๐
๐
The Cartographer
Compliant But Unsatisfactory: The Gap Between Auditing Standards and Practices for Probabilistic Genotyping Software
April 13, 2026 ยท Grace Period ยท + Add venue
Authors
Angela Jin, Alexander Asemota, Dan E. Krane, Nathaniel D. Adams, Rediet Abebe
arXiv ID
2604.10875
Category
cs.CY: Computers & Society
Cross-listed
cs.AI,
cs.HC,
cs.SE
Citations
0
Abstract
AI governance efforts increasingly rely on audit standards: agreed-upon practices for conducting audits. However, poorly designed standards can hide and lend credibility to inadequate systems. We explore how an audit standard's design influences its effectiveness through a case study of ASB 018, a standard for auditing probabilistic genotyping software -- software that the U.S. criminal legal system increasingly uses to analyze DNA samples. Through qualitative analysis of ASB 018 and five audit reports, we identify numerous gaps between the standard's desired outcomes and the auditing practices it enables. For instance, ASB 018 envisions that compliant audits establish restrictions on software use based on observed failures. However, audits can comply without establishing such boundaries. We connect these gaps to the design of the standard's requirements such as vague language and undefined terms. We conclude with recommendations for designing audit standards and evaluating their effectiveness.
Community Contributions
Found the code? Know the venue? Think something is wrong? Let us know!
๐ Similar Papers
In the same crypt โ Computers & Society
R.I.P.
๐ป
Ghosted
Artificial Intelligence: the global landscape of ethics guidelines
R.I.P.
๐ป
Ghosted
The role of artificial intelligence in achieving the Sustainable Development Goals
R.I.P.
๐ป
Ghosted
Green AI
R.I.P.
๐ป
Ghosted
Principles alone cannot guarantee ethical AI
R.I.P.
๐ป
Ghosted