Check data for recording errors.

Check data for recording errors. is a detailed work activity in O*NET — a concrete unit of work shared across 9 occupations and seen in 10 occupation-specific tasks. It rolls up into the broader work activity Evaluate the quality or accuracy of data. in Processing Information .

Detailed work activities are the most granular shared layer in O*NET's work-activity hierarchy (Generalized → Intermediate → Detailed → occupation-specific task). The figures below describe how this activity shows up across the economy and what independent studies measure about AI and this kind of work — not a prediction that the work will be automated.

AI exposure

Of the 10 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 10 (100%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

The Anthropic Economic Index observes real AI use on 2 of these tasks, with a mean mapped-usage share of 0.004% per task.

Exposure estimates overlap with model capabilities — whether a model could speed the task up — not whether the work will be done by software. Observed AI use is augmentation and assistance today, not jobs replaced.

Member tasks

Occupation-specific tasks O*NET maps to this detailed work activity, most important first.

• Locate and correct data entry errors, or report them to supervisors. · Data Entry Keyers · importance 4.8 · direct LLM exposure
• Prepare insurance claim forms or related documents, and review them for completeness. · Insurance Claims and Policy Processing Clerks · importance 4.8 · direct LLM exposure
• Check source data to verify completeness and accuracy. · Statistical Assistants · importance 4.4 · direct LLM exposure
• Review data obtained from interview for completeness and accuracy. · Interviewers, Except Eligibility and Loan · importance 4.3 · direct LLM exposure
• Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used. · Statistical Assistants · importance 4.2 · exposure with tools
• Prepare, maintain, and review purchasing files, reports and price lists. · Procurement Clerks · importance 4.2 · exposure with tools
• Complete, verify, and process forms and documentation for administration of benefits, such as pension plans, and unemployment and medical insurance. · Payroll and Timekeeping Clerks · importance 4.1 · direct LLM exposure
• Verify the accuracy and validity of data entered in databases, correcting any errors. · Social Science Research Assistants · importance 4.0 · direct LLM exposure
• Gather records pertinent to specific problems, review them for completeness and accuracy, and attach records to correspondence as necessary. · Correspondence Clerks · importance 4.0 · direct LLM exposure
• Compute, record, and proofread data and other information, such as records or reports. · Office Clerks, General · importance 3.8 · direct LLM exposure

Occupations that perform this

• Data Entry Keyers
• Insurance Claims and Policy Processing Clerks
• Statistical Assistants
• Interviewers, Except Eligibility and Loan
• Procurement Clerks
• Payroll and Timekeeping Clerks
• Social Science Research Assistants
• Correspondence Clerks
• Office Clerks, General

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-check-data-for-recording-errors,
  title  = {Check data for recording errors.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/detailed-activities/check-data-for-recording-errors}
}