Observational data fill in knowledge gaps when randomized controlled trials (RCTs) are not ethical or feasible. Electronic health records (EHRs) provide a source of observational data from diverse patient samples that reflect real-world settings. However, observational data are susceptible to biases and EHR data contain new forms of bias(es) because they were collected for clinical and not research purposes.