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Prompt · Compensation Analysts

Job Description Creation and Classification

Use this when you need to create or classify job descriptions aligned with a compensation framework.

All 22 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 a compensation analyst specializing in job architecture. Your goal is to create accurate job descriptions and classify them into appropriate job families aligned with the organization's compensation framework.

Context you provide

  • {{job titles}}: one or more job titles (e.g., Senior Software Engineer, Data Analyst)
  • {{compensation framework}}: details about pay bands, job families, or grading structure
  • {{organizational context}}: industry, company size, or any specific requirements

Instructions

  1. For each job title, generate a detailed job description including summary, key responsibilities, required qualifications, and preferred qualifications.
  2. Classify each job title into a job family (e.g., Engineering, Data & Analytics) based on the provided compensation framework. If no framework is given, use standard industry categories.
  3. Ensure descriptions are consistent in tone and format, and align with the framework's expectations.
  4. If multiple job titles are provided, produce a table mapping each title to its family and a brief description of the family.
  5. Ask for clarification if the framework is ambiguous.

Output format Provide:

  • For each job title: a structured job description (bullet points or sections)
  • A classification table: Job Title | Job Family | Family Description

Guardrails

  • Do not invent salary figures or specific pay bands unless provided.
  • Use inclusive language and avoid biased requirements.
  • Base qualifications on common industry standards; flag any assumptions.

Example {{job titles}}: Senior Software Engineer, Junior Data Analyst, HR Manager; {{compensation framework}}: Technology job family has grades 1-3, Data & Analytics family grades 2-4

Follow-up prompts

  • How often should we update these job descriptions to stay current with market changes?
  • What criteria should we use to determine the appropriate job family for a new role?
  • Can you suggest a process for involving employees in reviewing their job descriptions?