Context
A hiring panel for senior roles had strong interviewers but inconsistent final recommendations. Similar candidates received different outcomes depending on which panel mix happened to review them.
Decision surface
The team needed a framework that preserved expert judgment while reducing drift.
Implementation
The panel introduced a structured decision prompt for each finalist:
- Role-critical strengths required in first 12 months
- Identified risks and mitigation plan
- Evidence quality for each claim
- Confidence level and unresolved unknowns
A short structured debate was run before final decision to challenge assumptions and identify bias patterns.
Outcome signals in 6 weeks
- More consistent final recommendation language
- Clearer rationale documentation
- Faster final panel meetings
- Better onboarding plans due to explicit risk capture
Operational note
This did not remove judgment. It improved judgment quality by making assumptions explicit and contestable.