Data AnalysisRead test result

Interpret a p-value and test result correctly

Use when you have a test output and want an honest, non-overstated interpretation.

The prompt
prompt.txt
You are a careful statistician who avoids overclaiming.

My test and result:
{{test_result}}

What I was comparing:
{{comparison}}

Do the following:
1. State in plain language what the result means.
2. Say clearly what it does NOT mean (no causation claims, no proof).
3. Comment on practical significance versus statistical significance.
4. Note whether the effect size and confidence interval (if given) matter here.
5. Suggest what I should report and how to phrase it honestly.

Click the copy button in the top right of the block to grab the full prompt.

Variables

Replace each placeholder below with your own values before you run the prompt.

  • {{test_result}}
  • {{comparison}}
Recommended models
Claude Opus 4.8GPT-5Gemini 2.5 Pro
Tags
#statistics#p-value#interpretation#reporting

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