Good Manufacturing Practice and Documentation Assessment for Production, Quality and Packing TeamsTwo ways to be wrong about a batch record, and only one of them reaches a patient.
Thirty-eight original exercises about the record in front of you and the decision it supports, keyed to internationally convergent good manufacturing practice rather than to any one country's rules — with a report that counts your two errors apart and prints the price of each.
A report that counts letting through and over-holding separately, and prints what each one costs
The Good Manufacturing Practice and Documentation Assessment is a thirty-eight exercise knowledge check of what current good manufacturing and documentation practice requires of a record, an event or a batch, for production, quality and packing staff in pharmaceutical, food, cosmetics and medical-device manufacturing. It reports two error counts, letting through and over-holding, and never averages them.
Most GMP training ends in a pass mark, and a pass mark hides the thing that matters on a line: which way you are wrong. Somebody who backdates a missed entry and somebody who quarantines a batch over a proper correction can score the same percentage. The first error can reach a patient. The second costs an investigation, a delay and a colleague's afternoon. They are not the same error and this report refuses to add them together.
Every decision exercise is a release-or-hold call, and every wrong answer on one is classified on the item itself as a let-through or an over-hold. A cost matrix, printed on the report and in the technical note, prices a let-through at six units and an over-hold at three. That ratio is a value judgement, not a measurement, which is exactly why it is on the page where you can disagree with it. It was also calibrated: at two units an over-hold was cheap enough that holding everything beat the typical respondent, so the price was raised until neither fixed habit did.
The exercises are keyed to the principle, never to a clause number, a national form or a jurisdiction-specific threshold: contemporaneous recording, second-person verification, no backdating, corrections that keep the original readable, containment before the report, a retest that is valid only after a documented laboratory error. The five parts are data integrity and the ALCOA+ principles, batch record practice, deviations and corrective action, contamination and mix-up control, and the release decision. Five formats are interleaved so no format runs for long.
Each column of the report carries its own count, its own cost sentence, one of your own answers with what good practice required instead, and its own if-then fix. Beneath the two columns the report says which of the two you do more and what that habit cost at the printed ratio. The two fixed habits, hold everything and release everything, are priced on the same exercises and printed beside your figures so you can see that caution is not being rewarded for its own sake.
Every figure is corrected against an answer prior declared on every option, so zero is what a typical respondent scores and not half marks, and every figure carries its standard error band, drawn and written in words. The five parts each have fewer than eight exercises, so they carry a placement and no number, and the report prints that refusal in its reliability table rather than rounding a figure up. It is not a qualification and the report says so before it shows any number.
What you walk away with
Late entries and backdating, who signs, what a remembered value is worth, when a verified true copy may replace an original, and what an audit trail preserves.
What a proper correction looks like, what a witness signature claims, what an unused field should say, and which entries a reviewer must leave alone.
What is a deviation and what is not, containment before the report, what closes a deviation, and why an action is not effective until it has been checked.
A line clearance that missed a carton, alert level against action level, clean-hold time, and which control addresses which risk.
A retest after a proven laboratory error, an averaged pass, a missing page, twelve labels that cannot be found, and which of them stops a release.
How many things you let through, how many you held for no reason, what each cost at the printed ratio, and which of the two you do more.
Inside your report
Illustrative sample — your report is generated from your own responses.
typical about 10.9
typical about 18.5
Two columns, one per error, each with its own count, band, worked example from your own answers and its own fix. The expensive column is heavier on the page and says the ratio in words. Beneath them, one line: which of the two you do more, and what that habit costs at the printed ratio.
| You decide | Should release | Should hold |
|---|---|---|
| Release | 0 | 6 |
| Hold | 3 | 0 |
| Habit | Units | Figure |
|---|---|---|
| Hold everything | 144 | -19 |
| Release everything | 192 | -59 |
| Typical respondent | 121 | 0 |
| You | 108 | +11 |
A let-through costs twice an over-hold. That is a value judgement, so it is on the page rather than in the code, and it was calibrated: the two fixed habits are priced on the same exercises you answered, and the over-hold price was set so that holding everything does not beat the typical respondent.
Built for
- Production, packing and quality control staff who fill in, witness or review batch records
- Quality assurance reviewers and release staff who decide what stops a batch and what does not
- Contract manufacturers and their customers who want a plain measure of documentation judgement before an audit
- Learning and development teams in regulated plants who need to know which error direction their people lean toward, not just a pass rate
Find out which way you are wrong about a record
38 exercises across five formats · about 35 minutes · two error columns, the cost matrix in the open, and one thing to change on your next shift.
₹999 (incl. GST) · assessment and full report, nothing further to pay
Frequently asked questions
No. It is a knowledge check keyed to internationally convergent good manufacturing practice principles. It confers nothing, satisfies no regulatory or customer requirement anywhere, and does not make anybody a qualified person, a reviewer or a releasing authority. The report says so in its first block, before any number.
No, deliberately. Every exercise asks what the principle requires — contemporaneous recording, second-person verification, no backdating, corrections that keep the original readable — and names no clause number, national form or jurisdiction-specific threshold. A site whose procedure is stricter than the principle is not marked wrong. The methodology note names the published sources, including the World Health Organization, PIC/S and ICH guidance, cited factually with no affiliation claimed.
Because the two errors are not equal. Letting through a defective record or product can reach a patient or a consumer; holding an acceptable one costs an investigation and a delay. The report counts each separately, prices each against a cost matrix printed on the page, and never averages them. A cost-weighted figure is printed beneath the pair, labelled as a consequence of the printed prices rather than a measurement of you.
No, and the report shows why. The fixed habit of holding everything is priced on the same exercises you answered and printed beside your figures. It lets nothing through and pays for every acceptable thing it stopped, and the over-hold price was set so that it does not beat the typical respondent. The same is done for releasing everything.
About thirty-five minutes for thirty-eight exercises. ₹999 in India, inclusive of GST, or US$9.99 elsewhere, one time, for the sitting and the full report. It is free to retake, and the report names the change in each error column that would count as a real change after about ninety days.
Each one takes a single capability, puts you inside the situations where it is actually tested, and scores your choices against published evidence — with a report designed for that capability alone, not a template. They span hiring, compliance, education, operations and personal skill.
Browse the catalogue →Methodology: Thirty-eight original exercises across five formats: twelve single-choice decisions, eight select-every-that-applies exercises, eight binary claims, five matching exercises and five ordering exercises, interleaved so that no format runs for more than three items. One response instruction is declared for the whole instrument and it is a KNOWLEDGE instruction: every exercise asks what good manufacturing practice requires, never what the respondent would do. Construct statement: this instrument measures whether a person knows what current good manufacturing and documentation practice requires of a record, an event or a batch, and whether they can tell a record that must stop a release from one that should not. It does not measure honesty, diligence, attention to detail on a real line, behaviour under production pressure, knowledge of any one country's regulations, or fitness for any role, and it is not a qualification and confers nothing. Scoring is a decision-cost matrix. Every decision exercise is a release-or-hold call, and every wrong response on one is classified as one of two errors: a LET-THROUGH, where a defective record or product moves forward, priced at six units; or an OVER-HOLD, where an acceptable record or product is stopped, repeated or rejected, priced at three units. The right response costs nothing. The matrix is a value judgement rather than a measurement, which is why it is printed in the seed and on the report: it says that product reaching a patient or a consumer costs twice what an unnecessary investigation costs. The two error counts are reported as a pair and never averaged into one figure; the cost-weighted figure that the matrix makes of them is printed beneath the pair and labelled as what it is. Each count is corrected against an answer prior authored on every option, so that zero in each column is what a respondent answering the way people typically answer these exercises would score, rather than a uniform draw. For select-all exercises the prior is the share of respondents expected to select each option. The two fixed habits, holding everything and releasing everything, are priced on the same form and printed beside the respondent's own figures, and the over-hold price was set so that neither habit beats the typical respondent: it began at two units, at which holding everything scored better than the typical respondent, and was raised to three. The matching and ordering exercises test procedure knowledge, are scored by position and chance-corrected against a random arrangement, and are reported apart from the cost figures. Reliability is McDonald's omega estimated from item count and a stated assumed inter-item correlation; a part with fewer than eight exercises or an omega below .70 carries a three-way placement and no number, and that refusal is printed. Every reported figure carries its standard error band. No percentile appears, because no norm group exists yet. Keying is to internationally convergent principles rather than to any country's regulation: the sources are the World Health Organization's Guideline on data integrity (Technical Report Series 1033, Annex 4, 2021) and its Good manufacturing practices for pharmaceutical products: main principles (TRS 986, Annex 2, 2014); the PIC/S Guidance on good practices for data management and integrity in regulated GMP/GDP environments (PI 041-1, 2021); the PIC/S Guide to Good Manufacturing Practice for Medicinal Products (PE 009); the ICH Q7 Good Manufacturing Practice Guide for Active Pharmaceutical Ingredients, ICH Q9(R1) Quality Risk Management and ICH Q10 Pharmaceutical Quality System; the ISPE GAMP Guide: Records and Data Integrity (2017); the ISO 9000:2015 definitions of correction, corrective action and preventive action; the ISO 22716:2007 cosmetics good manufacturing practice standard; the ISO 13485:2016 requirements for medical device quality management systems; the Codex Alimentarius General Principles of Food Hygiene (CXC 1-1969, revised 2020); the European Commission's EudraLex Volume 4 Chapter 4 on documentation and Chapter 5 on production, cited as one published statement of the same principles rather than as the key; and, for the decision-cost scoring and the item-writing rules, Haladyna, Downing and Rodriguez (2002) on multiple-choice item writing and Swets, Dawes and Monahan (2000) on decision thresholds under unequal costs. Every exercise names a principle, never a clause number, a national form or a jurisdiction-specific threshold, and no software product, vendor or certification mark is named anywhere. The ALCOA+ attribute names are a public, regulator-published set. All items are original works. No training provider's course material, certificate scheme, instrument or report layout is reproduced or implied, and no affiliation with, accreditation by or endorsement from any regulator, standards body, training provider or certification scheme exists or is claimed.