Psychometric Norm Group Manual Match

Check whether a quoted test percentile has the manual and comparison group needed for interpretation. Preparation only, not an account action.

What to provide

Test/version ID, manual excerpt, candidate raw score, norm group, qualified reviewer evidence.

How it works

1. Match test and version to its manual.
2. Record the comparison group and score interpretation rules.
3. Keep unknown norms or mismatched versions uninterpreted.
4. Return missing evidence for trained review; do not diagnose or rank candidates.

The output

test | version | manual | raw_score | norm_group | interpretation_basis | hold

Worked fictional example

Fictional raw score18 is accompanied by an85th-percentile claim but no norm table or group. Preserve18; hold85th-percentile interpretation. A graduate norm table does not automatically validate an experienced-role comparison.

Checks and limits

Keep source versions and original values. Unknowns stay unknown. Use qualified review for regulated, legal or hiring decisions. No live account compatibility test, send, share, schedule, ledger change or payment is authorized.

More recruiters workflows · How-to guides

Method: reviewed source. Demand lead: Oct13 live AIS Search Console: marketing Copilot37 impressions, Planable/Claude43, Planable/ChatGPT24, campaignbrief12, investoragent19, MuseIndia103. Social calendar/reporting topics follow parent-query leads; other professions follow documented workflow needs, not measured exact intent. Site impressions are not monthly volumes; exact topic volume is unmeasured. Checked October 13, 2026.