About Micro1: Job DescriptionRole Title: LawyerRole Type: ContractorLocation: Remotemicro1 is selecting Lawyers to contribute valuable legal expertise to a customer’s project focused on reviewing and drafting legal documents. 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. Contributors will focus on analyzing sample contracts, identifying and flagging risky or problematic clauses, and providing clear, concise explanations of legal concepts for non-lawyers. All engagement data will be public or synthetic, ensuring no confidential or proprietary client information is used.Scope of WorkReview sample or template contracts and other legal documents to assess clarity, enforceability, and risk.Identify, analyze, and flag potentially risky or problematic clauses, providing detailed written commentary.Draft brief memos summarizing findings, key risk areas, and suggested improvements for each document reviewed.Conduct basic legal research using only public sources to inform document analysis and recommendations.Translate complex legal concepts into clear, accessible language for non-lawyer audiences.Adhere strictly to confidentiality and conflict-of-interest protocols, working exclusively with public or synthetic data.Preferred QualificationsJuris Doctor (JD) degree with active or lapsed bar membership in any U.S. jurisdiction.4+ years of practice experience, with a strong focus on document-heavy legal work (e.g., contracts, compliance, transactions).Demonstrated expertise in contract drafting, review, and risk assessment.Exceptional written and verbal communication skills, with a talent for explaining legal concepts to diverse audiences.Meticulous attention to detail and a methodical approach to legal analysis.Proven commitment to confidentiality and careful management of conflicts of interest.Experience working with or interest in technology, AI, or legal operations is a plus.
About Micro1: Job DescriptionRole Title: Sociology Teachers, PostsecondaryRole Type: ContractorLocation: Remotemicro1 is selecting Sociology Teachers, Postsecondarys to contribute their disciplinary expertise to a customer's education-focused 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 WorkDesign assessment tasks rooted in sociological concepts, ensuring prompts are clear, measurable, and suitable for application by third-party educators.Create high-quality rubrics that precisely align with each assessment task, incorporating established pedagogical frameworks such as Bloom's taxonomy.Review and provide detailed, actionable feedback on a variety of educational materials, promoting clarity, rigor, and authenticity.Synthesize relevant sociological literature and research to inform task and rubric development, ensuring academic integrity and up-to-date content.Document rationale and criteria for each assessment and rubric, supporting transparency and transferability across educational contexts.Collaborate asynchronously with other domain experts and project stakeholders through strong written and verbal communication.Support ongoing improvements by iteratively refining materials in response to peer and project feedback.Preferred QualificationsPhD or ABD in Sociology or a closely related discipline.Active record of teaching and research/publication at the postsecondary level.Demonstrated expertise in developing high-quality assessment tasks and rubrics as part of your professional practice.Deep knowledge of pedagogical principles, including Bloom’s taxonomy and other assessment frameworks.Strong analytical and synthesis skills with experience distilling complex sociological theories into clear, actionable educational content.Proven ability to give constructive feedback and review peer work objectively.Exceptional written and verbal communication skills, with a commitment to clarity and academic rigor.
Writing clear
Measurable task prompts
About Micro1: Job DescriptionRole Title: Life Sciences Research AssistantRole Type: ContractorLocation: Remotemicro1 is engaging Life Sciences Research Assistants to contribute to a customer's project focused on creating next-generation AI benchmarks. 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'll design and author expert-level evaluation tasks, using authentic research artifacts and technical challenges that mirror advanced practice in the life sciences. Each assignment will test AI agents with realistic data sets, multi-step problem-solving, and rigorous evaluation rubrics that go beyond textbook science.Scope of WorkDevelop complex, authentic research evaluation tasks in the life sciences domain (e.g., experimental design critique, protocol analysis, and primary data interpretation).Source and synthesize research materials, including raw experimental data, lab protocols, technical literature, and supplementary documents.Define and document the correct methodological approach and biological interpretation for each task.Create comprehensive, multiple item rubrics targeting methodological rigor, data interpretation, and source fidelity for LLM-based evaluation.Ensure all tasks reflect the nuance, ambiguity, and depth of real-world scientific work — not simplified or hypothetical scenarios.Collaborate asynchronously with project coordinators for feedback and refinement of deliverables.Preferred QualificationsBachelor's or Master's in biology, biomedical sciences, biochemistry, or a closely related discipline.Minimum 2 years of hands-on research or laboratory experience with primary data analysis and scientific protocols.Demonstrated expertise in protocol-driven, multi-source scientific workflows.Mastery of scientific reasoning, source synthesis, and methodological evaluation.Strong written English skills, with experience drafting or reviewing scientific documentation.Familiarity with handling diverse data formats (CSVs, spreadsheets, PDFs, technical documents).Attention to detail and commitment to rubric fidelity, ensuring high-quality, objective task design.Compensation StructureCompensation 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.Start Timeline & AvailabilityWe typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.
Methodological rigor
Source synthesis
Rubric fidelity
+2 more
About Micro1: Job DescriptionRole Title: Public Safety Communications DispatcherRole Type: ContractorLocation: Remotemicro1 is engaging Public Safety Communications Dispatcher experts to contribute to a high-impact customer project involving real-time request coordination and routing. 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 suits dispatchers and coordinators experienced in any area of public safety communications—including 911, police, ambulance, emergency, and fire services—who excel at prioritizing incident requests, communicating clearly, and following standardized protocols.Scope of WorkAnalyze and triage incoming incident or service requests, promptly determining priority levels based on established criteria.Route requests to appropriate resources or agencies using clear, efficient communication via simulated radio, phone, or digital chat channels.Maintain composure and accuracy when handling multiple simultaneous communication channels, ensuring critical information is relayed without delay.Apply standardized protocols and checklists to ensure consistent, protocol-driven responses in all scenarios.Document scenarios and decision-making processes to provide valuable input for AI training datasets.Offer insights into workflow optimization, escalation procedures, and multi-channel coordination for public safety environments.Participate in periodic feedback reviews to enhance the relevance and quality of training data.Preferred QualificationsDemonstrated expertise as a dispatcher or coordinator in public safety environments (e.g., 911, police, ambulance, emergency, or fire services).Proven ability to prioritize and manage multiple requests under pressure.Exceptional verbal and written communication skills, especially in fast-paced settings.Experience with radio, phone, and digital chat communication platforms.Strong grasp of standardized operating procedures, checklists, and escalation protocols common to public safety communications.Ability to remain calm, focused, and detail-oriented in dynamic scenarios.Familiarity with documenting incident details, actions taken, and rationale for decisions as part of routine processes.Compensation StructureCompensation 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.Start Timeline & AvailabilityWe typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.
About Micro1: Job DescriptionRole Title: Producer (Film/TV/Digital/Live)Role Type: ContractorLocation: Remotemicro1 is engaging Producers (Film/TV/Digital/Live) to contribute to a customer project focused on advancing AI evaluation. 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 WorkDesign and author evaluation tasks that simulate realistic production-management scenarios, such as budget reconciliation, scheduling adjustments, and vendor or crew coordination.Source, construct, and curate authentic production artifacts, including budgets, contracts, call sheets, delivery schedules, and crew assignments.Define comprehensive solutions and correct decisions based on multiple production constraints, ensuring tasks reflect genuine industry complexity.Develop multi-item rubrics (35+ criteria) to evaluate nuanced decision-making, constraint management, and reasoned judgment on production deliverables.Document processes and workflows in clear, precise written English, suitable for AI benchmarking and technical review.Collaborate with the project team to iterate on task design and ensure alignment with current industry best practices.Provide insight into real-world production challenges, ensuring tasks maintain authenticity and rigor.Preferred QualificationsDemonstrated mastery in film, television, digital, or live event production with 5+ years of credited project experience.Direct responsibility for managing and reconciling production budgets, call sheets, and contracts.Proven ability to coordinate with vendors and crew under tight constraints, balancing time, cost, and resource considerations.Exceptional written and verbal communication skills, particularly in crafting production documentation and technical materials.Experience authoring or evaluating multi-criteria rubrics or technical assessment tools.Comfort operating independently and proactively in a remote, asynchronous engagement.Strong analytical judgment and a passion for advancing realistic, high-standard industry benchmarks.Compensation StructureCompensation 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.Start Timeline & AvailabilityWe typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.Screening Questions by default:
Production mastery
Production documentation