ContractRemoteExpired

Data Entry Keyer

micro1 is engaging Data Entry Keyers to contribute to a customer's advanced AI benchmark 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. The engagement focuses on creating realistic data entry and validation challenges, developing complex datasets, and evaluating AI agents for accuracy, completeness, and reliable error detection.

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Salary

$20 - $35 / hour

Department

Data Entry & Quality Assurance

Experience

3+ years

Responsibilities

Design and produce expert-level evaluation tasks that simulate real-world data entry and validation challenges for AI agents.
Construct and curate large, complex datasets including CSVs, PDFs, spreadsheets, and technical documents containing realistic errors such as malformed records, missing data, and inconsistent formats.
Define the correct final state for each task, specifying exact error cases and reconciliation requirements that an AI must address.
Author detailed grading rubrics with 35 or more criteria for assessing AI agent outputs, focusing on both accuracy and completeness in error detection.
Ensure all authored tasks mirror the authentic complexity and standards of highly regulated or audit-sensitive environments.
Collaborate asynchronously through precise written and verbal communication to iterate and refine evaluation materials.

Skills

Data EntryAccuracy DisciplineError DetectionData ValidationFormat ReconciliationAttention to DetailQuality AssuranceData IntegrityDataset CurationTechnical DocumentationGrading Rubric DevelopmentAudit-Sensitive Data Handling

Requirements

Extensive experience in data entry, quality assurance, or data validation within regulated or audit-sensitive domains such as healthcare claims, finance back office, or legal operations.
Demonstrated ability to achieve and document high accuracy standards, including measurable error rates and outcomes.
Strong skills in detecting and analyzing data inconsistencies, silent truncations, and formatting irregularities across diverse file types.
Proficient written English, enabling clear drafting of complex evaluation tasks and comprehensive grading rubrics.
Exceptional attention to detail and a disciplined, process-oriented work style.
Experience contributing to projects with high stakes for compliance, accuracy, or data integrity is highly valued.
Comfort working independently and communicating proactively within remote, distributed project environments.

Benefits

Remote contractor opportunity
Contribute data entry and validation expertise to next-generation AI training
Help develop advanced AI benchmark tasks and evaluation datasets
Work on realistic data quality, error detection, and reconciliation challenges
Output-based compensation for tasks meeting project specifications
Opportunity to influence AI accuracy and data integrity in high-stakes environments

Data Entry Keyer

Responsibilities

Design and produce expert-level evaluation tasks that simulate real-world data entry and validation challenges for AI agents.

Construct and curate large, complex datasets including CSVs, PDFs, spreadsheets, and technical documents containing realistic errors such as malformed records, missing data, and inconsistent formats.

Define the correct final state for each task, specifying exact error cases and reconciliation requirements that an AI must address.

Author detailed grading rubrics with 35 or more criteria for assessing AI agent outputs, focusing on both accuracy and completeness in error detection.

Ensure all authored tasks mirror the authentic complexity and standards of highly regulated or audit-sensitive environments.

Collaborate asynchronously through precise written and verbal communication to iterate and refine evaluation materials.

Requirements

Extensive experience in data entry, quality assurance, or data validation within regulated or audit-sensitive domains such as healthcare claims, finance back office, or legal operations.

Demonstrated ability to achieve and document high accuracy standards, including measurable error rates and outcomes.

Strong skills in detecting and analyzing data inconsistencies, silent truncations, and formatting irregularities across diverse file types.

Proficient written English, enabling clear drafting of complex evaluation tasks and comprehensive grading rubrics.

Exceptional attention to detail and a disciplined, process-oriented work style.

Experience contributing to projects with high stakes for compliance, accuracy, or data integrity is highly valued.

Comfort working independently and communicating proactively within remote, distributed project environments.

Benefits

Remote contractor opportunity

Contribute data entry and validation expertise to next-generation AI training

Help develop advanced AI benchmark tasks and evaluation datasets

Work on realistic data quality, error detection, and reconciliation challenges

Output-based compensation for tasks meeting project specifications

Opportunity to influence AI accuracy and data integrity in high-stakes environments