Will AI replace Data Entry Keyers?

No exposure score can predict whether AI will replace this role. The 82/100 score means our current model estimates very high task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role's Very High score and automation-heavy task mix point in the same direction as the study's highest-exposure automation cohort. The measures are not identical, so the study result is context rather than a direct forecast for this role.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

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Role snapshot

What this role usually involves

O*NET 29.1 exact occupation

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

Common titles

Data Capture SpecialistData Entry ClerkData Entry OperatorData TranscriberData Entry Machine OperatorData Entry Specialist

O*NET job-zone preparation

Job Zone 2 · Job Zone 1-2: Very Little to Some Preparation Needed Usually requires a high school diploma or GED, though some occupations may not. Some occupations may need little or no previous experience; others require several months to a year of experience.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

Reading ComprehensionMonitoringTime ManagementWritingEnglish LanguageAdministrative

Work context

Repeating tasksDecision latitudeFrequent contact with othersIndoor controlled settingConsequence of error

Source: O*NET 29.1 exact occupation - Data Entry Keyers, SOC 43-9021.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

Data Entry Keyers tasks, by AI exposure

We analyzed all 9 Data Entry Keyers tasks - 8 automatable and 1 augmentable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

Relatedness shows how reachable a move may be. A path is labeled lower exposure only when its score is at least 6 points lower; every row shows the measured difference.

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