☆ 4.5 Article

A guide to regression discontinuity designs in medical applications

STATISTICS IN MEDICINE (2023)

相关参考文献

注意：仅列出部分参考文献，下载原文获取全部文献信息。

Article Economics

Visual Inference and Graphical Representation in Regression Discontinuity Designs*

Christina Korting et al.

Summary: Despite the widespread use of graphs, little is known about readers' ability to process statistical information. This study focuses on visual inference in regression discontinuity designs and finds that bin widths and fit lines have the largest effects on participants' perception of discontinuities. The study suggests using small bins with no fit lines as a starting point for constructing RD graphs and shows that visual inference complements econometric inference with similar or lower false positive rates.

QUARTERLY JOURNAL OF ECONOMICS (2023)

添加到收藏夹

Article Economics

Testing identifying assumptions in fuzzy regression discontinuity designs

Yoichi Arai et al.

Summary: This study proposes a new specification test for assessing the validity of fuzzy regression discontinuity designs. The test focuses on the joint distribution of observed outcomes and treatment status, which differs from existing approaches. The results show that the proposed test has appealing statistical properties and is applied to evaluate the validity of two FRD designs.

QUANTITATIVE ECONOMICS (2022)

添加到收藏夹

Article Economics

Regression Discontinuity Designs

Matias D. Cattaneo et al.

Summary: This article provides a curated review of the methodological literature on regression discontinuity design, focusing on the continuity framework and the local randomization framework. It discusses designs and parameters, estimation and inference methods, and validation and falsification approaches.

ANNUAL REVIEW OF ECONOMICS (2022)

添加到收藏夹

Article Statistics & Probability

Coverage error optimal confidence intervals for local polynomial regression

Sebastian Calonico et al.

Summary: This paper studies the higher-order inference properties of nonparametric local polynomial regression methods under random sampling. The authors prove expansions for t statistics and coverage error expansions for interval estimators, which hold uniformly and cover estimation of derivatives. They demonstrate that robust bias corrected confidence intervals have the fastest coverage error decay rates in all cases and provide novel bandwidth selectors.

BERNOULLI (2022)

添加到收藏夹

Article Economics

A Correction for Regression Discontinuity Designs With Group-Specific Mismeasurement of the Running Variable

Otavio Bartalotti et al.

Summary: This study introduces a novel measurement error correction procedure that addresses heterogeneous mismeasurement structures by utilizing auxiliary information. Adjusted asymptotic variance, standard errors, and honest confidence intervals are provided, with simulations showing that the proposed procedure corrects bias introduced by heterogeneous measurement error and achieves empirical coverage closer to nominal test size. Two empirical illustrations demonstrate the potential of correcting for measurement error to reinforce study results or provide new perspectives on data.

JOURNAL OF BUSINESS & ECONOMIC STATISTICS (2021)

添加到收藏夹

Article Statistics & Probability

Extrapolating Treatment Effects in Multi-Cutoff Regression Discontinuity Designs

Matias D. Cattaneo et al.

Summary: The regression discontinuity (RD) design is a credible identification strategy for program evaluation and causal inference in nonexperimental settings. However, RD treatment effect estimands are local, so developing statistical methods for extrapolation of these effects is key. A new design-based method relying on the presence of multiple cutoffs is introduced, with an easy-to-interpret identifying assumption mimicking common trends. Illustration with data on a subsidized loan program in Colombia offers new evidence on program effects for students away from the eligibility cutoff.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2021)

添加到收藏夹

Review Public, Environmental & Occupational Health

Regression Discontinuity Designs in Health A Systematic Review

Michele Hilton Boon et al.

Summary: Regression discontinuity designs have been widely applied in health research and could be used more widely still. However, shortcomings in study quality and reporting suggest that the potential benefits of this method have not yet been fully realized.

EPIDEMIOLOGY (2021)

添加到收藏夹

Article Statistics & Probability

Simple Local Polynomial Density Estimators

Matias D. Cattaneo et al.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2020)

添加到收藏夹

Article Public, Environmental & Occupational Health

Evaluating a Key Instrumental Variable Assumption Using Randomization Tests

Zach Branson et al.

AMERICAN JOURNAL OF EPIDEMIOLOGY (2020)

添加到收藏夹

Article Economics

Regression discontinuity designs, white noise models, and minimax

Purevdorj Tuvaandorj

JOURNAL OF ECONOMETRICS (2020)

添加到收藏夹

Editorial Material Medicine, General & Internal

Regression Discontinuity Design

Matthew L. Maciejewski et al.

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION (2020)

添加到收藏夹

Article Economics

Patient Cost-Sharing and Healthcare Utilization in Early Childhood: Evidence from a Regression Discontinuity Design

Hsing-Wen Han et al.

AMERICAN ECONOMIC JOURNAL-ECONOMIC POLICY (2020)

添加到收藏夹

Article Health Care Sciences & Services

Falsification Tests for Instrumental Variable Designs With an Application to Tendency to Operate

Luke Keele et al.

MEDICAL CARE (2019)

添加到收藏夹

Article Economics

Regression Discontinuity Designs Using Covariates

Sebastian Calonico et al.

REVIEW OF ECONOMICS AND STATISTICS (2019)

添加到收藏夹

Article Statistics & Probability

A Permutation Test for the Regression Kink Design

Peter Ganong et al.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2018)

添加到收藏夹

Article Statistics & Probability

On the Effect of Bias Estimation on Coverage Accuracy in Nonparametric Inference

Sebastian Calonico et al.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2018)

添加到收藏夹

Article Economics

ON NONPARAMETRIC INFERENCE IN THE REGRESSION DISCONTINUITY DESIGN

Vishal Kamat

ECONOMETRIC THEORY (2018)

添加到收藏夹

Editorial Material Public, Environmental & Occupational Health

The C-Word: Scientific Euphemisms Do Not Improve Causal Inference From Observational Data

Miguel A. Hernan

AMERICAN JOURNAL OF PUBLIC HEALTH (2018)

添加到收藏夹

Article Social Sciences, Mathematical Methods

Inference for instrumental variables: a randomization inference approach

Hyunseung Kang et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY (2018)

添加到收藏夹

Article Economics

Alternative Assumptions to Identify LATE in Fuzzy Regression Discontinuity Designs

Yingying Dong

OXFORD BULLETIN OF ECONOMICS AND STATISTICS (2018)

添加到收藏夹

Article Economics

Simultaneous selection of optimal bandwidths for the sharp regression discontinuity estimator

Yoichi Arai et al.

QUANTITATIVE ECONOMICS (2018)

添加到收藏夹

Article Economics

When does regression discontinuity design work? Evidence from random election outcomes

Ari Hyytinen et al.

QUANTITATIVE ECONOMICS (2018)

添加到收藏夹

Article Economics

Econometric Methods for Program Evaluation

Alberto Abadie et al.

ANNUAL REVIEW OF ECONOMICS, VOL 10 (2018)

添加到收藏夹

Article Social Sciences, Mathematical Methods

Randomization-based instrumental variables methods for binary outcomes with an application to the 'IMPROVE' trial

Luke Keele et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY (2017)

添加到收藏夹

Article Public, Environmental & Occupational Health

How to compare instrumental variable and conventional regression analyses using negative controls and bias plots

Neil M. Davies et al.

INTERNATIONAL JOURNAL OF EPIDEMIOLOGY (2017)

添加到收藏夹

Article Economics

Regression discontinuity with categorical outcomes

Ke-Li Xu

JOURNAL OF ECONOMETRICS (2017)

添加到收藏夹

Article Medicine, General & Internal

Treatment eligibility and retention in clinical HIV care: A regression discontinuity study in South Africa

Jacob Bor et al.

PLOS MEDICINE (2017)

添加到收藏夹

Article Economics

Comparing Inference Approaches for RD Designs: A Reexamination of the Effect of Head Start on Child Mortality

Matias D. Cattaneo et al.

JOURNAL OF POLICY ANALYSIS AND MANAGEMENT (2017)

添加到收藏夹

Article Health Care Sciences & Services

Falsification Testing of Instrumental Variables Methods for Comparative Effectiveness Research

Steven D. Pizer

HEALTH SERVICES RESEARCH (2016)

添加到收藏夹

Article Economics

Weak Identification in Fuzzy Regression Discontinuity Designs

Donna Feir et al.

JOURNAL OF BUSINESS & ECONOMIC STATISTICS (2016)

添加到收藏夹

Article Economics

HEAPING-INDUCED BIAS IN REGRESSION-DISCONTINUITY DESIGNS

Alan I. Barreca et al.

ECONOMIC INQUIRY (2016)

添加到收藏夹

Article Political Science

Interpreting Regression Discontinuity Designs with Multiple Cutoffs

Matias D. Cattaneo et al.

JOURNAL OF POLITICS (2016)

添加到收藏夹

Article Economics

INFERENCE ON CAUSAL EFFECTS IN A GENERALIZED REGRESSION KINK DESIGN

David Card et al.

ECONOMETRICA (2015)

添加到收藏夹

Letter Public, Environmental & Occupational Health

Three Approaches to Causal Inference in Regression Discontinuity Designs

Jacob Bor et al.

EPIDEMIOLOGY (2015)

添加到收藏夹

Article Statistics & Probability

Optimal Data-Driven Regression Discontinuity Plots

Sebastian Calonico et al.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2015)

添加到收藏夹

Editorial Material Medicine, General & Internal

Placebo Effects in Medicine

Ted J. Kaptchuk et al.

NEW ENGLAND JOURNAL OF MEDICINE (2015)

添加到收藏夹

Article Social Sciences, Mathematical Methods

Enhancing a geographic regression discontinuity design through matching to estimate the effect of ballot initiatives on voter turnout

Luke Keele et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY (2015)

添加到收藏夹

Article Political Science

Geographic Boundaries as Regression Discontinuities

Luke J. Keele et al.

POLITICAL ANALYSIS (2015)

添加到收藏夹

Article Mathematics, Interdisciplinary Applications

Randomization Inference in the Regression Discontinuity Design: An Application to Party Advantages in the U.S. Senate

Matias D. Cattaneo et al.

JOURNAL OF CAUSAL INFERENCE (2015)

添加到收藏夹

Article Economics

ROBUST NONPARAMETRIC CONFIDENCE INTERVALS FOR REGRESSION-DISCONTINUITY DESIGNS

Sebastian Calonico et al.

ECONOMETRICA (2014)

添加到收藏夹

Article Public, Environmental & Occupational Health

Regression Discontinuity Designs in Epidemiology Causal Inference Without Randomized Trials

Jacob Bor et al.

EPIDEMIOLOGY (2014)

添加到收藏夹

Article Mathematical & Computational Biology

Instrumental variable methods for causal inference

Michael Baiocchi et al.

STATISTICS IN MEDICINE (2014)

添加到收藏夹

Article Medicine, General & Internal

Regression discontinuity designs: an approach to the evaluation of treatment efficacy in primary care using observational data

Aidan G. O'Keeffe et al.

BMJ-BRITISH MEDICAL JOURNAL (2014)

添加到收藏夹

Article Public, Environmental & Occupational Health

Credible Mendelian Randomization Studies: Approaches for Evaluating the Instrumental Variable Assumptions

M. Maria Glymour et al.

AMERICAN JOURNAL OF EPIDEMIOLOGY (2012)

添加到收藏夹

Article Education & Educational Research

Regression Discontinuity Designs With Multiple Rating-Score Variables

Sean F. Reardon et al.

JOURNAL OF RESEARCH ON EDUCATIONAL EFFECTIVENESS (2012)

添加到收藏夹

Article Public, Environmental & Occupational Health

Cohort Profile: Hlabisa HIV Treatment and Care Programme

Catherine F. Houlihan et al.

INTERNATIONAL JOURNAL OF EPIDEMIOLOGY (2011)

添加到收藏夹

Article Economics

Extending the regression-discontinuity approach to multiple assignment variables

John P. Papay et al.

JOURNAL OF ECONOMETRICS (2011)

添加到收藏夹

Article Oncology

Prognostic and predictive value of the 21-gene recurrence score assay in postmenopausal women with node-positive, oestrogen-receptor-positive breast cancer on chemotherapy: a retrospective analysis of a randomised trial

Kathy S. Albain et al.

LANCET ONCOLOGY (2010)

添加到收藏夹

Review Oncology

Development of the 21-gene assay and its application in clinical practice and clinical trials

Joseph A. Sparano et al.

JOURNAL OF CLINICAL ONCOLOGY (2008)

添加到收藏夹

Article Economics

Manipulation of the running variable in the regression discontinuity design: A density test

Justin McCrary

JOURNAL OF ECONOMETRICS (2008)

添加到收藏夹

Article Public, Environmental & Occupational Health

Cohort profile: Africa Centre Demographic Information System (ACDIS) and population-based HIV survey

Frank Tanser et al.

INTERNATIONAL JOURNAL OF EPIDEMIOLOGY (2008)

添加到收藏夹

Article Oncology

Gene expression and benefit of chemotherapy in women with node-negative, estrogen receptor-positive breast cancer

Soonmyung Paik et al.

JOURNAL OF CLINICAL ONCOLOGY (2006)

添加到收藏夹

Article Statistics & Probability

Permutation methods: A basis for exact inference

MD Ernst

STATISTICAL SCIENCE (2004)

添加到收藏夹

Article Economics

Identification and estimation of treatment effects with a regression-discontinuity design

JY Hahn et al.

ECONOMETRICA (2001)

添加到收藏夹

© Peeref 2019-2024. All rights reserved.