candidate-screening-scorer

Automate structured candidate evaluation against role-specific rubrics.

1|1|Updated Apr 1, 2026
One-click install
npx skills add https://github.com/Peter-Swain-Inc/futureproof-skills --skill candidate-screening-scorer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: candidate-screening-scorer
Source: https://github.com/Peter-Swain-Inc/futureproof-skills/tree/main/plugins/futureproof-hr-people/skills/candidate-screening-scorer
Command: npx skills add https://github.com/Peter-Swain-Inc/futureproof-skills --skill candidate-screening-scorer

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates the structured evaluation of job candidates against role-specific rubrics, reducing subjective bias and speeding up hiring decisions.

Core Features & Use Cases

  • Six-dimension rubric covering Technical Qualification Fit, Achievement & Impact Evidence, Career Trajectory & Progression, Role-Specific Competency Alignment, Organisational & Team Culture-Add, and Risk & Red Flag Assessment.
  • Context-aware scoring with FutureProof integration to surface role-specific rubrics and prior calibration data.
  • Use cases include inbound applications, recruiter screen prep, and final calibration sessions across multiple roles.

Quick Start

Provide the candidate's resume and the job description to begin the evaluation.

Frequently Asked Questions about candidate-screening-scorer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate candidate screening against a structured rubric?

Candidate screening automation applies a calibrated six-dimension rubric to resumes and job descriptions. It evaluates technical fit, impact evidence, and culture-add to generate objective 1–10 scores, reducing subjective bias across inbound applications.

What is structured candidate evaluation and how does it work for hiring?

Structured candidate evaluation scores applicants against role-specific rubrics using six dimensions: Technical Fit, Achievement Evidence, Career Trajectory, Competency Alignment, Culture-Add, and Risk Assessment. It applies 1–10 scoring to provide objective, fast screening at scale.

How do I prepare for recruiter phone screens using rubric-based scoring?

Rubric-based scoring for recruiter phone screens requires providing the candidate's resume and the job description. The system applies a six-dimension rubric with 1–10 scoring to surface calibration data, ensuring objective evaluation across multiple roles.

Can I use automated candidate scoring for final calibration sessions across multiple roles?

Automated candidate scoring supports final calibration sessions across multiple roles by applying a consistent six-dimension rubric. It integrates FutureProof context to surface prior calibration data, ensuring standardized 1–10 scoring and risk assessment.

Does candidate scoring work with FutureProof integration for role-specific rubrics?

Candidate scoring works with optional FutureProof integration to surface role-specific rubrics and prior calibration data. This context-aware scoring applies the six-dimension rubric to evaluate applications, phone screens, and final calibration sessions.

What dimensions should a candidate screening rubric cover to reduce hiring bias?

A candidate screening rubric should cover six dimensions: Technical Qualification Fit, Achievement & Impact Evidence, Career Trajectory & Progression, Role-Specific Competency Alignment, Organisational & Team Culture-Add, and Risk & Red Flag Assessment to reduce subjective bias.