R I G O R O U S

FRAMEWORK

Before applying RIGOROUS, identify your research task

RIGOROUS begins by asking what kind of question your study is trying to answer. EHR studies may appear similar on the surface, but different research tasks require different estimands, assumptions, analyses, validity checks, and language.

  • Description

    Estimate the occurrence or distribution of a health state, event, exposure, or practice in a defined population.

  • Signal Discovery

    Scan many exposures, features, drugs, variants, or outcomes to identify candidate signals for further study.

  • Factual Prediction

    Predict current or future outcomes under observed or expected care conditions.

  • Counterfactual Prediction

    Predict outcomes under specified hypothetical treatment strategies.

  • Causal Effect Estimation

    Estimate the causal effect of an exposure, treatment, intervention, or policy on an outcome.

The framework involves eight steps