A practical guide to building and applying bias-check lists that validate decisions and support fair outcomes.
Checklists for Bias-Safe Decisions
A practical guide to building and applying bias-check lists that validate decisions and support fair outcomes.
What you learn:
- Identify common unconscious biases
- Assess how bias affects decisions and outcomes
- Apply decision-making hygiene techniques
- Promote fairness through structured processes
Description:
Unconscious biases shape judgments and outcomes. This module helps you recognize bias patterns, understand bias in decision making, and apply hygiene practices such as structured evaluation and accountability to minimize impact. Practical exercises reinforce bias-aware behavior across teams.
Purpose of checklists
Checklists help ensure objective criteria are applied and subtle biases are addressed before decisions are made.
Sample items
- Are selection criteria objective and well defined?
- Have we sought diverse perspectives on the issue?
- Are we relying on complete and reliable data?
- Could any option disproportionately impact a protected group?
- Is there a required rationale and documentation?
Using stepwise checks
Integrate the checklist into decision meetings and logs to flag potential bias signals early.
Implementation tips
Tailor checklists to the domain (harassment, policy, day-to-day decisions) and update them as needed.