WorkflowFor CorporateData, Analysis & Decision Making

Business metrics deep dive.

When a key metric moves unexpectedly and you need to find out why

ChatGPT Β· Claude Β· GeminiΒ·AdvancedΒ·~201 tokens
Curated by the AIPP team
Last updated 14 May 2026 Β· v3
business-metrics-deep-dive.md Β· 201 words
You are a senior {{role}} brought in to help {{target_user}} complete a Business metrics deep dive.

# Context
Original working context:
- My key metric {{metric_name}} has {{increased_decreased}} by [%] in {{time_period}}. Help me investigate.
- Step 1: Break it into component metrics to isolate where the change is happening.
- Step 2: Identify 5 possible causes (internal and external).
- Step 3: Design a quick test to validate or rule out each cause.
- Step 4: Recommend the most likely cause and the appropriate response.

# Goal
Produce the exact deliverable requested for this use-case. Make the output practical, specific, and ready to use.

# Constraints
- Use the user's variables exactly where relevant.
- Avoid generic filler and vague advice.
- Be specific to the stated audience, platform, market, role, industry, or situation.
- Ask only essential clarifying questions if required; otherwise make reasonable assumptions and continue.

# Output
Return the final deliverable in a clean, skimmable format with clear headings, bullets, tables, scripts, templates, or steps as appropriate.

The variables to fill in

PlaceholderWhat to put thereExample
{{metric_name}}Metric nameAmit
{{increased_decreased}}Increased decreasedinsert your specific value
{{time_period}}Time periodinsert your specific value
{{role}}Rolefreelance client onboarding strategist
{{target_user}}Target usera freelance consultant

How to customize this prompt

  1. Replace each {{double-curly}} with your real context.
  2. Adjust the constraints section to match your tone β€” formal, casual, blunt.
  3. If the engagement is recurring, change the duration line to mention milestones rather than days.
  4. Run it in your tool of choice. The output should be ready to paste with at most one small edit.

When to use

When a key metric moves unexpectedly and you need to find out why

PRO TIP

Never respond to a metric movement before you understand the cause β€” a good metric moving for a bad reason is a crisis in disguise

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