CONTRACTORRemoteActive
Data Entry Keyer
micro1 is engaging Data Entry Keyers to contribute to an advanced AI benchmark project. Contributors will apply expertise in data entry, validation, error detection, and format reconciliation to create realistic evaluation tasks for next-generation AI systems. The work includes constructing complex datasets across CSVs, PDFs, spreadsheets, and technical documents; introducing realistic data errors; defining correct final states; and authoring detailed grading rubrics with 35+ criteria. Compensation is output-based, with payment provided per task that meets project specifications. Minimum submission requirements and weekly task expectations apply. Selected experts are expected to begin within 24–48 hours after onboarding.
Salary
USD20 - USD35 / hour
Department
Data Quality & AI Evaluation
Experience
Extensive experience in data entry, quality assurance, or data validation, preferably within regulated or audit-sensitive environments such as healthcare claims, finance back office, or legal operations
Curated by Farooq77 Jobs
Role fit snapshot
- Engagement
- Remote contractor | micro1 application platform
- Experience
- Recorded experience: Extensive experience in data entry, quality assurance, or data validation, preferably within regulated or audit-sensitive environments such as healthcare claims, finance back office, or legal operations
- Core expertise
- Data Quality & AI Evaluation | Data Entry | Data Validation | Data Accuracy
- Expected work/output
- Evaluation tasks | Grading rubrics
- Geographic eligibility
- Not specified beyond Remote
- Listing dates
- Posted 2026-09-17 | Valid through 2026-10-17
- Compensation
- Recorded compensation: $20-$35/hourOutput-based compensation is also recorded in the listing.
Responsibilities
- Design and produce expert-level evaluation tasks simulating real-world data entry and validation challenges.
- Construct and curate large, complex datasets using CSVs, PDFs, spreadsheets, and technical documents.
- Introduce realistic errors such as malformed records, missing data, and inconsistent formats.
- Define the correct final state for each evaluation task.
- Specify exact error cases and reconciliation requirements that AI agents must address.
- Author detailed grading rubrics containing 35 or more criteria.
- Evaluate AI agent outputs for accuracy and completeness in error detection.
- Ensure tasks reflect the complexity and standards of regulated or audit-sensitive environments.
- Collaborate asynchronously through precise written and verbal communication.
- Iterate and refine evaluation materials based on project feedback.
- Document accuracy standards, measurable error rates, and outcomes where applicable.
- Review data for inconsistencies, silent truncations, and formatting irregularities.
- Meet minimum weekly task submission requirements.
- Begin assigned tasks within 24–48 hours after completing onboarding if selected.
Skills
Data EntryData ValidationData AccuracyAccuracy DisciplineError DetectionFormat ReconciliationAttention to DetailQuality AssuranceData QualityData IntegrityError AnalysisMalformed Record DetectionMissing Data DetectionInconsistent Format DetectionSilent Truncation DetectionCSV DataPDF DataSpreadsheet DataTechnical DocumentsDataset CurationDataset ConstructionEvaluation Task DesignAI BenchmarkingGrading Rubric DesignAI Agent EvaluationWritten EnglishVerbal CommunicationProcess-Oriented WorkComplianceAudit-Sensitive OperationsHealthcare ClaimsFinance Back OfficeLegal OperationsRemote Collaboration
Requirements
- Extensive experience in data entry, quality assurance, or data validation.
- Experience in regulated or audit-sensitive domains such as healthcare claims, finance back office, or legal operations is preferred.
- Ability to achieve and document high accuracy standards.
- Ability to measure and report error rates and outcomes.
- Strong skills in detecting data inconsistencies and formatting irregularities.
- Ability to identify silent truncations across diverse file types.
- Proficiency with CSVs, PDFs, spreadsheets, and technical documents.
- Proficient written English.
- Ability to draft complex evaluation tasks and comprehensive grading rubrics.
- Exceptional attention to detail.
- Disciplined and process-oriented work style.
- Experience with compliance, accuracy, or data-integrity-sensitive projects is highly valued.
- Ability to work independently in a remote environment.
- Proactive communication within distributed project teams.
- Ability to meet minimum weekly task submissions.
- Availability to start promptly after onboarding.
- No prior AI experience is required.
Benefits
- Fully remote contractor opportunity.
- Listed compensation range of $20–$35 per hour equivalent.
- Output-based compensation paid per task meeting project specifications.
- Opportunity to contribute data-entry and validation expertise to advanced AI benchmarking.
- Opportunity to design realistic AI evaluation tasks and complex datasets.
- Opportunity to create detailed grading rubrics for AI agent assessment.
- Work involving data accuracy, error detection, reconciliation, and data integrity.
- Flexible workflow based on expert experience and task completion.
- Remote asynchronous collaboration with the project team.
- Roles are typically filled within 48 hours.
- Expected task start within 24–48 hours after onboarding if selected.
- No prior AI experience required.
Before you apply
- Confirm that your location is eligible for the role.
- Confirm the employment or contract type.
- Verify the current compensation at the official source.
- Review the required skills and experience.
- Check that the listing is still open before applying.
- Never pay a fee to submit a job application.