Use Cases

Aequitas has incorporated six use cases (covering three different domains) that serve two main purposes. First, at the outset of the project, the use cases provided context and concrete requirements for the Aequitas framework. Secondly, more towards the later stages of the projects, the use case owners will use the data and context of their use case to validate the functionality of the Aequitas framework as a test of its features.

Below we detail the use cases and the experimentation done in the context of the validation. Please note that the bullets below are hyperlinks to a (new) page dedicated to that particular use case.

Domain: Recruitment

Use case HR1: Bias free AI assisted recruiting system

Use case HR2: Assess and repair job-matching AI-assisted recruiting tool to mitigate gender and other bias

Domain: Society and economics

Use case S1: AI assisted identification of child abuse and neglect in hospital with implications for socio-economic disadvantaged and racial bias reduction

Use case S2: Unfair Inequality in Education

Domain: Healthcare

Use case HC1: AI assisted identification of dermatological disease for diversity and inclusion in dermatology

Use case HC2: Bias-aware prediction of ECG healthcare outcomes