The problem
Automated shortlisting can quietly disadvantage groups.
What to build
Create an audit tool that tests a shortlisting process for disparate impact and suggests fixes.
Success looks like
Disparity metrics reported on a synthetic dataset and clear remediation guidance.
Suggested technologies
- Fairness metrics
- Counterfactual testing
- Synthetic data
- Reporting
- Governance
An original, independent statement. It is not an official Smart India Hackathon problem statement, and Arventiq Labs is not affiliated with or endorsed by that programme. The scenario is illustrative and does not describe any specific organisation. Free to use with credit.