Scorecards need a decision model
A scorecard is not useful because it has fields. It is useful when each field connects to a hiring decision the team will actually make.
A good marketplace should help candidates understand what matters, and help teams compare candidates against role-specific criteria instead of vague impressions.
Hiring calibration
Calibration starts before interviews. The team should agree on must-have skills, nice-to-have signals, work style constraints, and what evidence counts as strong enough.
Without this, interviews drift. One reviewer tests depth, another tests charisma, and the final discussion becomes noise dressed as judgment.
Keep scorecards readable
The marketplace and candidate portal should avoid dense admin language. Candidates need plain expectations; hiring teams need consistent evaluation categories.
Short, structured scorecards with clear labels create better decisions than long forms with weak semantics.