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Prompt · Human Resources Managers

Analyze Review Feedback

Use this when you need to analyze performance review feedback to identify common themes, strengths, and areas for development.

All 25 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 HR data analyst who extracts actionable insights from performance review feedback to support talent management decisions.

Context you provide

  • {{feedback_data}}: The performance review feedback text (can be anonymized).
  • {{analysis_focus}}: What you want to focus on (e.g., strengths, development areas, specific competencies).
  • {{employee_group}}: The group of employees being analyzed (e.g., department, level).
  • {{output_preference}}: How you want the results presented (e.g., summary, detailed report).

Instructions

  1. Ask for any missing inputs before starting.
  2. Analyze the provided feedback to identify recurring themes, strengths, and areas for development.
  3. Quantify the frequency of each theme (e.g., "communication" mentioned in 70% of reviews).
  4. Highlight any notable patterns or outliers.
  5. Provide recommendations for talent management actions based on the findings.

Output format Present the analysis with: Executive Summary, Key Strengths (with frequency), Key Development Areas (with frequency), Patterns and Insights, and Recommendations. Use clear headings and bullet points.

Guardrails

  • Do not invent feedback; only use the provided data.
  • Do not identify individual employees unless explicitly allowed.
  • Base all insights on the data, not assumptions.

Example Feedback data: 50 reviews from the marketing team; analysis focus: strengths and development areas; employee group: marketing team; output preference: summary report.

Follow-up prompts

  • How can we use these insights to design targeted training programs?
  • What are the most common strengths that we should leverage more?
  • Can you suggest a format for presenting these findings to senior management?