H∞P Training module
Accuracy Theater
Reading metrics critically. Where the failing 6% actually lands.
Appears in tracks
Training module
What this module teaches
Average performance claims hide where failure lands, especially when the failing cases are concentrated on people with the least power to challenge the system.
Participants learn
- Why headline accuracy is not the same as accountability.
- How to ask which groups, cases, or field conditions sit inside the failing percentage.
- How performance metrics become theatre when failure distribution is ignored.
Practice work
- Break a performance claim into affected groups and edge cases.
- List the people who cannot appeal the false positive or false negative.
- Write a distributional audit question set.
Outputs
- Failure-distribution worksheet
- Metric interrogation questions
- Accountability gap note
Related materials
Open the supporting assets.
Deeper practice
How this module can expand in a workshop
Long-form teaching material should consolidate Accuracy Theater, the 201 Gap, and distributional audit examples.
In a live session this can become exercises, review prompts, templates, and team-specific examples.