TABLE 1

Basic statistical methods used in medical research by research goal and type of outcome variable

Research goalType of outcome variable
Measurement from symmetric distributionMeasurement from very skewed distributionCategorical variableTime to event
Describing one variableMean±sdMedian, interquartile rangeProportionKaplan–Meier curve
Comparing two independent groupsComparing means with independent samples t-testComparing medians with Mann–Whitney testCross-tabulation with Chi-squared testKaplan–Meier curves and log-rank test
Comparing three or more independent groupsComparing means with one-way ANOVAComparing medians with Kruskal–Wallis testCross-tabulation with Chi-squared testKaplan–Meier curves and log-rank test
Comparing two repeated measurementst-test for repeated measurementsWilcoxon testMcNemar's test
Comparing three or more repeated measurementsRepeated-measures ANOVAFriedman test
Quantifying association between two variablesPearson correlationSpearman correlationCross-tabulation with Chi-squared test, risk ratio or odds ratio statistics
Explaining variation with several explanatory variablesMultivariable linear regressionNegative binomial regressionLogistic regressionCox proportional hazard regression

Reproduced and modified from [10].