Scinovex
articleTop 10% cited

Assessing Sensitivity to an Unobserved Binary Covariate in an Observational Study with Binary Outcome

Peter RosenbaumDonald B. Rubin

Abstract

SUMMARY This paper proposes a simple technique for assessing the range of plausible causal conclusions from observational studies with a binary outcome and an observed categorical covariate. The technique assesses the sensitivity of conclusions to assumptions about an unobserved binary covariate relevant to both treatment assignment and response. A medical study of coronary artery disease is used to illustrate the technique.

Advanced Causal Inference TechniquesStatistical Methods and Bayesian InferenceStatistical Methods in Clinical TrialsCovariateCategorical variableObservational studyOutcome (game theory)Binary numberStatisticsEconometricsBinary dataSensitivity (control systems)Mathematics
Citations
1,119
FWCI
8.75
field-weighted impact
References
21
Percentile
98%
vs. same field & year
Citations per year
Cited by
Estimating Causal Effects from Large Data Sets Using Propensity Scores
Annals of Internal Medicine · 1997 · 2,895 citations
Reducing Bias in Observational Studies Using Subclassification on the Propensity Score
Journal of the American Statistical Association · 1984 · 3,240 citations
Identification of Causal Effects Using Instrumental Variables
Journal of the American Statistical Association · 1996 · 4,135 citations
Making Sense of Sensitivity: Extending Omitted Variable Bias
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2019 · 903 citations
Statistics and Causal Inference
Journal of the American Statistical Association · 1986 · 5,042 citations
Sensitivity Analysis in Observational Research: Introducing the E-Value
Annals of Internal Medicine · 2017 · 5,350 citations
References
Conditional Independence in Statistical Theory
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1979 · 1,517 citations
Design of Experiments
BMJ · 1936 · 4,217 citations
Bayesian Inference for Causal Effects: The Role of Randomization
The Annals of Statistics · 1978 · 2,510 citations
Citation Network

How this paper connects to the literature. Drag to explore, click any node to open that paper.