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How a data entry keyer can use AI, task by task

O*NET 43-9021.00: Data Entry KeyersMedian pay $41,340/year (BLS, May 2025)9 tasksJob Zone 2: Some preparation

Operate data entry device, such as keyboard or photo composing perforator. Duties may include verifying data and preparing materials for printing.

Type your own title and every prompt on this page updates to match. Also called: Data Capture Specialist, Data Entry Clerk, Data Entry Machine Operator, Data Entry Operator, Data Entry Specialist, Data Transcriber, Records Clerk, Underwriting Support Specialist.

Where AI fits in this job

AI-ready 64%AI-assist 30%Stays human 6%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 5 AI-ready, 3 AI-assist and 1 human-led tasks out of 9. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Locate and correct data entry errors, or report them to supervisors.Review & check · Several times a day
  2. Compare data with source documents, or re-enter data in verification format to detect errors.Handle the admin · Several times a day
  3. Store completed documents in appropriate locations.Handle the admin · Several times a day

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Load machines with required input or output media, such as paper, cards, disks, tape, or Braille media.Hands-on work · Weekly

Skills to build & where you could move ↓

AI can draft these 5

AI produces a usable first pass. You review it, fix it and own it.

Locate and correct data entry errors, or report them to supervisors.

Several times a day

AI is a tireless first-pass checker.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 58% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI is a tireless proofreader. It catches inconsistencies, missing fields and errors across documents and data, so your review time goes on what matters.

Ready-to-use prompt

I work as a data entry keyer. Part of my job is to locate and correct data entry errors, or report them to supervisors.

Context: We use Perceptive Software Intelligent Capture and Medical procedure coding software; the work draws on administrative, law and government and customer and personal service.
Records: [paste interview or file data]
Required fields: [list]

Flag missing, inconsistent or unclear items. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Completeness check

Step 1Pick a real example: the next time you locate and correct data entry errors and report them.
Step 2Fill in [Records] and [Required fields] with the real details, then run the prompt.
Step 3Do your usual review too, and note what AI caught and what it missed.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 4.8/5 · core task · O*NET work activity: Check data for recording errors.. Also involves: Provide information to coworkers..

Compare data with source documents, or re-enter data in verification format to detect errors.

Several times a day

AI handles forms, records and routine paperwork for you to verify.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 56% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Forms, records, data entry, scheduling and routine paperwork are where AI saves the most time. It drafts, sorts, extracts and reformats while you verify.

Ready-to-use prompt

I work as a data entry keyer. Part of my job is to compare data with source documents, or re-enter data in verification format to detect errors.

Context: We use Medical procedure coding software and Medical condition coding software.
Data: [sales, records]
System: [software]

Design an entry template and checks. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Data entry template

Step 1Pick a real example: the next time you compare data with source documents.
Step 2Fill in [Data] and [System] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.5/5 · core task · O*NET work activity: Enter information into databases or software programs.. Also involves: Verify accuracy of financial or transactional data..

Compile, sort, and verify the accuracy of data before it is entered.

Several times a day

AI handles forms, records and routine paperwork for you to verify.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 69% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Forms, records, data entry, scheduling and routine paperwork are where AI saves the most time. It drafts, sorts, extracts and reformats while you verify.

Ready-to-use prompt

I work as a data entry keyer. Part of my job is to compile, sort, and verify the accuracy of data before it is entered.

Context: We use Medical procedure coding software and Medical condition coding software.
Purpose: [case, vote count, report, file]
Materials: [paste or list]

Organize into a structured summary with sources and missing items. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Compile documentation

Step 1Pick a real example: the next time you compile, sort, and verify the accuracy of data.
Step 2Fill in [Purpose] and [Materials] with the real details, then run the prompt.
Step 3Use the structure for the next file.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.7/5 · core task · O*NET work activity: Compile data or documentation..

Read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners.

Several times a day

AI handles forms, records and routine paperwork for you to verify.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 80% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Forms, records, data entry, scheduling and routine paperwork are where AI saves the most time. It drafts, sorts, extracts and reformats while you verify.

Ready-to-use prompt

I work as a data entry keyer. Part of my job is to read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners.

Context: We use Medical procedure coding software and Medical condition coding software.
Data: [sales, records]
System: [software]

Design an entry template and checks. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Data entry template

Step 1Pick a real example: the next time you read source documents.
Step 2Fill in [Data] and [System] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.5/5 · O*NET work activity: Enter information into databases or software programs..

Maintain logs of activities and completed work.

Several times a day

AI writes the first draft from your notes; you check every fact.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 97% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a data entry keyer. Part of my job is to maintain logs of activities and completed work.

Context: We use Medical procedure coding software and Medical condition coding software.
Records: [orders, archives]
Needs: [retrieval, audit]

Draft a record format and filing scheme. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Operational record keeping

Step 1Pick a real example: the next time you maintain logs of activities and completed work.
Step 2Fill in [Records] and [Needs] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.2/5 · O*NET work activity: Maintain operational records..

AI can help you prep these 3

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Store completed documents in appropriate locations.

Several times a day

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a data entry keyer. Part of my job is to store completed documents in appropriate locations.

Context: We use Medical procedure coding software and Medical condition coding software.
Records: [type, volume]
Rules: [retention schedule, legal requirements]

Make a storage, retrieval and disposal plan with a log template. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Records storage and retention

Step 1Pick a real example: the next time you store completed documents in appropriate locations.
Step 2Fill in [Records] and [Rules] with the real details, then run the prompt.
Step 3Check the retention periods against your official schedule before destroying anything.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.4/5 · core task · O*NET work activity: Store records or related materials..

Select materials needed to complete work assignments.

Several times a day

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a data entry keyer. Part of my job is to select materials needed to complete work assignments.

Context: The work draws on administrative, law and government and customer and personal service.
Project or problem: [describe]
Objectives: [goals]

List resources, staff and funding needed. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Resource needs

Step 1Pick a real example: the next time you select materials.
Step 2Fill in [Project or problem] and [Objectives] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.4/5 · core task · O*NET work activity: Select resources needed to accomplish tasks..

Resolve garbled or indecipherable messages, using cryptographic procedures and equipment.

Weekly

AI helps you prepare clearer wording and likely questions.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 70% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a data entry keyer. Part of my job is to resolve garbled or indecipherable messages, using cryptographic procedures and equipment.

Context: The work draws on administrative, law and government and customer and personal service.
Text: [paste, no personal data]
Language and audience: [describe]

Translate and note terms that need a human check. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Translation helper

Step 1Pick a real example: the next time you resolve garbled or indecipherable messages (this week).
Step 2Fill in [Text] and [Language and audience] with the real details, then run the prompt.
Step 3Have a qualified translator check anything important.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 3.4/5 · O*NET work activity: Translate information for others..

These stay human 1

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: once a week or more but not every day · Contact with others: contact with others most of the time

Load machines with required input or output media, such as paper, cards, disks, tape, or Braille media.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a data entry keyer. Part of my job is to load machines with required input or output media, such as paper, cards, disks, tape, or Braille media.

Context: The work draws on administrative, law and government and customer and personal service.
Machines: [billing, mailing, copying]
Job: [describe]

List setup, run and check steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Office machine routine

Step 1Pick a real example: the next time you load machines (this week).
Step 2Fill in [Machines] and [Job] with the real details, then run the prompt.
Step 3Run a test batch before the full job.

Importance 3.5/5 · O*NET work activity: Operate office equipment..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Reading Comprehensionimportance 3.6/5
    Used in: Processing Information
  • Critical Thinkingimportance 2.9/5
    Used in: Working with Computers
  • Complex Problem Solvingimportance 2.9/5
    Used in: Working with Computers
  • Active Listeningimportance 3.4/5
    Used in: Making Decisions and Solving Problems

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Getting into this job

High school diploma is most common (59% of workers)

  • High school or less 59%
  • Certificate or some college 30%
  • Associate's 11%
  • On-the-job training: 1–3 months
  • Related experience: 1–2 years

What workers in this job report, from O*NET surveys (typical values). Some of these estimates are lower precision.

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Google DocsIntuit QuickBooksMicrosoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft OutlookMicrosoft PowerPointMicrosoft WordSAP software

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