Bias & Toxicity Testing Certification
Testing identity-targeted harm, stereotype endorsement and context-dependent toxicity.
What this certification covers
Bias & Toxicity Testing sits in the Model Evaluation & RLHF track (Intermediate). You read 3 written modules in order — each one has to be completed before the next opens — then sit a ten-question exam marked on our servers against a fixed answer key. Pass at 80% and the certificate is issued.
01Identity and stereotype45 min
- Separate a mention from a harmful generalisation
- Test matched pairs
02Context and counterspeech45 min
- Judge quoted harm versus endorsed harm
- Handle counterspeech correctly
03False positives35 min
- Avoid flagging legitimate discussion
- Write a defensible finding
Concepts tested
Identity-targeted harm
Content that demeans a group rather than discusses one.
Stereotype endorsement
Repeating a group generalisation as fact.
Context-dependent toxicity
Harm that exists only because of who is speaking or why.
Counterspeech handling
Quoting harm in order to challenge it is not the same as producing it.
False-positive control
Not flagging accurate discussion of a sensitive topic.
How to get certified
- 1. Create a free account — no card, no payment at signup.
- 2. Read the 3 modules in order and mark each complete.
- 3. Sit the ten-question exam. Retakes are free.
- 4. If you pass, pay $99 once to unlock the signed certificate.