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Kellogg AI Lab · Applied AI Lab · Northwestern

Research & Ideas
EthicsJune 10, 2026 · CASMI

The Human Impact Scorecard: auditing an AI feature before it ships

So what, Equity risk is cheapest to fix before launch. A lightweight scorecard makes the check a habit, not a crisis.

Adapted from CASMI's framework, FairLens turns a research rubric into a tool product teams actually run during the build.

This is a practitioner summary. The full paper, data, and links to the people and projects building on this idea publish here as the research goes into the open, part of how Create at Kellogg turns discovery into things managers can actually use.