articleTop 10% cited
An introduction to instrumental variables for epidemiologists
International Journal of Epidemiology · 2000 · Vol. 29(4) · pp. 722–729
Sander Greenland✉(UCLA Health)
Abstract
Instrumental-variable (IV) methods were invented over 70 years ago, but remain uncommon in epidemiology. Over the past decade or so, non-parametric versions of IV methods have appeared that connect IV methods to causal and measurement-error models important in epidemiological applications. This paper provides an introduction to those developments, illustrated by an application of IV methods to non-parametric adjustment for non-compliance in randomized trials.
Advanced Causal Inference TechniquesStatistical Methods and Bayesian InferenceStatistical Methods and InferenceInstrumental variableEpidemiologyCausal inferenceMedicineEconometricsComputer scienceMathematicsPathology
MeSH terms
ChildClinical Trials as TopicData Interpretation, StatisticalHumansPatient ComplianceResearch DesignStatistics as TopicVitamin AReproducibility of ResultsBiasConfounding Factors, EpidemiologicEffect Modifier, Epidemiologic
Citations
1,171
FWCI
8.08
field-weighted impact
References
37
Percentile
98%
vs. same field & year
Citations per year
Cited by
Multivariable Mendelian Randomization: The Use of Pleiotropic Genetic Variants to Estimate Causal Effects
American Journal of Epidemiology · 2015 · 1,715 citations
Combining information on multiple instrumental variables in Mendelian randomization: comparison of allele score and summarized data methods
Statistics in Medicine · 2015 · 1,225 citations
Strengthening the reporting of observational studies in epidemiology using mendelian randomisation (STROBE-MR): explanation and elaboration
BMJ · 2021 · 1,621 citations
Mendelian randomization: Using genes as instruments for making causal inferences in epidemiology
Statistics in Medicine · 2007 · 4,904 citations
Re: “Multivariable Mendelian Randomization: The Use of Pleiotropic Genetic Variants to Estimate Causal Effects”
American Journal of Epidemiology · 2015 · 1,009 citations
Triangulation in aetiological epidemiology
International Journal of Epidemiology · 2016 · 1,173 citations
Physical exercise among participants in the Dialysis Outcomes and Practice Patterns Study (DOPPS): correlates and associated outcomes
Nephrology Dialysis Transplantation · 2010 · 323 citations
Mendelian Randomization as an Approach to Assess Causality Using Observational Data
Journal of the American Society of Nephrology · 2016 · 2,375 citations
References
Problems with Instrumental Variables Estimation when the Correlation between the Instruments and the Endogenous Explanatory Variable is Weak
Journal of the American Statistical Association · 1995 · 3,726 citations
Identification of Causal Effects Using Instrumental Variables
Journal of the American Statistical Association · 1996 · 4,064 citations
Identification of Causal Effects Using Instrumental Variables
Journal of the American Statistical Association · 1996 · 4,135 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.
