Research Workbench

Standardized Covariate Balance Explorer

Compare continuous and binary baseline covariates with explicit standardization denominators.

Your entries stay in this page’s memory and are not submitted to us. Downloads are generated locally. Reloading or leaving the page clears your entries. Do not enter patient information.

Compare continuous and binary baseline covariates with explicit standardization denominators. All default values are fictional.

Calculation results

Continuous difference: 5; standardized difference: 0.5.

Binary difference: 0.1; standardized difference: 0.210819.

Assumptions and limits

Continuous SMD divides the mean difference by sqrt((SD1²+SD0²)/2). Binary SMD divides the proportion difference by sqrt((p1(1−p1)+p0(1−p0))/2). Enter two separate covariates. Both denominators must be positive. This is descriptive baseline balance, not a treatment effect or hypothesis test. Keep the standardization reference fixed when comparing adjusted and unadjusted samples; do not use changing weighted SDs as evidence of improvement. Small SMDs do not establish exchangeability or remove unmeasured confounding.

Austin: balance diagnostics · Read the practical guide · Download blank worksheet (TXT)