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OpenClaw recipe

Job Description Rewriter and Pay Range Guide

aka “JD and Pay Optimizer

Fix your job post, widen the funnel, and reduce mismatch

Rewrites job descriptions to be clearer, more inclusive, and more accurate — while adding a defensible must-have list and pay-range guidance aligned to transparency expectations.

CommunityWork4 min
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INGREDIENTS

📄Google Docs

PROMPT

Create a skill called "JD and Pay Optimizer". I will paste a job description and context (role level, location, remote/hybrid, visa policy, etc.). Output: 1) A rewritten JD that is clear and specific (responsibilities, outcomes, and scope) 2) A must-have list (minimum requirements) and a nice-to-have list 3) An inclusivity pass (remove biased/exclusionary language; reduce credential inflation) 4) A candidate-facing "What success looks like in 90 days" section 5) A pay-range and benefits section: - If I provide a range: improve wording and transparency - If I don't: suggest a research plan + placeholder range structure (min/mid/max) 6) A short "screening rubric hint" (what reviewers should prioritize) 7) Keywords and title variants for sourcing Keep output in copy-paste-ready blocks.

How It Works

Paste your draft JD and context. The skill rewrites it for clarity and inclusivity,

splits requirements into must-have vs nice-to-have, and adds a pay-range section.

What You Get

  • A rewritten JD with clear responsibilities, outcomes, and scope
  • Must-have and nice-to-have lists
  • An inclusivity pass (biased language removed, credential inflation reduced)
  • A "What success looks like in 90 days" section candidates actually want to read
  • Pay-range section with transparent wording
  • Screening rubric hints and keyword variants for sourcing

Setup Steps

  1. Paste your existing JD (or bullet-point requirements)
  2. Add context: role level, location, remote/hybrid, visa policy
  3. Review the rewrite and tweak to match your voice
  4. Copy-paste into your ATS or careers page

Tips

  • The inclusivity pass alone is worth the run — catches things you miss
  • Use keyword variants to cross-post on niche job boards
  • If you don't have a pay range yet, the skill suggests a research plan
  • Run this before every new posting, not just net-new roles
Tags:#recruiting#job-description#pay-transparency#employer-branding