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DATA-ETHICS5 MIN READ

The Dashboard That Hides Intersectional Harm

Identify dashboard design choices that can hide subgroup disparities during a fairness review.

A realistic analytics review meeting in a clean operations office, a large wall display with blurred charts and blank tiles, a side filter panel represented by empty toggle shapes, diverse reviewers seated at a table, room at lower left for overlay, no text, words, letters, numerals, logos. An audit dashboard shows a large overall accuracy tile, a group chart, a side filter that excludes groups with fewer than 500 cases, an export control, and meeting notes. The risky issues are the aggregate-only tile and the small-group exclusion filter because they hide disparities. The audit looks tidy. Two dashboard choices make…

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