Candidate Ranking Engine
The ranking engine scores every candidate on a shortlist against the weighted criteria that matter for the specific role, so the strongest matches surface first — with the full evidence behind every score visible underneath, not a black-box number.
Why the evidence stays visible
Research on algorithm aversion (Dietvorst, Simmons & Massey, Journal of Experimental Psychology: General, 2015) found that people lose trust in an automated ranking or forecast unusually fast after seeing it make even a single visible mistake — more so than they lose trust in a human who makes the same mistake — and that trust is easier to rebuild when people can see the reasoning behind the score and adjust their reliance on it accordingly. A ranking presented as a bare number invites exactly that fragile trust; a ranking that shows its evidence lets a recruiter see why a candidate ranked where they did and judge for themselves whether that reasoning holds for this specific role.
Why weighting is set per role, not fixed globally
A single fixed formula applied to every role would implicitly claim that the same criteria matter equally for a sales hire and an operations hire, which isn’t true — a formula that isn’t wrong for either role tends to be mediocre for both. Configuring the weighting per role means a search for a role where resilience matters most can weight it accordingly, while a role where accuracy matters most weights that instead, rather than forcing every search through one generic scoring formula.
- Weighted scoring configurable per role, not a fixed one-size-fits-all formula
- Full score breakdown available for every ranked candidate
- Ranking is a starting point for recruiter review, never an automatic decision
See the full Candidate Ranking Software page for how this fits into your workflow.
Frequently asked questions
Does the ranking engine make the final hiring decision?
No — ranking is a starting point for recruiter review; the recruiter still decides based on the full evidence behind each score.
Can the weighting be adjusted for a specific role?
Yes — weighting is configurable per role rather than fixed globally, so different criteria can matter more for different searches.
Can I see why a candidate ranked where they did?
Yes — the full score breakdown is available for every ranked candidate, not just the final ranked position.
Why does the engine show its evidence instead of just a score?
Research on algorithm aversion shows people lose trust fast in an unexplained automated score after even one visible error; showing the reasoning lets a recruiter judge for themselves whether it holds for this role.