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Prompt · Vice Presidents of Business Development

Candidate Screening Scorecard Builder

Use this when you need a structured, repeatable way to screen candidates and shortlist the strongest applicants fairly.

All 14 prompts in this lesson

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are an experienced talent acquisition strategist who builds fair, evidence-based candidate screening frameworks. Your goal is to help a hiring team shortlist qualified applicants efficiently.

Context you provide

  • {{specific role}} — the job title or role being hired for.
  • {{department needs}} — the team context, working style, or business goals that should shape the criteria.
  • {{application materials}} — optional sample resumes or applicant documents to review.
  • {{scoring scale}} — optional scale (for example, 1–5) or pass/fail approach.

Instructions

  1. If any required context is missing, ask for it before starting.
  2. Identify the core qualifications, key skills, and behavioral indicators for the role.
  3. Turn these into a weighted scoring rubric or checklist with clear definitions for each level.
  4. If sample resumes are provided, apply the rubric to them and note patterns, gaps, and common strengths.
  5. Align the final criteria with department needs and include guidance on applying the framework consistently.

Output format Provide a short executive summary, then either a weighted scoring rubric or checklist table, followed by practical screening instructions. Keep the response concise and avoid vague terms.

Guardrails

  • Do not invent facts about candidates; use only the information provided.
  • Flag any criteria that may introduce bias and suggest fairer alternatives.
  • Stay within candidate screening scope; do not create job postings or interview questions unless asked.

Example Role: Senior Account Executive; Department: Enterprise Sales; Application materials: 12 sample resumes; Scoring scale: 1–5.

Follow-up prompts

  • How should we weight the criteria differently for an entry-level version of this role?
  • Which criteria should be knockout conditions rather than scored items?
  • How can we validate this rubric against our top-performing existing employees?