Data entry clerk screening questions: accuracy, keystroke rates, source documents and confidentiality
On this page
Data entry clerk screening questions should find out what the candidate actually keyed (claims, invoices, orders, survey forms, medical records), how fast and how accurately in a unit the client uses, how they checked their own work, and how they handled confidential data. Speed gets most of the attention, but a clerk at 12,000 keystrokes per hour with a 2% error rate creates more cleanup than one at 9,000 with almost none. Ask about errors first.
This bank is for recruiters filling data entry, data input and records processing roles, onsite or remote, temp or permanent. If the job is mostly front desk and scheduling, use the administrative assistant screening questions. If the clerk codes diagnoses or works claims denials, the job is closer to medical billing and coding; if they key and match invoices, borrow from the accounts payable specialist questions.
Get the client's numbers before you screen
Data entry is measured, and clients measure it differently. Before the first call, ask the client for:
- The unit. Words per minute (WPM) for text, keystrokes per hour (KPH) for mixed fields, 10-key KPH for numbers.
- The current standard. What their existing clerks hit after training, and the accuracy target.
- The source. Paper, scanned images, PDFs, handwriting, phone calls or an OCR exceptions queue.
- The system. An ERP, an electronic health record, a CRM, a web portal or spreadsheets.
- The data. Whether it includes Social Security numbers, health information, card data or bank details.
A conversion you can do on the call: typing tests usually count a word as five keystrokes, so WPM is about KPH divided by 300. As an example, a candidate who says "10,000 an hour" on alphanumeric work is typing at roughly 33 WPM. Do not convert 10-key rates, which are numeric only.
Knockout questions
| Question | What a strong answer sounds like | Red flag |
|---|---|---|
| 1. The role is [hours], with a production standard of [rate and accuracy] after [weeks] of training. Does that work for you? | Yes, and asks how the standard is measured. | Expects to set their own hours on a role with fixed shifts. |
| 2. (Remote roles) Do you have a private workspace, a computer that meets [spec] and wired or stable internet of at least [speed]? | Yes, with specifics. Understands why screens cannot be visible to others when data is confidential. | Plans to work from a shared table in a café or on a phone. |
| 3. This client runs a background check because the data includes [type]. Are you comfortable with that? | Yes. Knows a form and authorization will follow. | None from the hesitation alone. Do not ask about records here; see the legal section. |
| 4. The job means keyboard work for most of the shift. Can you perform it, with or without accommodation? | Yes, or asks to discuss an accommodation. | None. Do not ask about health conditions. |
Accuracy and speed questions
| Question | What a strong answer sounds like | Red flag |
|---|---|---|
| 5. What was your rate at your last job, in what unit, and how was it measured? | "About 11,000 KPH on order forms, measured by the system per batch." Knows the difference between WPM and KPH. | Quotes a typing website score as job production. |
| 6. What was your accuracy target, and how did quality control find your errors? | A target, a sampling or double-key process, and their own typical result. | "I don't make mistakes." |
| 7. Tell me about an error you made that reached a customer or a report. What happened next? | A specific error, how it was found, how they fixed it and what they changed in their routine. | Cannot recall any error in years of keying. |
| 8. The source document is illegible or two fields contradict each other. What do you do? | Flags it through the exception process, does not guess, notes the record for follow-up. | Enters their best guess to keep the rate up. |
| 9. You notice a record already exists in the system with a slightly different name. What do you do? | Checks other identifiers (date of birth, account number, address) and follows the duplicate procedure. | Creates a new record anyway. |
Systems and tools questions
| Question | What a strong answer sounds like | Red flag |
|---|---|---|
| 10. Which systems did you enter data into, and which screens did you use most? | Names the system and the screens or fields, such as order entry, patient registration or vendor master. | "A database," with no name or screen. |
| 11. In Excel or Google Sheets, how would you find which of 2,000 rows are missing from another list? | A lookup (VLOOKUP, XLOOKUP or MATCH) or conditional formatting, then a filter on the blanks. | Would check each row by eye. |
| 12. Have you worked an OCR or automated capture exceptions queue? | Explains that they corrected fields the software could not read and how confidence flags worked. | Claims automation experience but cannot describe what they did. |
| 13. Do you use keyboard shortcuts or a 10-key pad? Show me how you'd move between fields. | Tab and shortcut habits, touch typing on the 10-key without looking. | Mouses between every field. |
Confidentiality and focus questions
| Question | What a strong answer sounds like | Red flag |
|---|---|---|
| 14. What confidential data have you handled, and what rules did you follow? | Names the data type and the rules: clean desk, locked screen, no copies, shredding, need-to-know access. Health care clerks mention HIPAA training, which covered entities must give their workforce under 45 CFR 164.530(b). | Took work documents home or emailed files to a personal account "to finish up". |
| 15. Someone calls claiming to be a manager and asks you to read back a customer's account number. What do you do? | Declines, verifies through the known channel, reports it. | Reads it out because the caller sounded senior. |
| 16. How do you keep accuracy up in the last hour of a long batch? | Breaks between batches, re-checks totals, uses control counts. | "I just push through faster at the end." |
A 10-minute phone-screen flow
- Minute 0 to 1: the data, the system, the hours, onsite or remote, pay and the production standard.
- Minutes 1 to 3: knockouts 1 to 4.
- Minutes 3 to 6: questions 5, 6 and 8.
- Minutes 6 to 8: question 10, and 11 for spreadsheet-heavy roles or 12 for capture queues.
- Minutes 8 to 10: question 14, then book the skills test.
The test is the real screen. Use a sample of the client's own document types, with personal data replaced, timed, and score both rate and errors. Give every candidate the same test. For remote roles, confirm identity at the test and the first day; see the remote candidate screening questions.
Scoring the screen
Pass or fail: can work the schedule and meet the production standard after training; remote setup meets the spec where relevant; accepts the client's background process.
Scored 0 to 2 each (10 possible):
- Accuracy habits and a believable error history.
- Rate in the client's unit, consistent with the test.
- Exception handling: flags rather than guesses.
- System and spreadsheet skill.
- Confidentiality habits.
Legal cautions
This section summarizes rules as of October 2026 and is not legal advice.
- Typing and skills tests. EEOC guidance on employment tests says tests should be validated for the job, employers should look for alternatives with less adverse impact, and applicants with disabilities may need reasonable accommodation to take a test. Use the client's real work, the same test for everyone, and a cutoff the client can justify.
- Background checks. Under the Fair Credit Reporting Act, the FTC says employers must give a written, standalone disclosure and get permission before ordering a report, and give a pre-adverse action notice with a copy of the report and a summary of rights before rejecting someone because of it. Many states and cities also limit criminal history questions.
- Age. Do not assume older candidates are slower or younger ones more accurate. The test result is the evidence.
- Remote location. Ask whether the candidate is authorized to work in the U.S. and can work from a location the client allows, not where they are from. The full list of questions to avoid is in illegal interview questions.
Questions people ask
What typing speed should a data entry clerk have?
There is no universal number, and speed without accuracy is worthless in this job. Ask the client what rate their current clerks hit, in which unit (words per minute, keystrokes per hour or 10-key keystrokes per hour), at what accuracy, and on what kind of document. Then test every candidate on the same realistic sample rather than a generic typing site.
How do I convert keystrokes per hour to words per minute?
Typing tests usually count a word as five keystrokes, so words per minute is roughly keystrokes per hour divided by 300. For example, 9,000 keystrokes per hour is about 30 words per minute. Numeric 10-key rates are normally quoted only in keystrokes per hour and should not be converted.
Can I give data entry candidates a typing test?
Yes, if it reflects the real job and every candidate gets the same test under the same conditions. EEOC guidance says tests should be job related and validated for the position, and candidates with disabilities may need a reasonable accommodation to take one.
Do data entry clerks need a background check?
Many clients require one when clerks handle Social Security numbers, health information or financial data. If a background check company runs it, the Fair Credit Reporting Act requires a standalone written disclosure and the candidate's authorization first, and a pre-adverse action notice before rejecting someone because of the report.