model performance in the Consumer Electronics & Smart Home domain by evaluating agent-generated research reports related to the latest trends in consumer technology, smart home innovations, and product developments. ### Who We're Hiring We are looking for evaluators with experience or a background in Consumer Electronics, Smart Home technologies, or related fields. This workflow is ideal for individuals who: - Have experience in the consumer electronics or smart home industries. - Are familiar with emerging technologies and trends in consumer electronics, smart home products, and IoT (Internet of Things). - Can critically evaluate product information and market trends. - Are comfortable working independently and asynchronously. ### Key Responsibilities - Evaluate the quality and relevance of agent-generated research reports in the Consumer Electronics & Smart Home domain. - Provide structured feedback using a provided rubric and offer written justifications for your evaluations. - Work independently and asynchronously, ensuring that evaluations are completed within the set timeline. - Ensure that all reports are accurate, relevant, and clear. ### You’re a Strong Fit If You Have: - Experience or knowledge in Consumer Electronics, Smart Home technology, or IoT. - Strong analytical skills to assess product details, technological trends, and market relevance. - Excellent written communication skills to provide clear and actionable feedback. - Comfort working independently and asynchronously. ### Role Details - Part-time (15–30 hours/week) with flexible scheduling. - 100% remote and asynchronous — work from anywhere. - Contractor position via Mercor, paid hourly. - Competitive rates: $75–$90/hour depending on expertise. - Weekly payments processed securely through Stripe Connect. ### About Mercor Mercor is a San Francisco-based company that connects elite professionals with frontier AI research. Our backers include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey.

Mercor is recruiting U.S./UK/Canada/Europe/Australia-based Investment Banking Experts for a research project with a leading foundational model AI lab. You are a good fit if you: - Have at least 2 years of experience working at top firms in investment banking and experience in at least one of the following - Financial Modeling - Pitch Decks - Investment/Analysis Summaries and Memos - Company/Industry Analysis Here are more details about the role: - The work is fully asynchronous and can be done around your schedule - You must be able to commit at least 10 hours per week for this role - This is a minimum four week engagement beginning in October, with potential for significant extension or rotation to similar, future projects - Successful contributions increase the odds that you are selected on future projects with Mercor With respect to pay and legal status: - This role will pay $130/hour with potential for increases for top performers - We will pay you out at the end of each week via Stripe Connect based on the number of hours you log - You will be classified as an “at-will” contractor to Mercor

1\. Role Overview Mercor is seeking computational biology experts to contribute to a unique project with a top-tier AI research organization. This short-term initiative challenges AI models with hidden-answer “mystery problems” grounded in real biological data. Experts will design, validate, and anonymize complex datasets to evaluate model reasoning capabilities, not lookup accuracy. This is a compelling opportunity for data-driven life scientists to shape next-generation AI evaluation benchmarks. 2\. Key Responsibilities • Design biologically grounded problems with a single correct answer and ≥20 plausible distractors • Identify, download, and preprocess datasets from public repositories (e.g., GEO, SRA, NCBI) • Subsample and anonymize datasets to prevent metadata-based inference • Independently validate solutions through custom analysis pipelines and visualizations • Operate within technical constraints (e.g., file size, task time limits) 3\. Ideal Qualifications • Hands-on experience analyzing sequencing or omics datasets (e.g., RNA-seq, WGS, mass spec) • Proficient with bioinformatics tools and formats (e.g., BLAST, samtools, DESeq2, FASTA/FASTQ/BAM) • Comfortable coding in Python, R, or bash, and working in Jupyter notebooks • Understanding of biological experiment design and lab-to-data nuances (e.g., batch effects) • Advanced degree (MS, PhD) or research background in computational biology, genomics, or bioinformatics 4\. More About the Opportunity • Remote and asynchronous — set your own schedule • Expected commitment: 15–20 hours/week • Project duration: ~1 month • Potential for additional projects based on performance and interest 5\. Compensation & Contract Terms • $65–85/hour depending on experience and geography • Paid weekly via Stripe Connect • Structured as a freelance contract — independent contractor status 6\. Application Process • Submit your resume to get started • Qualified applicants will complete a short form assessing technical experience • Follow-up steps may include a sample task or review call • Responses typically within 3–5 business days 7\. About Mercor • Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations. • Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. • Thousands of professionals across domains like law, creatives, engineering, and research have joined Mercor to work on frontier projects shaping the next era of AI.

Mercor is seeking experienced evaluators to support an important evaluation workflow in partnership with a leading AI research lab. This project focuses on improving model performance in the Media & Ads domain by evaluating agent-generated research reports related to current media trends, advertising strategies, and market insights. ### Who We're Hiring We are looking for evaluators with experience or a background in Media, Advertising, Marketing, or Communications. This workflow is ideal for individuals who: - Have experience in the media and advertising industries, including digital marketing and content creation. - Are familiar with trends in digital advertising, social media, and consumer engagement strategies. - Can assess the quality of research and provide constructive feedback. - Are comfortable working independently and asynchronously. ### Key Responsibilities - Evaluate the quality and relevance of agent-generated research reports in the Media & Ads domain. - Provide structured feedback using a provided rubric and offer written justifications for your evaluations. - Work independently and asynchronously to meet deadlines and ensure high-quality assessments. - Ensure that all reports meet industry standards for accuracy, relevance, and clarity. ### You’re a Strong Fit If You Have: - Experience or knowledge in the Media & Ads industry, including digital advertising and marketing. - Strong analytical skills to assess trends, strategies, and the quality of research reports. - Excellent written communication skills to provide clear and actionable feedback. - Comfort working independently and asynchronously. ### Role Details - Part-time (20–40 hours/week) with flexible scheduling. - 100% remote and asynchronous — work from anywhere. - Contractor position via Mercor, paid hourly. - Competitive rates: $85–$105/hour depending on expertise. - Weekly payments processed securely through Stripe Connect. ### About Mercor Mercor is a San Francisco-based company that connects elite professionals with frontier AI research. Our backers include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey.

Role Overview Mercor is seeking data scientists to support one of the world’s leading AI labs in building robust, high‑performance systems for next‑generation machine learning applications. In this role, you will focus on hands‑on data science tasks, such as designing experiments, gathering and preprocessing data, building and evaluating models, and collaborating closely with engineering teams to deploy production‑ready solutions. Ideal candidates should be proficient in Python (Jupyter Notebooks), familiar with machine learning frameworks like TensorFlow or PyTorch, and experienced in analyzing large datasets and building predictive models. In addition, you will write, review, and validate prompt‑based questions used to train AI systems. * * * You are a good fit if you: - Have over 3+ years of professional experience in data science or applied analytics. - Are highly skilled in Python and Jupyter notebooks. - Have experience using libraries including numpy, pandas, scipy, sympy, scikit-learn, torch, tensorflow. - Have a bachelor's degree in data science, statistics, computer science, or related field in the U.S., Canada, New Zealand, UK or Australia. - Have a strong background in one or more of the following areas: exploratory data analysis and statistical inference, machine learning workflows and model evaluation, feature engineering/data preprocessing/data wrangling, or A/B testing/experimentation/causal inference. - Demonstrate excellent verbal and written communication skills. - Have strong attention to details. * * * ### More About the Opportunity - Commitment: 20–40 hours per week, with potential to scale up to 80 hours. - Structure: Fully remote and asynchronous - set your own schedule. - Duration: Minimum 1 months, with possible extension based on project scope and performance. - Start Date: Early September, with applications reviewed on a rolling basis. * * * ### Compensation & Contract Terms - Classified as an independent contractor for Mercor. - Hourly payments for services rendered, processed weekly via Stripe Connect. - Flexible terms based on location and expertise level. * * * ### Application Process - Submit your resume or project portfolio to get started. - Complete a brief form outlining your technical background and agent usage experience. - Applications are reviewed continuously, and selected professionals will be contacted with next steps. * * * ### About Mercor - Mercor is a talent marketplace connecting top experts with leading AI research labs and organizations. - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. - Thousands of technical professionals partner with Mercor to contribute to frontier AI projects shaping the next era of intelligent systems. * * *

Mercor is seeking PhD holders, doctoral candidates, and outstanding Master’s graduates in biology and related disciplines to join a high-impact AI research initiative in partnership with a leading artificial intelligence lab. * * * ### Key Domains Here is a list of domains. If you belong to or have expertise in one or more of them, feel free to apply — we’re excited to have you on the team! Molecular & Cellular Biology: Molecular Biology, Cell Biology, Biochemistry, Genetics, Genomics, Proteomics, Metabolomics Organismal & Evolutionary Biology: Evolutionary Biology, Developmental Biology, Ecology, Microbiology, Virology, Botany, Zoology Biomedical & Applied Life Sciences: Immunology, Neurobiology, Physiology, Biotechnology, Systems Biology, Bioinformatics, Computational Biology Interdisciplinary Biological Sciences: Biophysics, Structural Biology, Synthetic Biology, Environmental Biology * * * ### Key Responsibilities - Evaluate scientific correctness, conceptual rigor, and depth of LLM-generated responses across biology and biomedical domains. - Review outputs involving experimental design, data interpretation, and theoretical frameworks in biological sciences. - Identify factual inaccuracies, reasoning errors, and conceptual misunderstandings in model outputs. - Benchmark model performance on advanced biological and interdisciplinary research problems. - Work independently and asynchronously using proprietary evaluation tools. * * * ### Requirements - PhD (candidate/recipient) or Master’s degree in Biology, Molecular Biology, Biochemistry, Biotechnology, Bioinformatics, or a closely related field. - Strong command of graduate-level biological concepts, experimental reasoning, and data interpretation. - Excellent written communication and analytical abilities. - Ability to work independently in a remote, asynchronous setting. * * * ### Role Details - Part-time (20 hours/week) - Remote and asynchronous work environment - Flexible schedule to accommodate global contributors * * * ### Compensation - Contractor position via Mercor - $50–$60/hour, depending on expertise and domain depth - Weekly payments through Stripe Connect * * * ### About Mercor Mercor is a San Francisco-based company connecting top professionals with leading AI initiatives. Investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey.

Mercor is seeking PhD holders, doctoral candidates, and outstanding Master’s graduates in biology and related disciplines to join a high-impact AI research initiative in partnership with a leading artificial intelligence lab. * * * ### Key Domains Here is a list of domains. If you belong to or have expertise in one or more of them, feel free to apply — we’re excited to have you on the team! Molecular & Cellular Biology: Molecular Biology, Cell Biology, Biochemistry, Genetics, Genomics, Proteomics, Metabolomics Organismal & Evolutionary Biology: Evolutionary Biology, Developmental Biology, Ecology, Microbiology, Virology, Botany, Zoology Biomedical & Applied Life Sciences: Immunology, Neurobiology, Physiology, Biotechnology, Systems Biology, Bioinformatics, Computational Biology Interdisciplinary Biological Sciences: Biophysics, Structural Biology, Synthetic Biology, Environmental Biology * * * ### Key Responsibilities - Evaluate scientific correctness, conceptual rigor, and depth of LLM-generated responses across biology and biomedical domains. - Review outputs involving experimental design, data interpretation, and theoretical frameworks in biological sciences. - Identify factual inaccuracies, reasoning errors, and conceptual misunderstandings in model outputs. - Benchmark model performance on advanced biological and interdisciplinary research problems. - Work independently and asynchronously using proprietary evaluation tools. * * * ### Requirements - PhD (candidate/recipient) or Master’s degree in Biology, Molecular Biology, Biochemistry, Biotechnology, Bioinformatics, or a closely related field. - Strong command of graduate-level biological concepts, experimental reasoning, and data interpretation. - Excellent written communication and analytical abilities. - Ability to work independently in a remote, asynchronous setting. * * * ### Role Details - Part-time (20 hours/week) - Remote and asynchronous work environment - Flexible schedule to accommodate global contributors * * * ### Compensation - Contractor position via Mercor - $20–$30/hour, depending on expertise and domain depth - Weekly payments through Stripe Connect * * * ### About Mercor Mercor is a San Francisco-based company connecting top professionals with leading AI initiatives. Investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey.

Mercor is seeking skilled evaluators to support an essential evaluation workflow in partnership with a leading AI research lab. This project focuses on improving model performance in the Legal domain by evaluating agent-generated research reports related to legal analysis, regulatory updates, case law developments, and emerging legal trends. ### Who We're Hiring We are looking for evaluators with experience or an academic/professional background in Law, Legal Research, Compliance, or related fields. This workflow is ideal for individuals who: - Have experience in legal analysis, legal practice, compliance, or academic legal research. - Are familiar with case law, statutes, regulatory frameworks, and legal terminology. - Can critically evaluate the structure, reasoning, and accuracy of legal arguments. - Are comfortable working independently and asynchronously. ### Key Responsibilities - Evaluate the quality, accuracy, and relevance of agent-generated legal research reports. - Assess legal reasoning, factual accuracy, and the applicability of cited laws or precedents. - Provide structured feedback using a provided rubric and include written justifications for your evaluations. - Work independently and asynchronously, ensuring evaluations are completed within the required timeline. - Ensure all reports demonstrate clarity, legal soundness, and adherence to the rubric. ### You’re a Strong Fit If You Have: - Experience in law, legal research, litigation support, compliance, policy analysis, or related fields. - Strong analytical skills to assess legal arguments, factual application, and the relevance of cited authorities. - Excellent written communication skills to provide precise, cogent, and actionable feedback. - Comfort working independently and asynchronously. ### Role Details - Part-time (15–30 hours/week) with flexible scheduling. - 100% remote and asynchronous — work from anywhere. - Contractor position via Mercor, paid hourly. - Competitive rates: $80–$100/hour depending on expertise. - Weekly payments processed securely through Stripe Connect. ### About Mercor Mercor is a San Francisco-based company that connects elite professionals with frontier AI research. Our backers include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey.

Mercor is seeking PhD holders, doctoral candidates, and exceptional Master’s graduates in chemistry and related fields to join a high-impact AI research initiative in collaboration with a leading artificial intelligence lab. * * * ### Key Domains Here is a list of domains. If you belong to or have expertise in one or more of them, feel free to apply — we’re excited to have you on the team! Core Chemistry Disciplines: General Chemistry, Inorganic Chemistry, Organic Chemistry, Physical Chemistry Analytical and Specialized Chemistry: Analytical Chemistry, Electrochemistry, Radiochemistry, Polymer Chemistry Biological and Medicinal Chemistry: Biochemistry and Molecular Biology, Medicinal Chemistry Chemical Engineering and Process Sciences: Chemical Engineering and Technology, Fluid Flow and Heat Transfer in Chemical Engineering, Mass Transport and Separation Processes, Chemical Reaction Engineering * * * ### Key Responsibilities - Evaluate the scientific accuracy, reasoning, and technical rigor of LLM-generated content across chemical disciplines. - Review outputs on topics spanning molecular structure, kinetics, thermodynamics, catalysis, reaction mechanisms, and industrial processes. - Identify and document factual inaccuracies, logical inconsistencies, and reasoning gaps. - Provide structured feedback and benchmarking using specialized evaluation tools. - Work independently and asynchronously as part of a distributed research team. * * * ### Requirements - PhD (candidate/recipient) or Masters in Chemistry, Chemical Engineering, Biochemistry, or a closely related field. - Strong command of graduate-level chemistry concepts and scientific problem solving. - Excellent written communication and analytical thinking skills. - Ability to work independently in a remote, asynchronous environment. - Strong proficiency in Python, particularly for scientific analysis and model evaluation, is required. * * * ### Role Details - Part-time (approximately 20 hours/week) - Remote and asynchronous - Flexible schedule * * * ### Compensation - Contractor position via Mercor - $60/hour, based on expertise and domain experience - Weekly payments via Stripe Connect * * * ### About Mercor Mercor is a San Francisco-based company connecting top professionals with leading AI initiatives. Investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey.

Mercor is seeking highly skilled Generalists (Bachelor’s degree minimum) and Specialists (Psychology, Psychiatry, Mental Health, or Counseling) to contribute to a fast-moving project with one of the world’s leading AI labs. This initiative focuses on improving AI systems designed for therapeutic-style conversations by evaluating, comparing, and refining model-generated responses. In this role, you will assess pairs of AI-generated replies for empathy, therapeutic accuracy, emotional insight, and communication quality—then provide improved rewrites when needed. Your work will directly support research teams as they refine safe, supportive, and human-aligned AI systems capable of high-quality mental-health-oriented dialogue. Important: This project has an accelerated timeline and requires contributors who can begin immediately and complete 6-7 hours of work by Thursday EOD, following a mandatory onboarding session Wednesday morning (EST). * * * # Role Requirements ### Generalists - Bachelor’s degree minimum - Strong written communication and analytical skills - Ability to follow structured evaluation criteria with high consistency - Interest in psychology, counseling, human communication, or AI safety ### Specialists - Background in Psychology, Psychiatry, Mental Health, Counseling, or related fields - Deep familiarity with therapeutic communication styles and reflective techniques - Ability to assess emotional nuance and relational quality in dialogue - Strong attention to detail and comfort evaluating sensitive content ### Required for All Candidates - Ability to commit 6-7 hours of work by Thursday EOD - Attendance at a mandatory Wednesday morning onboarding session (EST) - Excellent written English - Comfort working fully remote and asynchronously - Reliability under short deadlines - Interest in advancing safe and responsible AI in mental-health contexts * * * # More About the Opportunity - Fully remote and asynchronous - Fast-moving, high-impact work supporting top AI research teams - Expected commitment: 6-7 hours this week, with potential for future engagements - High performers may be considered for Team Lead roles as the project scales * * * # Compensation & Contract Terms - Competitive hourly compensation - Weekly payouts via Stripe Connect - Clear expectations, structured workflows, and active project support - Applicants may reside in any eligible location listed in the posting * * * # Application Process 1. Submit your resume to begin 2. Complete a brief AI-powered interview and short form 3. If selected, you will attend the mandatory Wednesday morning onboarding 4. Begin work immediately afterward to complete 6-7 hours by Thursday EOD Follow-up is fast — the AI industry moves quickly! * * * # About Mercor Mercor specializes in recruiting top talent for leading AI labs and emerging research teams. We are based in San Francisco, CA, and backed by investors including Benchmark, General Catalyst, Peter Thiel, Adam D’Angelo, Larry Summers, and Jack Dorsey. Mercor provides equal opportunity to all qualified applicants and offers reasonable accommodations upon request.

Mercor is hiring Dermatologists on behalf of a healthcare AI partner developing advanced dermatology decision-support tools. You will use your clinical expertise to review, annotate, and validate dermatologic data, directly improving the safety and accuracy of medical AI systems. This is an in-person role in San Francisco. * * * ## Key Responsibilities Clinical Data Annotation: Review and label dermatology notes, imaging, biopsy reports, and EHR data; identify diagnoses, findings, lesion characteristics, and treatment plans. Quality Review: Audit annotations and verify AI-generated outputs for clinical accuracy and dermatologic relevance. Knowledge Input: Provide guidance on annotation standards, taxonomy updates (e.g., lesion types, morphology), and edge-case handling. Model Evaluation: Evaluate AI-produced summaries, differential diagnoses, and recommendations; flag inaccuracies and provide structured feedback. Documentation Support: Contribute to documentation standards and onboarding materials for new annotators. * * * ## Requirements - MD/DO specializing in Dermatology; board-certified or board-eligible. - Active medical license in good standing. - 2+ years of clinical experience in medical, surgical, or cosmetic dermatology. - Strong understanding of dermatologic conditions, dermoscopy, imaging workflows, and treatment guidelines. - Familiarity with dermatology EHRs, terminology (ICD-10, CPT, SNOMED), and precise clinical documentation. - Interest or experience in medical AI, data annotation, or informatics preferred. * * * ## Work Arrangement - In-person (San Francisco), part-time (up to 10 hours/week). - Flexible hours suited for practicing clinicians. - Growth opportunities in applied clinical AI and cross-disciplinary collaboration. * * * ## Why Join - Shape next-generation AI-assisted dermatologic care with real clinical expertise. - Collaborate with teams focused on accuracy, ethics, and patient safety. - Gain exposure to cutting-edge healthcare AI while maintaining clinical flexibility. - Contribute to a mission to improve global access to intelligent, evidence-based skin-care solutions.

Role OverviewMercor is partnering with a leading AI startup to engage a Tamil-language expert for a project focused on improving AI-generated content through image and video generation. As a Linguistic Expert, you will help refine the model’s understanding and production of visual output based on Tamil language prompts, ensuring outputs are accurate, natural, and culturally aligned. This opportunity is ideal for someone excited to experiment with frontier AI systems such as Gemini’s image and video tools, exploring how they interpret complex linguistic and cultural inputs. You’ll contribute to identifying and documenting failure modes and edge cases that help improve future model performance. Key Responsibilities - Review, evaluate, and refine AI-generated images and videos based on Tamil prompts for accuracy, relevance, and fluency. - Provide linguistic and cultural feedback to improve model understanding. - Identify and correct subtle linguistic and cultural nuances in AI-generated outputs. - Experiment with Gemini and other multimodal AI tools to test prompt effectiveness and output quality. - Document failure modes and inconsistencies to inform model refinement. - Collaborate with AI researchers and engineers to enhance overall system behavior. Ideal Qualifications - Full professional fluency in Tamil and English. - Strong understanding of regional Tamil dialects, idioms, and expressions. - Familiarity with Tamil and Indian cultural, social, and linguistic diversity. - Up-to-date awareness of contemporary Tamil and Indian media and popular culture. - Interest in AI creativity tools and curiosity about how models interpret linguistic prompts visually. - Excellent communication skills and keen attention to detail. More About the Opportunity - Start Date: Immediate - Duration: 5 weeks (with potential extension) - Commitment: Part-time, at least 10 hours/week - Schedule: Fully remote and asynchronous — work on your own time Compensation & Contract - Hourly Rate: $8–$12/hr (USD), depending on experience and background - Status: Independent Contractor - Payment: Weekly via Stripe Connect Application Process - Submit your resume or profile highlighting relevant linguistic and cultural expertise. - Shortlisted candidates may complete a brief skills evaluation or language sample. - Expect to hear back from Mercor within a few days regarding next steps. About Mercor Mercor is a San Francisco–based talent marketplace that connects top experts with leading AI labs and research organizations. Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. We help leading AI labs accelerate progress by bringing in top-tier human expertise. We consider all qualified applicants without regard to legally protected characteristics.

The client is seeking an external expert who brings a decision-maker’s mindset — someone who has personally driven translational pharmacology choices under governance and uncertainty. ### Who we’re looking for - Has owned FIH starting dose, SAD/MAD design, and Phase 2 dose selection for multiple assets. - Participated in governance or review boards, defending dose/exposure rationale in front of senior leadership or regulators. - Demonstrates ability to balance nonclinical → clinical translation: tox, PK, PD, potency, and MoA. - Can articulate the real decision calculus behind dose selection (safety, pharmacology, speed-to-proof). - Capable of turning narrative judgment into explicit decision rules and rubrics for AI training and evaluation. ### Experience level - ~10+ years in major biopharma or biotech (e.g., Lilly, Roche, AbbVie, Amgen, Novartis, GSK, Regeneron, Vertex, Incyte, Gilead) or in specialized translational pharmacology consulting. - Has personally led FIH dose and/or SAD/MAD escalation for ≥2–3 assets. - Proven governance experience: IND sign-off, dose justification memos, exposure–response presentations. - CV or track record includes statements like or - Avoid pure modeling profiles; the ideal expert has decision accountability, not just analytical skill. ### Expectations - Write “golden” FIH dose rationales and escalation strategies for representative programs. - Encode the decision heuristics and trade-offs used by senior translational leaders into structured guidance and rubrics. - Surface unwritten decision rules — when and why experienced teams override model-based recommendations. Inputs given: - Representative drug programs or data packets (GLP tox summaries, PK/PD tables, potency & MoA context). - Target prompts for translational decision-making (e.g., ). Expected outputs: - Golden Decision Memos: exemplar dose justification memos that reflect the level of reasoning and format expected from top-tier translational pharmacologists. - Decision Rubrics: scoring guides capturing acceptable vs. unsafe dose rationales, missed edge cases, or failure modes. - Meta-Layer Commentary: short narrative explaining unspoken heuristics — how senior teams weigh risk tolerance, potency data, or tox uncertainty.

Role OverviewMercor is partnering with a leading AI startup to engage a Bengali-language expert for a project focused on improving AI-generated content through image and video generation. As a Linguistic Expert, you will help refine the model’s understanding and production of visual output based on Bengali language prompts, ensuring outputs are accurate, natural, and culturally aligned. This opportunity is ideal for someone excited to experiment with frontier AI systems such as Gemini’s image and video tools, exploring how they interpret complex linguistic and cultural inputs. You’ll contribute to identifying and documenting failure modes and edge cases that help improve future model performance. Key Responsibilities - Review, evaluate, and refine AI-generated images and videos based on Bengali prompts for accuracy, relevance, and fluency. - Provide linguistic and cultural feedback to improve model understanding. - Identify and correct subtle linguistic and cultural nuances in AI-generated outputs. - Experiment with Gemini and other multimodal AI tools to test prompt effectiveness and output quality. - Document failure modes and inconsistencies to inform model refinement. - Collaborate with AI researchers and engineers to enhance overall system behavior. Ideal Qualifications - Full professional fluency in Bengali and English. - Strong understanding of regional Bengali dialects, idioms, and expressions. - Familiarity with Bengali and Indian cultural, social, and linguistic diversity. - Up-to-date awareness of contemporary Bengali and Indian media and popular culture. - Interest in AI creativity tools and curiosity about how models interpret linguistic prompts visually. - Excellent communication skills and keen attention to detail. Project Timeline - Start Date: Immediate - Duration: 5 weeks (with potential extension) - Commitment: Part-time, at least 10 hours/week - Schedule: Fully remote and asynchronous — work on your own time Compensation & Contract - Hourly Rate: $8–$12/hr (USD), depending on experience and background - Status: Independent Contractor - Payment: Weekly via Stripe Connect Application Process - Submit your resume or profile highlighting relevant linguistic and cultural expertise. - Shortlisted candidates may complete a brief skills evaluation or language sample. - Expect to hear back from Mercor within a few days regarding next steps. About Mercor Mercor is a San Francisco–based talent marketplace that connects top experts with leading AI labs and research organizations. Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. We help leading AI labs accelerate progress by bringing in top-tier human expertise. We consider all qualified applicants without regard to legally protected characteristics.

Mercor is recruiting U.S./UK/Canada/Europe/Australia-based Corporate Finance Experts for a research project with a leading foundational model AI lab. You are a good fit if you: - Have at least 2 years of experience working in corporate finance and experience in at least one of the following - Financial reporting - Financial analysis Here are more details about the role: - The work is fully asynchronous and can be done around your schedule - You must be able to commit at least 10 hours per week for this role - This is a minimum four week engagement beginning in October, with potential for significant extension or rotation to similar, future projects - Successful contributions increase the odds that you are selected on future projects with Mercor With respect to pay and legal status: - This role will pay $100/hour with potential for increases for top performers - We will pay you out at the end of each week via Stripe Connect based on the number of hours you log - You will be classified as an “at-will” contractor to Mercor

Mercor is recruiting U.S./UK/Canada/Europe/Australia-based Private Equity Experts for a research project with a leading foundational model AI lab. You are a good fit if you: - Have at least 2 years of experience working in private equity at top firms and experience in at least one of the following - Financial modeling - Market sizing/TAM analysis - Investment/analysis summaries and memos - CIM creation and due diligence - NDA/legal document processing - Sourcing for deals Here are more details about the role: - The work is fully asynchronous and can be done around your schedule - You must be able to commit at least 10 hours per week for this role - This is a minimum four week engagement beginning in October, with potential for significant extension or rotation to similar, future projects - Successful contributions increase the odds that you are selected on future projects with Mercor With respect to pay and legal status: - This role will pay $130/hour with potential for increases for top performers - We will pay you out at the end of each week via Stripe Connect based on the number of hours you log - You will be classified as an “at-will” contractor to Mercor

At Mercor, we’re building the talent engine that helps leading labs and research orgs move AI forward. Our latest initiative focuses on benchmarking and improving model performance and training speed across real ML workloads. If you’re an early-career Machine Learning Engineer or an ML PhD who cares about innovation and impact, we’d love to meet you. ## What to Expect As a Machine Learning Engineer, you’ll tackle diverse problems that explore ML from unconventional angles. This is a remote, asynchronous, part-time role designed for people who thrive on clear structure and measurable outcomes. - Schedule: Remote and asynchronous—set your own hours - Commitment: ~20 hours/week - Duration: Through December 22nd, with potential extension into 2026 ## What You’ll Do - Draft detailed natural-language plans and code implementations for machine learning tasks - Convert novel machine learning problems into agent-executable tasks for reinforcement learning environments - Identify failure modes and apply golden patches to LLM-generated trajectories for machine learning tasks ## What You’ll Bring - Experience: 0–2 years as a Machine Learning Engineer or a PhD in Computer Science (Machine Learning coursework required) - Required Skills: Python, ML libraries (XGBoost, Tensorflow, scikit-learn, etc.), data prep, model training, etc. - Bonus: Contributor to ML benchmarks - Location: MUST be based in the United States ## Compensation & Terms - Rate: $80-$120/hr, depending on region and experience - Payments: Weekly via Stripe Connect - Engagement: Independent contractor ## How to Apply 1. Submit your resume 2. Complete the System Design Session (< 30 minutes) 3. Fill out the Machine Learning Engineer Screen (<5 minutes) ## Why Mercor Mercor is a talent marketplace connecting top experts with leading AI labs and research organizations. Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. Thousands of professionals across law, creative fields, engineering, and research use Mercor to work on frontier projects shaping the next era of AI.

Role OverviewMercor is collaborating with a top-tier AI research group to model real-world claims workflows for property and casualty insurance. We are seeking experienced independent contractors—particularly claims adjusters, examiners, and investigators—to execute and evaluate a wide range of P&C insurance tasks. This project supports the development of AI systems capable of understanding, simulating, and automating complex insurance operations. It is a short-term, high-impact engagement ideal for professionals with strong technical and compliance knowledge. Key Responsibilities - Execute full-cycle claims tasks including FNOL intake, coverage verification, reserve setting, and liability determination - Simulate real-world workflows using structured tools and mock systems such as Guidewire ClaimCenter and Xactimate - Review and synthesize third-party documentation including police reports, medical records, and vendor estimates - Draft structured outputs such as coverage memos, repair estimates, and liability assessments - Identify inconsistencies or red flags in claim statements and documentation - Evaluate claim compliance, document regulatory deadlines, and assess communication quality - Flag fraud indicators and recommend SIU referrals where applicable - Document all work clearly for auditability and quality review Ideal Qualifications - 5+ years handling property, auto, bodily injury, or general liability claims - Familiarity with systems such as Guidewire, Duck Creek, Xactimate, Hyland OnBase, or FileNet - Deep understanding of coverage interpretation, state compliance standards, and claims file documentation - Experience reviewing third-party documentation (e.g., police reports, medical summaries, contractor estimates) - Strong written communication and analytical skills More About the Opportunity - Remote and asynchronous — control your own work schedule - Expected commitment: min 30 hours/week - Project duration: ~6 weeks Compensation & Contract Terms - $100-150/hour - Independent contractor arrangement - Paid weekly via Stripe Connect Application Process - Submit your resume followed by domain expertise interview and short form About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey - Thousands of professionals across domains like insurance, law, engineering, and research partner with Mercor to shape the next era of AI

Mercor is seeking radiologists for a premier project with one of the world's top AI labs. We are looking to analyze the capabilities of large language models at answering difficult radiology questions. You will create complex questions that the model is unable to answer correctly, and provide the correct solution. * * * You're a good fit if you: - Are currently based in the US. - Have a MD from a top university - Are a radiologist with 3+ years of experience. - Have high attention to detail. - Have exceptional written and verbal communication skills. * * * Here are more details about the role: - You will interface directly research teams at a leading AI lab - Applications will be reviewed on a rolling basis. - There is up to 40 hours of work available per week. We ask that you commit, at minimum, 10 hours per week. - The work is fully remote and asynchronous so it can flexible and subject to your schedule. - This project is scoped 2-3 months. * * * With respect to pay and legal status: - You will be legally classified as an hourly contractor for Mercor - We will pay you out at the end of each week via Stripe Connect * * * Screening Process: - You will need to complete a short interview and form which will take in total 20-30 min to fully apply. - The short interview will dive deeper into your industry experience. - The short form will dive into your ability to create a rubric (a core aspect of the role). * * * ## About Mercor Mercor specializes in recruiting experts for top AI labs and is based in San Francisco, CA. Our investors include Benchmark, General Catalyst, Peter Thiel, Adam D’Angelo, Larry Summers, and Jack Dorsey.

We’re looking for open-source contributors and experienced engineers who understand how to review, maintain, and troubleshoot live repositories. ### Who You Are - An open-source developer or maintainer who has contributed to or reviewed code in live repositories - Comfortable reasoning about Git at a deep level - Adept at debugging repository states and fixing broken histories without data loss ### Preferred Qualifications - 3+ years of software engineering experience in open-source, backend, or DevOps roles - Demonstrated history of contributions on GitHub, GitLab, or other OSS platforms - (Bonus) Experience in code review or AI/LLM model evaluation ### Why Join - Turn your open-source experience into valuable, high-impact data - Fully remote, flexible work, with competitive compensation

Role Description Mercor is hiring on behalf of a leading AI research lab to bring on highly skilled Machine Learning Engineers with a proven record of building, training, and evaluating high-performance ML systems in real-world environments. In this role, you will design, implement, and curate high-quality machine learning datasets, tasks, and evaluation workflows that power the training and benchmarking of advanced AI systems. This position is ideal for engineers who have excelled in competitive machine learning settings such as Kaggle, possess deep modelling intuition, and can translate complex real-world problem statements into robust, well-structured ML pipelines and datasets. You will work closely with researchers and engineers to develop realistic ML problems, ensure dataset quality, and drive reproducible, high-impact experimentation. Candidates should have 3+ years of applied ML experience or a strong record in competitive ML, and must be based in India. Ideal applicants are proficient in Python, experienced in building reproducible pipelines, and familiar with benchmarking frameworks, scoring methodologies, and ML evaluation best practices. * * * ## Responsibilities - Frame unique ML problems for enhancing ML capabilities of LLMs. - Design, build, and optimise machine learning models for classification, prediction, NLP, recommendation, or generative tasks. - Run rapid experimentation cycles, evaluate model performance, and iterate continuously. - Conduct advanced feature engineering and data preprocessing. - Implement adversarial testing, model robustness checks, and bias evaluations. - Fine-tune, evaluate, and deploy transformer-based models where necessary. - Maintain clear documentation of datasets, experiments, and model decisions. - Stay updated on the latest ML research, tools, and techniques to push modelling capabilities forward. * * * ## Required Qualifications - At least 3 years of full-time experience in machine learning model development - Technical degree in Computer Science, Electrical Engineering, Statistics, Mathematics, or a related field - Demonstrated competitive machine learning experience (Kaggle, DrivenData, or equivalent) - Evidence of top-tier performance in ML competitions (Kaggle medals, finalist placements, leaderboard rankings) - Strong proficiency in Python, PyTorch/TensorFlow, and modern ML/NLP frameworks - Solid understanding of ML fundamentals: statistics, optimisation, model evaluation, architectures - Experience with distributed training, ML pipelines, and experiment tracking - Strong problem-solving skills and algorithmic thinking - Experience working with cloud environments (AWS/GCP/Azure) - Exceptional analytical, communication, and interpersonal skills - Ability to clearly explain modelling decisions, tradeoffs, and evaluation results - Fluency in English * * * ## Preferred / Nice to Have - Kaggle Grandmaster, Master, or multiple Gold Medals - Experience creating benchmarks, evaluations, or ML challenge problems - Background in generative models, LLMs, or multimodal learning - Experience with large-scale distributed training - Prior experience in AI research, ML platforms, or infrastructure teams - Contributions to technical blogs, open-source projects, or research publications - Prior mentorship or technical leadership experience - Published research papers (conference or journal) - Experience with LLM fine-tuning, vector databases, or generative AI workflows - Familiarity with MLOps tools: Weights & Biases, MLflow, Airflow, Docker, etc. - Experience optimising inference performance and deploying models at scale * * * ## Why Join - Gain exposure to cutting-edge AI research workflows, collaborating closely with data scientists, ML engineers, and research leaders shaping next-generation AI systems. - Work on high-impact machine learning challenges while experimenting with advanced modelling strategies, new analytical methods, and competition-grade validation techniques. - Collaborate with world-class AI labs and technical teams operating at the frontier of forecasting, experimentation, tabular ML, and multimodal analytics. - Flexible engagement options (30–40 hrs/week or full-time) — ideal for ML engineers eager to apply Kaggle-level problem solving to real-world, production-grade AI systems. - Fully remote and globally flexible — optimised for deep technical work, async collaboration, and high-output research environments.

Job Description: AI Task Evaluation & Statistical Analysis Specialist ## Role Overview We're seeking a data-driven analyst to conduct comprehensive failure analysis on AI agent performance across finance-sector tasks. You'll identify patterns, root causes, and systemic issues in our evaluation framework by analyzing task performance across multiple dimensions (task types, file types, criteria, etc.). ## Key Responsibilities - Statistical Failure Analysis: Identify patterns in AI agent failures across task components (prompts, rubrics, templates, file types, tags) - Root Cause Analysis: Determine whether failures stem from task design, rubric clarity, file complexity, or agent limitations - Dimension Analysis: Analyze performance variations across finance sub-domains, file types, and task categories - Reporting & Visualization: Create dashboards and reports highlighting failure clusters, edge cases, and improvement opportunities - Quality Framework: Recommend improvements to task design, rubric structure, and evaluation criteria based on statistical findings - Stakeholder Communication: Present insights to data labeling experts and technical teams ## Required Qualifications - Statistical Expertise: Strong foundation in statistical analysis, hypothesis testing, and pattern recognition - Programming: Proficiency in Python (pandas, scipy, matplotlib/seaborn) or R for data analysis - Data Analysis: Experience with exploratory data analysis and creating actionable insights from complex datasets - AI/ML Familiarity: Understanding of LLM evaluation methods and quality metrics - Tools: Comfortable working with Excel, data visualization tools (Tableau/Looker), and SQL ## Preferred Qualifications - Experience with AI/ML model evaluation or quality assurance - Background in finance or willingness to learn finance domain concepts - Experience with multi-dimensional failure analysis - Familiarity with benchmark datasets and evaluation frameworks - 2-4 years of relevant experience

Role Overview We’re seeking experienced Utility Management Nurses to support a client’s healthcare product development by leveraging expertise in insurance coding and hospital revenue management workflows. This role involves collaborating with hospital systems to align medical documentation with insurance policies, ensuring accurate coding and optimal reimbursement outcomes. ### Key Responsibilities - Insurance Coding & Revenue Cycle Alignment: Review, audit, and optimize insurance coding practices across hospital systems to ensure compliance and maximize reimbursement accuracy. - Workflow Analysis: Evaluate existing revenue management workflows and recommend improvements tailored to client’s AI-driven documentation tools. - Clinical Data Interpretation: Translate complex clinical notes into standardized coding formats (ICD-10, CPT, HCPCS) aligned with payer policies. - Policy Matching: Assess coding accuracy against insurance guidelines and payer documentation requirements. - Product Development Collaboration: Work closely with client’s engineering and product teams to refine AI models that automate or assist with medical coding and documentation. - Compliance & Quality Assurance: Ensure alignment with HIPAA, CMS, and payer-specific coding regulations. ### Required Qualifications - Licensure: Registered Nurse (RN) or equivalent clinical background. - Experience: Minimum 3–5 years in medical coding, clinical documentation improvement (CDI), or revenue cycle management. - Certifications: CPC, CCS, or CRC certification preferred. - Domain Expertise: Familiarity with hospital billing systems, payer policy interpretation, and coding audit procedures. - Analytical Skills: Strong understanding of clinical documentation standards and payer logic. - Tech Savvy: Comfortable working with EHR systems (Epic, Cerner, Meditech) and documentation review software. ### Preferred Qualifications - Experience working within hospital revenue integrity teams or insurance utilization management. - Exposure to AI-powered healthcare documentation tools or automated coding systems. - Ability to identify and flag edge cases or policy exceptions in automated workflows. - Strong collaboration skills with cross-functional (engineering, compliance, and data) teams. ### Engagement Model - Contract / Part-time (Remote/In person) — Flexible hours with collaboration during U.S. business hours. In person in San Francisco is a plus

Job Description POSITION SUMMARY: Responsible, as the first-line operational supervisor, for training and leading team members in consistently delivering an exceptional guest experience, including ensuring great tasting/quality food, executing on 20/20 guest expectations, and ensuring compliance with all Jack in the Box procedures, systems and standards. Guest Expectations Well-Trained • (Hassle Free) Always says "YES" to the guest and works with the team to help solve problems; follows the 3-steps (Listens, Says Sorry, Makes it Right) if a problem occurs; and uses JIB Smart Selling standards as appropriate., • Trains and coaches team members using the Guest Expectations training materials., • Models being calm and productive during busy times., • (Clean) Holds team members accountable to the JIB uniform and grooming standards and coaches them when non-compliant., • (Friendly) Models acknowledging each guest with a smile, treating everyone with care and respect, always having a positive and friendly attitude., • Coaches team members on having a positive, friendly attitude and behaviors., • (Clean) Models how to maintain restaurant cleanliness (interior/exterior) and monitors the facilities to ensure it is done on a regular basis., • Helps with order taking and cashiering during busy times., • Is organized and actively leads and coaches the team on being ready and prepared to serve guests as they arrive., • Encourages team members to ask for help, when necessary, to meet guests' needs., • (Food Quality) Monitors quality to ensure the food looks and tastes great and is of high quality., • Models and monitors food presentation and coaches team members when necessary., • (Fast) Models a sense of urgency, hustles, greets guests and encourages team members to do the same., • Leads and coaches team on how to provide consistent, fast service., • (Accurate) Models how to communicate and work within a team to ensure order is accurate for the guest, repeats orders following JIB standards., • Follows-up on order errors to get to the bottom of problems and works with team to learn from their mistakes and improve the Does not dismiss errors., • (Food Safety/Quality) Makes sure food is safe for the guest by following all food safety and food quality policies and procedures., • Follows all hand washing and glove procedures., • Completes the Food Safety Checklist each shift. It's All About Brand Ambassador • Has passion for the business and pride in Jack in the Box., • Inspires team members to embrace the brand., • Treats guests and employees with care and respect., • Is passionate about serving the guest., • Steps in to help employees when necessary., • Has a happy, friendly personality that is engaging to both the guest and other employees., • Reads the guest and anticipates their Pays attention to guests' verbal and non-verbal communication and addresses them proactively., • Handles guest complaints says "Yes" to the Guest without arguing, questioning or assuming the guest is Does what is right for the guest., • Treats all employees with care and respect., • Is a good team player and leader., • Has a positive can-do attitude., • Is dependable and reliable., • Is willing to help others., • Keeps calm and does not show signs of stress., • Is open and willing to work with and lead people of all backgrounds., • Ensures the team provides quick service while maintaining a calm environment., • Thrives in a fast-paced, high energy, team environment., • Performs professionally during difficult situations and/or high volume times., • Takes pride in utilizing systems in the restaurant to produce quality products and keep the restaurant clean., • Takes corrective action to resolve issues that could jeopardize food safety or food quality., • Is flexible and changes direction based on the needs of the business., • Works with a sense of urgency., • Knows and trains others on the products and menu., • Knows and uses all Jack in the Box systems and tools and trains team members on them as applicable., • Takes accountability for cash management and handling during their shift. Includes, but not limited to duties, described below. Performs other duties as assigned or directed. • Guest Service (Dine In/Drive-Thru), • Immediately acknowledges and welcomes guests., • Takes and clarifies orders, assists guests with menu selection as appropriate., • Enters order in POS system, collects money, and makes change., • Always thanks guest upon completion of order taking., • Assembles order, works with back-up position to ensure order is prepared timely and accurately; personally hands or delivers orders to guests., • Maintains cleanliness and stocking of work area., • Interior, • Empties trash cans, sweeps and mops floors, cleans dining room tables and chairs, cleans windows and doors., • Cleans and stocks restrooms., • Cleans and maintains equipment, including drink dispenser, ice bins, and POS equipment., • Cleans miscellaneous interior items (i.e. wipes down menu boards, order counter, ). Visually checks and inspects all areas for cleanliness., • Exterior, • Sweeps and picks-up trash in parking lots, drive-thru area, sidewalks, and curbs., • Empties trash cans and cleans miscellaneous exterior items (i.e. drive-thru menu board)., • Workstation Operation, • Supervises and trains team members on workstation operations., • Ensures all activities are in compliance with JIB procedures, systems, standards, and food safety, security, and cash handling requirements., • Guest Service, • Ensures guests receive an exceptional experience by performing quality employee training and holding restaurant team accountable for consistently delivering excellent guest service and food quality., • Maintains visibility and interaction with guests; responds to guest concerns and complaints in a positive and professional manner; ensures positive resolution., • Leadership, • Creates a restaurant environment that is friendly, fun, clean, and safe; treats all employees with care and respect; motivates and inspires employees to achieve high performance., • Conducts on-boarding and training., • Provides feedback and recognizes employees., • Ensures employee personal and uniform cleanliness. Includes, but not limited to, duties described below. Performs other duties as assigned or directed. • Grill, • Reads grill video monitor to prepare ordered products., • Prepares menu products according to procedure, including: warms/toasts/grills bread products, cooks items on grill, operates timers and removes products when timer sounds., • Discards ingredients/products that have expired or don't meet quality standards., • Sets up and maintains equipment; keeps workstation stocked; maintains cleanliness of work area, wearing appropriate safety equipment., • Assembly, • Reads video monitor and assembles products using correct ingredients and portioning, correctly packages products, and verifies the appearance and quality of presentation, temperature of product, and order accuracy before delivery to guest., • Discards ingredients/products that have expired or don't meet quality standards., • Prep, • Places frozen products in appropriate place to defrost, places defrosted product in proper container and storage area, and arranges product for first-in, first-out rotation., • Opens product packages, places in proper storage units, and affixes shelf life labels. Ensures all food prep and storage areas are kept neat and clean at all times and complies with JIB food safety standards., • Visually checks and inspects all ingredients for freshness., • Measures, assembles, and prepares ingredients for various products according to product mix information., • Fryer, • Reads fryer video monitor prepare ordered products., • Prepares fryer products, including: places product in appropriate rack/basket and places in correct fryer, operates timers, removes/drains product when timer sounds, codes product, places product in appropriate container and/or holding bin., • Maintains cleanliness and stock of work station areas including the fryer prep area, display bin, freezer, refrigerator, and holding units., • Interior, • Empties trash cans, sweeps and mops floors, vacuums carpet, washes tables and chairs, cleans windows and doors; cleans and stocks restrooms., • Washes and sanitizes dishes and utensils by hand or using dishwasher., • Changes or filters fryer shortening wearing required safety equipment, scrubs fryer units, discards old shortening, cleans vents and fryer screens., • Cleans and maintains equipment, including storage freezer, storage refrigerator, drink dispenser, ice bins, syrup lines, grease catch pans, and POS equipment., • Cleans miscellaneous interior items (i.e. wipes down menu boards, order counter, ). Visually checks and inspects all areas for cleanliness., • Exterior, • Sweeps and picks-up trash in parking lots, drive-thru area, sidewalks, and curbs., • Empties trash cans and cleans miscellaneous exterior items (i.e. -drive-thru menu board)., • Cleans drive-thru and dumpster Visually checks and inspects all areas for cleanliness., • Receiving & Storage Knowledge/Skills/Abilities - Must be at least 18 years old; must complete Team Leader training classes; and in certain states, must be ServSafe certified. Requires ability to speak, read, and write effectively in English; and may require ability to speak another language to guests based on location of restaurant. Excellent interpersonal skills; ability to perform and understand basic math concepts (addition, subtraction, multiplication, division); ability to work well with diverse groups of people; proven analytical skills; and good organization and planning skills. Is a self-starter who takes initiative and willingly accepts responsibility. Basic knowledge of personal computers and related software applications. Demonstrates integrity and ethical behavior. Physical Requirements - Ability to stand and walk approximately 90%-95% of shift and move freely throughout the restaurant; ability to lift and carry 15-25 lbs. Ability to listen to guests' orders, operate a cash register, and read video monitors. REASONABLE ACCOMMODATION: Feast Foods, LLC dba Jack in the Box and its affiliates will make reasonable accommodations to allow a qualified individual with a disability to enjoy equal employment opportunities and to perform the essential functions of the job. This position description should be applied accordingly.

Job Description About the Role: As a Drain Technician - Service, you will be responsible for diagnosing, repairing, and maintaining drain and sewer systems in residential properties. Your in-depth knowledge of drainage systems, problem-solving abilities, and commitment to exceptional customer service will play a crucial role in resolving issues and ensuring customer satisfaction. Why You’ll Want to Work Here: • Core values that we live every day – not just words on a page: We Win Together, Today Not Tomorrow, Performance Not Politics, • Meritocracy! - performance pay directly tied to your results, not your tenure, • Benefits you will use – full medical, dental, and vision packages with better rates than industry standards, • Secure your financial future – 401(k) with company match, • Determine materials needed for each new project and estimate time and costs., • Install, assemble, maintain, and repair pipes and plumbing fixtures., • Affix clamps, screws, brazing, soldering, welds, etc., to pipes and tubes., • Measure and modify pipes accordingly by cutting, threading, or bending pipes by using specialized tools., • Diagnose plumbing problems and work to resolve any issues., • Repair or replace damaged parts., • Repair water line leaks., • Confirm pipe system is air/watertight by performing pressure tests., • Keep detailed noted and create work reports documenting projects., • Test plumbing and other installed fixtures to ensure proper functioning., • Follow state laws and regulations and adhere to local building codes., • Complete all required documentation, including checklist, including recording model, serial numbers, and install date recorded in Service Titan on installs and collect, record and deliver fees to designated office administration., • Facilitate order for all parts required for appointments and ensure preparedness for the day of install., • High school diploma or equivalent; completion of a plumbing apprenticeship program is preferred., • Journeyman or Master Plumber license/certification is a plus., • Proven experience as a Drain & Sewer Technician, with a strong understanding of residential drain and sewer systems., • Proficiency in using drain cleaning equipment, video inspection tools, and plumbing tools., • Knowledge of different pipe materials, fittings, and fixtures commonly used in residential drainage systems., • Strong problem-solving skills with the ability to diagnose and resolve complex drainage issues., • Excellent communication and interpersonal skills, with the ability to explain technical concepts to customers in a clear and friendly manner., • Exceptional customer service skills, with a commitment to exceeding customer expectations., • Strong attention to detail and the ability to work independently or as part of a team., • Valid driver's license and clean driving record., • Customer service focus and mindset, putting our employees and Partners first, with excellent ability to communicate and develop relationships., • Exceptional problem-solving and conflict resolution abilities to improve things both big and small., • Highly organized, ability to act quickly while still having attention to detail.

Job DescriptionClass A CDL Driver - Dedicated Regional | No Touch | 3+ Months Experience | Class A Drivers - Great Home Time & Strong Pay! We're hiring Class A CDL drivers for regional runs in Colorado, Southern Wyoming, and Eastern Utah. Enjoy multiple weekly home times, steady miles, and no-touch freight with a mix of live unload and drop & hook. Drivers average 1,700 miles per week and earn $0.70-$0.80 CPM based on verified experience. That's an average of $1,500 per week! You'll be driving 2025 model trucks and receive full benefits, including Medical, Dental, Vision, 401(k), and Paid Time Off. Text Ryan at 469-978-1310 to schedule a call or apply using the link below. Apply here: Job Posted by ApplicantPro