Quantifying how LLM agent bias transfers from lab simulations to real-world deployments
| Domain | Bias | Harm Score | Disparate Impact | Transfer Ratio | Risk Level |
|---|---|---|---|---|---|
| Customer Service | 0.092 | 0.008 | 0.894 | 0.85 | Low |
| Healthcare Triage | 0.172 | 0.144 | 0.810 | 1.10 | Critical |
| Content Moderation | 0.142 | 0.043 | 0.807 | 0.90 | Medium |
| Education | 0.157 | 0.077 | 0.822 | 0.95 | High |
| Hiring | 0.154 | 0.110 | 0.478 | 1.05 | Critical |