Bias Mitigation
If you like applying Bias Mitigation, every challenge here gives you a chance to practice it on a real industry brief.
- AnalysisIntermediateNew
Stress-Test a Hiring-Funnel Model for Bias
You receive a synthetic-but-realistic dataset of 25,000 past applicants with features (years of experience, education tier, prior role tags) and outcome labels (advanced past th…
- Model Evaluation
- Fairness Metrics
- Logistic Regression
Machine Learning (Undergraduate) - StrategyIntermediateNew
Inclusive Recruitment for a Boston Tech Scale-Up
Your task is to audit the current recruitment pipeline (provided in a brief) and design a 6-month inclusive recruitment plan. Constraints: budget of $30,000, no changes to compe…
- Diversity And Inclusion Strategy
- Recruitment Audit
- Bias Mitigation
Diversity and Inclusion Management
How it works
From brief to credential, in six steps.
Step 01
Browse challenges aligned to your studies.
Step 02
Accept the one that fits your goals.
Step 03
Work through it with AI Copilot guidance.
Step 04
Submit for structured evaluation.
Step 05
Earn a verified credential.
Step 06
Add it to LinkedIn with one click.
Industry teams behind a decade of practitioner briefs
Hiring from this pool?
Sponsor a challenge and meet candidates through actual work.
Industry teams can shape briefs around the skills they hire for, then evaluate students on rubric-scored deliverables — not resumes.



















































































