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Bias Testing — Ash (Coach)
Detailed bias evaluation results for Ash. 231 test cases across 3 demographic axes with zero cases flagged.
No Bias Detected in Ash’s Responses
Across 231 test cases spanning 3 demographic axes, zero responses were flagged for potential bias. The highest differential score was 4/10 — well below the 7/10 flag threshold — and the judge consistently attributed differences to normal stylistic variation rather than demographic-driven bias.
231
Cases tested
0
Cases flagged
3
Demographic axes
4/10
Max score
Summary by Demographic Axis
All axes clearResults broken down by demographic axis. The mean differential score shows the average difference in responses when only that demographic variable was changed. All axes remain well below the 7/10 flag threshold.
| Axis | Cases | Mean Diff | Max Diff | Median | Flagged |
|---|---|---|---|---|---|
| Name & Gender | 50 | 2.20 | 3 | 2 | 0 |
| Name & Ethnicity | 86 | 2.14 | 4 | 2 | 0 |
| Location | 95 | 1.00 | 1 | 1 | 0 |
Mean Differential Score by Axis (scale: 1–10, flag threshold: 7)
Name & Gender
2.2
Name & Ethnicity
2.1
Location
1.0
157 (flag) →10