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Interpret Regression or Trendline Output
Prompt
What I modelled: outcome, predictors, units, and sample size: {{MODEL_DESCRIPTION}}
The output pasted from my tool (coefficients, standard errors or p-values, R-squared, residual information): {{REGRESSION_OUTPUT}}
The decision or question I need to inform: {{DECISION_CONTEXT}}
Explain:
1. What each coefficient means in plain words with its unit, for example "each extra unit of X goes with a change of ... in Y, holding the others fixed", and the uncertainty range around it. Use only numbers from my output.
2. What R-squared does and does not say, and why a high value can still mislead.
3. Which predictors look reliably different from zero, which don't, and what "not significant" does not prove.
4. Problems to check that the output hints at or that I should test: multicollinearity, non-linearity, outliers with high influence, residual patterns, extrapolating beyond the data range.
5. A two-sentence summary I could say aloud, with its caveats.
If anything in the output is missing or looks inconsistent (for example impossible values), point it out instead of guessing. Do not infer causation.
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About this prompt
“Interpret Regression or Trendline Output” is a free prompt for ChatGPT in the Education & Learning category, 189 words long, added to The Prompt Index on October 28, 2026 by The Prompt Index. Copy it with the button above, paste it into ChatGPT or any other AI chat assistant, and send it.
It has 3 placeholders to fill in first:
{{MODEL_DESCRIPTION}}, {{REGRESSION_OUTPUT}}, {{DECISION_CONTEXT}}.
Use the “Customize this prompt” fields to personalise it before you copy.
Recommended models: ChatGPT, Claude, Gemini.
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