LO
Data entry clerk — tasks, one by one
The unit of analysis is the task, not the job title. Each one below carries its direction, whether the judgement rests on evidence or on platform inference, the reasoning, and what it does not establish.
Every task on this page#
Keying data from documents
Automating✓ Evidence-backedTyping data from paper forms, scans and statements into systems.
Machines now read much of this, but slowly and not all of it. Morningstar says it deploys AI-powered data collection and ingestion with human-in-the-loop governance. The IRS's digitisation pilots processed about 3.8 million (7 percent) of 53.3 million paper returns, and in the 2025 filing season contractors had scanned 5 percent. In a Census Bureau test, character recognition matched keyed values about 73 percent of the time and sent the rest to a keyer.
A company's description of its own operations, one agency's audit and an older test; none counts how many keying jobs have gone.
Verifying and correcting records
Being augmented✓ Evidence-backedChecking entered data against the source and fixing errors.
Checking remains necessary because machine extraction is not reliable on its own. On ExtractBench, frontier models produced 0% valid output on a 369-field financial reporting schema, and on one domain 90% valid output but only a 12.5% pass rate. On invoices, the best model reached 96.50% accuracy on clean invoices and 87.46% on scanned receipts — good, but short of what records need without review.
Benchmarks, one by a company that sells document products; they do not measure how much checking work remains in practice.
Handling exceptions
Still human-led≈ Platform inferenceDealing with documents the system cannot read, sensitive data and unusual cases.
The systems that automate capture are built to hand the hard cases to people. An outsourcing firm says its document processing is paired with dedicated human-in-the-loop exception handling, and that in regulated industries automated workflows still require dedicated human oversight. In the Census test, fields the software could not read with confidence went to a keyer.
A firm describing the service it sells and an older government test; how many exception-handling roles exist is not measured.
Opening mail and preparing documents
Automating≈ Platform inferenceOpening, sorting and preparing paper for scanning or keying.
Digitising incoming mail reduces this work, though someone still handles the paper. The outsourcing firm says its offerings reduce the need for dedicated mailroom personnel who open, review and sort documents; the IRS's contractors must still recruit staff to receive and open mail.
A vendor's claim about its own service and one audit; neither counts mailroom jobs.