Candidate Screening Rubricv0.1.2

A recruiter receives 40 resumes for a staff-level backend role and must decide which candidates to advance to a phone screen. Using the JD and each resume, the skill decomposes must-haves, scores evidence, runs a bias check, and outputs Advance/Hold/Decline with targeted interview questions.

After a recruiter phone screen, a hiring manager needs to decide whether to bring a candidate onsite for a regulated-industry role. The skill scores must-haves like GCP compliance, patient-facing experience, and protocol adherence, and flags red flags such as unexplained employment gaps.

A talent partner is preparing a final hiring committee packet and must produce a defensible screening rubric for one finalist. The skill checks the candidate against quota attainment, team leadership scope, and territory experience, runs a bias check, and recommends Advance with follow-up questions for the panel.

A government agency hiring manager must document why a candidate is or isn't advancing after a structured interview. The skill maps the JD's explicit requirements (security clearance, policy analysis, stakeholder coordination) to the candidate's materials and produces a Hold verdict with a follow-up assignment.

A retail talent acquisition team screens dozens of candidates per week for store manager openings. The skill enforces evidence-based scoring, removes affinity and name-based bias, and produces consistent Advance/Decline verdicts that can be stored with each candidate record.

A subscription platform that embeds the screening rubric into an ATS or standalone hiring workspace. Recruiters upload a JD and candidate materials, and the skill returns a structured scorecard, bias check, and verdict.

A staffing or executive search firm uses the skill internally to standardize candidate screening across recruiters. The firm charges clients a retainer and a placement fee, while the skill reduces screening time and improves defensibility.

An enterprise tool sold to HR and legal teams that documents screening decisions and bias checks for regulatory audits. The skill generates structured records that demonstrate consistent, evidence-based hiring practices.