Case studies · Recruiting & staffing
How We Built a Candidate-Role Match Score That Shows Its Work Instead of Guessing for a Recruiting Technology Platform
A deterministic matching engine scores fit and risk from cited reasons — and reports honestly when there isn’t enough data to be confident.
How we did it
- Step 1Deterministic Matching
Scores candidate-role fit from specific, named reasons — not a black box.
- Step 2Cited Risk Factors
Surfaces the exact risk reasons behind every match.
- Step 3Honest on Missing Data
Reports an explicit low-confidence state instead of inventing a plausible score.
- Step 4One Logic, Every Match
The same scoring logic runs behind every match the platform surfaces.
Transparent Matching Engine
Deterministic, explainable matching for two-sided marketplaces.
See Transparent Matching Engine, from $447
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Client names are withheld by default and replaced with an industry description throughout — the work speaks for itself either way.