Randomization and Friends

Richard J. Butler, Matthew J. Butler and Barbara L. Wilson

Chapter 6 in Advanced Statistics for Health Research, 2023, pp 111-130 from World Scientific Publishing Co. Pte. Ltd.

Abstract: The following sections are included:Manning et al. (1987) Analysis of the Rand Health Insurance ExperimentWeaver et al. (2012) Continuous Positive Airway Pressure Treatment of Sleepy Patients with Milder Obstructive Sleep Apnea with Results of the CPAP Apnea Trial North American Program Randomized Clinical TrialStatistical Analysis: Randomization, ANOVA, and RegressionsProgramming interactions in R, STATA, and SASReferences

Keywords: Nursing; Physician; Healthcare; Public Health; Regression; Orthogonal Projection; Geometric View of Causal Inference; 2SLS; Two-Stage Least Squares; Instrumental Variables; Probits; Logits; Proportional Hazards; Cox Regressions; Quantile Regression; Random Forest Regression; Randomization; Matching; Propensity-Score; Differences-in-Differences; Regression Discontinuity; Fixed Effects; R; SAS; STATA; Research Examples; Empirical Rule; Applied Statistics; Confidence Intervals; VIF; Standard Beta; Histograms; Scatterplots; Regression Gini Index; COVID-19; Gender Wage Differentials; LASSO; Area Under The Curve; AUC; ROC; Decision Trees; Maximum Likelihood; GMM; Data Generating Process; Split Sample Instrumental Variables; Local Average Treatment Effects (LATE); Data Visualization; Omitted Variable Bias; Simultaneous Equations; Measurement Error; Supervised Machine Learning; Panel Data; RGI; Health Professionals (search for similar items in EconPapers)
JEL-codes: C1 I11 I15 (search for similar items in EconPapers)
Date: 2023
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