28–30 Sept 2026
Kaiserslautern
Europe/Berlin timezone

Equity Lens: A Transparency Tool for Bias-Aware Selection in Physics

29 Sept 2026, 14:50
20m
Room 110 (Building 42)

Room 110

Building 42

Contributed Talk Other Physics and Society II

Speaker

Ruzin Aganoglu (Working Group Equal Opportunities (AKC) of the German Physical Society (DPG))

Description

Despite growing awareness of structural inequalities in physics, unconscious bias remains a persistent challenge in selection processes – from awards and speaker invitations to hiring. Gender disparity, institutional concentration, and career-stage imbalance often remain invisible until after decisions are made.
This talk introduces Equity Lens, a prototype developed under the Working Group Equal Opportunities (AKC) of the German Physical Society (DPG). It provides committees with a privacy-preserving dashboard of potential bias indicators before final decisions. It does not rank candidates or store individual votes – it makes hidden patterns visible. The tool calculates career-stage-adjusted metrics (m-quotient) and flags gender imbalance, institutional over-representation, and repeat invitations.
Equity Lens was presented as a selected side event at the UN Global Dialogue on AI Governance (Geneva, July 2026) [1]. The prototype is now publicly accessible as a live demo on GitHub and open for feedback [2]. The talk presents the design, feedback, and roadmap toward an open-source tool for fairer selection in physics.

[1] https://www.un.org/global-dialogue-ai-governance/sites/default/files/2026-07/13_o-20_equity_lens_ai_dialogue_concept_note_template_v3_clean1.pdf

[2] https://akc-equity-lens.github.io/equity-lens/

Authors

Ms Agnes Sandner (Working Group Equal Opportunities (AKC) of the German Physical Society (DPG)) Dr Iris Traulsen (AIP Leibniz Institute for Astrophysics Potsdam) Ruzin Aganoglu (Working Group Equal Opportunities (AKC) of the German Physical Society (DPG)) Ms Sumiko Shimo (UNESCO AI Ethics without Borders & Women for Ethical AI, G20 Technical Facility)

Presentation materials

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