Define the decision before comparing people
Start with the client’s assignment and separate must-haves from nice-to-haves. A must-have should be essential to performing the work, not simply copied from a long wish list. Agree on how each requirement will be verified and what would make a candidate ineligible for the assignment. Then score qualified candidates on the same criteria.
Use a weighted, evidence-based scorecard
One practical model uses a 1–5 rating for each category and multiplies the rating by its pre-agreed weight. For example:
- Relevant technical experience and recency — 25%
- Demonstrated problem-solving or work-sample evidence — 25%
- Communication needed for the role — 20%
- Location, schedule, and on-site availability when required — 15%
- Collaboration and client-specific working practices — 15%
Weighted total = sum of (category rating ÷ 5 × category weight). A 4 out of 5 on a 25% category contributes 20 points out of 100. The example weights are only a starting point; tailor them to the assignment, make must-have gates explicit, and keep a short evidence note beside every rating.
Replace subjective labels with observable evidence
Candidate ratings should be race- and ethnicity-blind and based on role-related merit and demonstrated character. Assess the professional qualities the assignment needs through evidence: honesty, accountability, reliability, respectful communication, sound judgment, and follow-through. Define client values as observable work standards—such as clear status updates, constructive collaboration, careful documentation, or following a regulated change process—and apply the same standards to every candidate. Do not score personal similarity, hobbies, accent, or broad personality impressions.
Avoid vague impressions such as “energy level” or charisma. If the role has specific demands, assess observable evidence tied to them—such as meeting the stated schedule, completing a relevant work sample, and following through on commitments. Do not substitute impressions about age, disability, facial expression, or enthusiasm for job performance.
Reduce favoritism in the process
- Set criteria and weights before opening candidate names, where practical.
- Ask consistent, job-related questions and use comparable evidence for each person.
- Have reviewers score independently before discussing candidates.
- Use structured notes and distinguish verified facts from assumptions.
- Review large score differences and ask what evidence explains them.
- Review selection criteria with HR or legal partners to confirm they are job-related, consistently applied, and compliant with applicable law.
Scores support a decision; they should not silently make it. Review the underlying evidence, provide reasonable accommodations where required, and document any justified exception or tie-breaker. A high total cannot compensate for a missing essential qualification if the client made it a genuine requirement.
Keep the scorecard useful
After the placement, compare the scorecard with assignment performance and client feedback. If a criterion did not predict success, revise it. Keep the process transparent enough that recruiters know what evidence to submit and candidates are assessed consistently.
Objective selection does not mean pretending every factor can be reduced to a number. It means making the criteria visible, applying them consistently, and explaining the final choice with role-related evidence rather than favoritism or “gut feel.”