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About Micro1: Job DescriptionRole Title: Medical Coder (CS / CIC)Role Type: ContractorLocation: Remotemicro1 is engaging Medical Coders (CCS / CIC certified) to contribute their expertise to a dynamic project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters.Scope of WorkAnnotate and review inpatient medical records, including admission notes, progress notes, operative reports, consults, lab and imaging results, and discharge summaries, ensuring precise ICD-10-CM and ICD-10-PCS code assignment based on documentation.Identify principal and secondary diagnoses, sequence codes according to guidelines, assign Present on Admission (POA) indicators, and validate MS-DRG assignment, including the identification of CCs and MCCs, to verify and enrich data sets.Apply inpatient-specific coding conventions, such as UHDDS definitions, ICD-10-CM/PCS Official Guidelines for Coding and Reporting, and AHA Coding Clinic guidance, while identifying hospital-acquired conditions (HACs) and patient safety indicators.Collaborate with project stakeholders using both written and verbal communication to clarify requirements, resolve documentation ambiguities, and ensure data integrity.Deliver high-quality feedback on coding guidelines and complex cases to support project workflow improvements and enhance AI model understanding.Ensure accuracy and completeness of all coding-related annotations per current best practices and coding standards.Preferred QualificationsActive AHIMA Certified Coding Specialist (CCS) or AAPC Certified Inpatient Coder (CIC) credential.Thorough expertise in ICD-10-CM, ICD-10-PCS, and MS-DRG methodology with hands-on inpatient coding experience.Experience coding in diverse inpatient settings, such as acute care, teaching hospitals, specialty units, surgical, trauma, oncology, cardiology, and transplant cases.Proficiency in reviewing and coding various types of clinical documentation and addressing complex coding challenges.Strong written and verbal communication skills, demonstrating meticulous attention to detail and clarity.Access to current ICD-10-CM and ICD-10-PCS code sets, Official Coding Guidelines, and MS-DRG grouper tools.

About Micro1: Job DescriptionRole Title: Primary Care PhysicianRole Type: Contractor, RemoteLocation: United statemicro1 is engaging experienced Primary Care / Physician Experts for a remote project focused on reviewing and evaluating real-world healthcare content. In this role, you’ll apply your clinical knowledge and practical experience to assess medical scenarios, provide accurate clinical reasoning, and contribute high-quality expert feedback.Scope of WorkReview and evaluate primary care and general medicine scenarios.Assess patient symptoms, medical histories, clinical findings, and other relevant information.Apply clinical reasoning to identify appropriate differential diagnoses and next steps.Evaluate proposed treatment and patient management approaches based on established clinical practices.Review medical content for accuracy, completeness, and consistency.Identify incorrect, unclear, or potentially misleading clinical information.Provide clear explanations and evidence-based reasoning for your evaluations.Complete structured annotation, evaluation, and quality-review tasks using your healthcare expertise.Preferred QualificationsProfessional experience or demonstrated expertise in Primary Care, Family Medicine, Internal Medicine, General Medicine, or a related clinical field.Relevant medical education, qualifications, or professional certifications are preferred.Strong knowledge of patient assessment, diagnosis, clinical reasoning, and treatment planning.Familiarity with current clinical guidelines and evidence-based medical practices.Prior Human Data experience, such as data labeling, annotation, RLHF, AI model evaluation, or similar work.Strong analytical skills and attention to detail.Clear written and verbal communication skills.

About Micro1: Job DescriptionRole Title: Video Data AnnotatorRole Type: ContractorLocation: Remotemicro1 is engaging Video Data Annotators to contribute expertise and precision to a customer’s project focused on the advancement of artificial intelligence. 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 WorkReview and annotate short video and audio clips, labeling content accurately based on project-specific guidelines.Assess the accuracy and appropriateness of AI-generated descriptions for diverse multimedia content.Evaluate content compliance against clear moderation standards, flagging uncertain or inappropriate material with detailed rationale.Provide clear, concise written feedback highlighting potential inaccuracies or ambiguities in AI outputs.Maintain rigorous attention to detail and consistency in annotation, ensuring data integrity across high volumes of submissions.Collaborate remotely with project managers and fellow specialists to clarify guidelines and support process improvements.Safeguard all project data, adhering strictly to confidentiality and data protection standards.Preferred QualificationsDemonstrated experience with video and audio annotation, content labeling, or content moderation for digital platforms.Strong command of English, with the ability to communicate feedback and findings clearly in written form.Excellent attention to visual and audio detail, with a track record of delivering high-accuracy data annotation.Experience working independently and adapting quickly to changing project requirements or guidelines.Familiarity with guideline-based evaluation and quality assurance practices.Proactive approach to identifying process improvements and sharing best practices with remote collaborators.Commitment to maintaining data confidentiality and ethical handling of sensitive information.

About Micro1: Job DescriptionRole Title: Litigation AttorneyRole Type: ContractorLocation: Remotemicro1 is engaging Litigation Attorneys to contribute expertise to a customer's project focused on managing and resolving complex legal disputes. 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 WorkAnalyze legal disputes and develop comprehensive litigation strategies based on case specifics and applicable law.Conduct in-depth legal research on statutes, regulations, and case law to inform project deliverables.Draft and review a wide range of legal documents, including pleadings, motions, and briefs, for accuracy and relevance.Assess evidence, contracts, and discovery materials to provide critical analysis and insights.Provide clear written and verbal explanations of litigation principles, processes, and best practices for project use.Collaborate with other legal experts to ensure solutions reflect current litigation standards and practices.Deliver detailed case management recommendations and outline procedural strategies for hypothetical or real-life scenarios.Preferred QualificationsJuris Doctor (J.D.) degree from an accredited law school.Active law license in at least one U.S. jurisdiction.Extensive experience in civil or commercial litigation, including case strategy, discovery, and motion practice.Demonstrated excellence in legal research, writing, and analysis.Exceptional written and verbal communication skills, with a focus on clarity and precision.Strong organizational abilities and attention to detail in managing multiple case assignments or deliverables.Experience providing consultation or training on litigation topics is a plus.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: Hospitality Worker (Toast POS User)Role Type: ContractorLocation: Remotemicro1 is engaging hospitality workers to contribute to a customer initiative related to restaurant technology. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters.Scope of WorkAnalyze and provide feedback on Toast POS workflows, including order entry, payment processing, and reporting features.Create scenario-based documentation and step-by-step guides reflecting real restaurant operations using Toast POS.Deliver comprehensive reviews of system functionalities, identifying opportunities for improvement and troubleshooting common pain points.Contribute detailed explanations of best practices for implementing, configuring, and optimizing Toast POS in a variety of restaurant settings.Annotate and evaluate authentic transaction data, menus, and order flows to enhance AI understanding of restaurant POS operations.Facilitate knowledge transfer by clearly articulating Toast POS concepts through both written and verbal communication.Participate in collaborative sessions to refine prompts, tasks, or datasets related to Toast POS and restaurant order management.Preferred QualificationsCurrently employed in hospitality, using Toast POS in daily operations.Deep understanding of operational workflows and how point of sale systems interface with order and payment processes.Exceptional written and verbal communication skills, with a focus on clarity and accuracy.Proven ability to document processes and provide user-friendly explanations for technical and non-technical audiences.Familiarity with various restaurant concepts (quick service, casual, fine dining) and how POS requirements differ among them.Experience training, mentoring, or supporting others in adopting new restaurant technology solutions is a plus.