Accurate measurement and data collection are critical for valid epidemiological research. Disagreements can arise over the best ways to measure exposure and outcome variables. For example, self-reported data may be less reliable than data obtained from medical records, but the latter may not be available for all subjects. Additionally, the use of biomarkers versus self-reports can lead to different estimates of exposure, impacting study conclusions.