Individual Consistency eXplorer (ICX): An Interactive Dashboard for the Exploration of Individual Fairness

Madeleine Waller, Odinaldo Rodrigues, Oana Cocarascu

Abstract: We present ICX (Individual Consistency eXplorer), an interactive dashboard designed to support stakeholders in exploring individual fairness notions within algorithmic decision-making systems. ICX focuses on a set of metrics based on the consistency score, a key measure of individual fairness, by allowing the visualisation of how the classification of an individual compares with that of similar individuals. Stakeholders can define and fine-tune the notion of similarity according to domain-specific criteria, and examine individual-level views that highlight comparable individuals and their classification outcomes. ICX empowers users to interrogate, analyse and interpret fairness at the individual level, making algorithmic decision-making more transparent and accountable.