Extract Job Requirements into a Hiring Scorecard (Must-Haves vs Nice-to-Haves)
Turn messy job descriptions into a clear, fair hiring scorecard so screening is consistent and focused.
Prompt Overview
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Tips For You
After creating the scorecard, ask: 'Convert this into a resume screening checklist or interview evaluation form.'
From Operations TeamNexusAi TechnologyProblem It Solves
Hiring teams often rely on vague job descriptions, leading to inconsistent screening and biased decisions. This prompt converts a job description into a structured scorecard so recruiters and hiring managers evaluate candidates against the same criteria.
Clear Must-Have Separation
Prevents over-filtering by clearly separating essentials from preferences.
Consistent Screening Criteria
Helps hiring teams evaluate candidates fairly and consistently.
Fast Screening Questions
Provides ready-made questions to confirm fit early.
AI Prompt Instructions
Act as a senior recruiter.
Turn the job description below into a structured hiring scorecard.
Produce the following:
1) Role summary (1 short paragraph)
2) Must-have requirements (5–10 bullet points)
3) Nice-to-have requirements (5–10 bullet points)
4) Skills grouped by:
- Technical / role-specific
- Tools or technology stack
- Communication and collaboration
5) Evidence signals to look for in resumes (examples)
6) Role-relevant red flags and disqualifiers (non-discriminatory)
7) Five screening questions to quickly confirm fit
Be objective, practical, and focused on what truly matters for performance.
Job description:
[PASTE JOB DESCRIPTION HERE]
Company context (optional):
[PASTE CONTEXT HERE]
Expected Outcome
You should receive a clean hiring scorecard with clear must-haves, nice-to-haves, resume signals, and screening questions ready to use.
Implementation Journey
Paste the job description
Insert the full job description you plan to hire for.
1 minuteReview must-haves vs nice-to-haves
Confirm the priorities reflect real on-the-job requirements.
4 minutesApply during screening
Use the scorecard to review resumes and guide interviews.
5 minutes