Skip to main content

Table 2 Confounder-adjustment methods and the association(s) that need to be correctly specified to obtain an unbiased estimate of the exposure effect

From: Misspecification of confounder-exposure and confounder-outcome associations leads to bias in effect estimates

Confounder-adjustment methods

Confounder-exposure association

Confounder-outcome association

Multivariable regression analysis

n/a

√

Covariate adjustment using the PS§

√

√*

IPW§

√

n/a

DR estimation§

Both associations need to be specified but estimators are consistent if either is correctly specified

  1. Abbreviations: PS propensity score, IPW inverse probability weighting, DR double robust, PS-outcome effect, n/a: not applicable, requires a correctly specified propensity score (i.e., the log odds of the exposure is linear in the confounders)