Home / Jobs / Data Entry Clerk

Will AI replace Data Entry Clerk?

OCR plus language models can extract, validate, and route structured data from almost any document format with minimal supervision. This role has been shrinking for a decade; AI just finished the job.

Role analysis · modeled exposure, not guaranteed job loss
HIGH TASK EXPOSURE
76%
Estimated share of representative tasks exposed to current AI capabilities.
Task automation shareⓘ
76%Automatable
Automatable76%
Augmentable8%
Hard to automate16%
Based on analysis of representative responsibilities and current AI capability maturity.
Category#
Tech
Engineering & Product
Base salary (US)$
$38,000/yr
National average for this role
Time until impact⌁
0–2 years
Earliest 2026 · widespread 2026–2027
Task-level replaceability ⓘ
Representative tasks ranked from highest to lowest AI exposure.
◇Pull structured fields from any document format86%
⚙Validate entries against business rules72%
▥Flag anomalies for human review57%
⌁Route records automatically by type51%
✦Judgment on genuinely ambiguous or fraudulent records8%
Impact timeline ⓘ
How AI assistance may move from early support to wider adoption.
2026Next2026–2027
Early impactAI assists with pull structured fields from any document format.
Role compressionRoutine workload shifts to AI-assisted systems.
Wider adoptionHuman work concentrates on judgment on genuinely ambiguous or fraudulent records.
0–2 yearsdirectional confidence window
HOW AI CHANGES THIS JOBtyping the logic in plain English
01>Start with the real work done by Data Entry Clerk.
02>AI can help with: Pull structured fields from any document format.
03>If a task is repetitive and easy to check, AI pressure goes up.
04>But a person is still needed for: Judgment on genuinely ambiguous or fraudulent records.
05>Likely result: This role may shrink or change quickly, but job loss is not guaranteed.
06>Important: 76% is estimated task exposure—not a 76% chance of losing the job.
What AI can do
Pull structured fields from any document formatHIGH MATCH
Validate entries against business rulesMEDIUM-HIGH
Flag anomalies for human reviewMEDIUM
Route records automatically by typeMEDIUM
How estimates work →
Your human moat
◆

Judgment on genuinely ambiguous or fraudulent records

MODERATE

Combined with context and accountability, this keeps a human in the loop.

Strength6.3
Similar-role comparison
RoleRisk
Data Entry Clerk76%
Prompt Engineer76%
QA Manual Tester83%
SOC Analyst64%
i

Why this score?

✓The model evaluates 4 representative core tasks.
✓A large share of the work is digital and repeatable.
✓The role profile is mapped to current AI capabilities.
✓The strongest human advantage is judgment on genuinely ambiguous or fraudulent records.
Research basis

O*NET 30.3 occupation tasks plus the ILO 2025 exposure framework. Scores are directional estimates.

Read ILO research →
Data: O*NET 30.3 · Model framework: ILO 2025About O*NETShare report
← back to the job list

Related Tech job reports

Prompt Engineer · 76% exposureQA Manual Tester · 83% exposureSOC Analyst · 64% exposure