Reference collection
Output tables
Read common statistical output tables field by field without turning the guide into a software tutorial.
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Interpretation guide
How to Interpret Linear Regression Output as a Whole
Read coefficients, intervals, tests, R-squared, ANOVA, residual error, and diagnostics as one connected linear regression result.
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Interpretation guide
How to Interpret t-Test Results: A Field-by-Field Reading Order
Read a t-test output table in order: estimate, t statistic, degrees of freedom, p-value, confidence interval, and effect size.
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Interpretation guide
How to Interpret an ANOVA Table, F Statistic, and Post-Hoc Results
Read sums of squares, degrees of freedom, mean squares, F, and p in an ANOVA table, then interpret interactions and post-hoc comparisons.
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Interpretation guide
How to Interpret Chi-Square Results—and Find What Drives the Test
Read chi-square output field by field, check expected counts, interpret the p-value, and use residuals to find which cells drive the result.
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Interpretation guide
Logistic Regression Output: Coefficients, Odds Ratios, and Intervals
Read logistic regression coefficients, standard errors, tests, odds ratios, confidence intervals, reference groups, and model-level output.