Publish evidence only when the method can travel with it
ExamPrepPro does not currently publish a generalized student-outcome claim from its production data. Future aggregate findings must pass the safeguards below.
Publication threshold
A public aggregate requires a defined cohort, date window, assessment form, inclusion rules, sample size, missing-data treatment, result definition, uncertainty or limitation statement, and an accountable reviewer. Cohorts below 30 are not published; cells below 10 are suppressed.
- No PII or singling out
- Minimum 30 participants per published cohort
- Suppress groups smaller than 10
- State whether results are descriptive or causal
- Link the exact methodology and freshness date
Original assets we can responsibly create
Useful original work includes methodology notes, anonymized descriptive trends, competency checklists, source-change logs, and transparent experiment reports. A result is not promoted merely because it is favorable.
- Readiness methodology
- CET preparation checklists
- Admissions source freshness notes
- Anonymous domain-level trends
- Experiment results with guardrails and limitations
Related standards and resources
See something we should correct?
Send the exact page or claim and supporting evidence to support@exampreppro.ph. Material corrections follow the public corrections policy.