Causal Moderation Analysis Using Propensity Score Methods PDF Download

Causal Moderation Analysis Using Propensity Score Methods PDF
Author: Nianbo Dong
Publisher:
Size: 59.15 MB
Format: PDF, ePub, Docs
Category :
Languages : en
Pages : 16
View: 5173

Get Book


This paper is based on previous studies in applying propensity score methods to study multiple treatment variables to examine the causal moderator effect. The propensity score methods will be demonstrated in a case study to examine the causal moderator effect, where the moderators are categorical and continuous variables. Moderation analysis is an important approach to examining the treatment effect heterogeneity in intervention studies. It is essential to assure that the treatment heterogeneity is solely due to the moderator. This paper proposes good propensity score applications in causal moderator analysis. The procedure of applying propensity score methods, as illustrated in a case study, will provide suggestions to researchers in conducting causal moderator analysis, such as analysis of the effects of implementation fidelity on treatment effects. (Contains 6 tables, 2 figures and 2 footnotes.).

Practical Propensity Score Methods Using R PDF Download

Practical Propensity Score Methods Using R PDF
Author: Walter Leite
Publisher: SAGE Publications
Size: 62.73 MB
Format: PDF
Category : Social Science
Languages : en
Pages : 224
View: 2800

Get Book


Practical Propensity Score Methods Using R by Walter Leite is a practical book that uses a step-by-step analysis of realistic examples to help students understand the theory and code for implementing propensity score analysis with the R statistical language. With a comparison of both well-established and cutting-edge propensity score methods, the text highlights where solid guidelines exist to support best practices and where there is scarcity of research. Readers will find that this scaffolded approach to R and the book’s free online resources help them apply the text’s concepts to the analysis of their own data.

Statistics And Causality PDF Download

Statistics and Causality PDF
Author: Wolfgang Wiedermann
Publisher: John Wiley & Sons
Size: 42.58 MB
Format: PDF, Mobi
Category : Social Science
Languages : en
Pages : 480
View: 3269

Get Book


A one-of-a-kind guide to identifying and dealing with modern statistical developments in causality Written by a group of well-known experts, Statistics and Causality: Methods for Applied Empirical Research focuses on the most up-to-date developments in statistical methods in respect to causality. Illustrating the properties of statistical methods to theories of causality, the book features a summary of the latest developments in methods for statistical analysis of causality hypotheses. The book is divided into five accessible and independent parts. The first part introduces the foundations of causal structures and discusses issues associated with standard mechanistic and difference-making theories of causality. The second part features novel generalizations of methods designed to make statements concerning the direction of effects. The third part illustrates advances in Granger-causality testing and related issues. The fourth part focuses on counterfactual approaches and propensity score analysis. Finally, the fifth part presents designs for causal inference with an overview of the research designs commonly used in epidemiology. Statistics and Causality: Methods for Applied Empirical Research also includes: New statistical methodologies and approaches to causal analysis in the context of the continuing development of philosophical theories End-of-chapter bibliographies that provide references for further discussions and additional research topics Discussions on the use and applicability of software when appropriate Statistics and Causality: Methods for Applied Empirical Research is an ideal reference for practicing statisticians, applied mathematicians, psychologists, sociologists, logicians, medical professionals, epidemiologists, and educators who want to learn more about new methodologies in causal analysis. The book is also an excellent textbook for graduate-level courses in causality and qualitative logic.

Methods In Comparative Effectiveness Research PDF Download

Methods in Comparative Effectiveness Research PDF
Author: Constantine Gatsonis
Publisher: CRC Press
Size: 68.31 MB
Format: PDF, ePub
Category : Mathematics
Languages : en
Pages : 554
View: 6589

Get Book


Comparative effectiveness research (CER) is the generation and synthesis of evidence that compares the benefits and harms of alternative methods to prevent, diagnose, treat, and monitor a clinical condition or to improve the delivery of care (IOM 2009). CER is conducted to develop evidence that will aid patients, clinicians, purchasers, and health policy makers in making informed decisions at both the individual and population levels. CER encompasses a very broad range of types of studies—experimental, observational, prospective, retrospective, and research synthesis. This volume covers the main areas of quantitative methodology for the design and analysis of CER studies. The volume has four major sections—causal inference; clinical trials; research synthesis; and specialized topics. The audience includes CER methodologists, quantitative-trained researchers interested in CER, and graduate students in statistics, epidemiology, and health services and outcomes research. The book assumes a masters-level course in regression analysis and familiarity with clinical research.

Best Practices In Quantitative Methods For Developmentalists PDF Download

Best Practices in Quantitative Methods for Developmentalists PDF
Author: Kathleen McCartney
Publisher:
Size: 16.86 MB
Format: PDF, ePub
Category : Child development
Languages : en
Pages : 150
View: 7612

Get Book


"The purpose of this monograph is to fill a gap in the literature by offering a series of overviews on common data-analytic issues of particular interest to researchers in child development."--Jacket.

Causality In A Social World PDF Download

Causality in a Social World PDF
Author: Guanglei Hong
Publisher: John Wiley & Sons
Size: 65.31 MB
Format: PDF, Docs
Category : Mathematics
Languages : en
Pages : 425
View: 1739

Get Book


Causality in a Social World introduces innovative new statistical research and strategies for investigating moderated intervention effects, mediated intervention effects, and spill-over effects using experimental or quasi-experimental data. The book uses potential outcomes to define causal effects, explains and evaluates identification assumptions using application examples, and compares innovative statistical strategies with conventional analysis methods. Whilst highlighting the crucial role of good research design and the evaluation of assumptions required for identifying causal effects in the context of each application, the author demonstrates that improved statistical procedures will greatly enhance the empirical study of causal relationship theory. Applications focus on interventions designed to improve outcomes for participants who are embedded in social settings, including families, classrooms, schools, neighbourhoods, and workplaces.

PDF Download

                                    PDF
Author: Абхіджіт Банерджі
Publisher: Наш формат
Size: 63.31 MB
Format: PDF, ePub, Docs
Category : Business & Economics
Languages : uk
Pages : 312
View: 6175

Get Book


14 жовтня 2019 року авторка книжки "Економіка бідності. Як звільнити світ від злиднів" Естер Дуфло разом з Абхіджит Банерджі та Майклом Кремером отримали Нобелівську премію з економіки за експериментальний підхід у боротьбі з бідністю. «Економіка бідності» — найкраща бізнес-книжка 2011 року за версією Financial Times і Goldman Sachs. П’ятнадцять років роботи з бідними людьми в десятках країн на п’яти континентах дали змогу Банерджі й Дуфло радикально переосмислити економіку бідності. Чому марокканець, якому бракує грошей на їжу, купує телевізор? Чому бідні нехтують безкоштовною вакцинацією, але витрачають гроші на недієві ліки? Чому вони починають багато бізнес-проектів, але жодна з їхніх справ не розвивається? Як переконують автори, щоб подолати світову бідність, варто насамперед зрозуміти обставини, які формують основу вибору людей. Спираючись на численні дослідження й зібрані дані, Банерджі й Дуфло пропонують доволі прості заходи, що допоможуть підвищити рівень життя бідних у всьому світі.

Issues In Genetic Medicine 2011 Edition PDF Download

Issues in Genetic Medicine  2011 Edition PDF
Author:
Publisher: ScholarlyEditions
Size: 10.52 MB
Format: PDF, ePub, Docs
Category : Medical
Languages : en
Pages : 2671
View: 4072

Get Book


Issues in Genetic Medicine / 2011 Edition is a ScholarlyEditions™ eBook that delivers timely, authoritative, and comprehensive information about Genetic Medicine. The editors have built Issues in Genetic Medicine: 2011 Edition on the vast information databases of ScholarlyNews.™ You can expect the information about Genetic Medicine in this eBook to be deeper than what you can access anywhere else, as well as consistently reliable, authoritative, informed, and relevant. The content of Issues in Genetic Medicine: 2011 Edition has been produced by the world’s leading scientists, engineers, analysts, research institutions, and companies. All of the content is from peer-reviewed sources, and all of it is written, assembled, and edited by the editors at ScholarlyEditions™ and available exclusively from us. You now have a source you can cite with authority, confidence, and credibility. More information is available at http://www.ScholarlyEditions.com/.

Issues In Pediatric And Adolescent Medicine Research And Practice 2011 Edition PDF Download

Issues in Pediatric and Adolescent Medicine Research and Practice  2011 Edition PDF
Author:
Publisher: ScholarlyEditions
Size: 64.70 MB
Format: PDF, Mobi
Category : Medical
Languages : en
Pages : 4090
View: 6705

Get Book


Issues in Pediatric and Adolescent Medicine Research and Practice: 2011 Edition is a ScholarlyEditions™ eBook that delivers timely, authoritative, and comprehensive information about Pediatric and Adolescent Medicine Research and Practice. The editors have built Issues in Pediatric and Adolescent Medicine Research and Practice: 2011 Edition on the vast information databases of ScholarlyNews.™ You can expect the information about Pediatric and Adolescent Medicine Research and Practice in this eBook to be deeper than what you can access anywhere else, as well as consistently reliable, authoritative, informed, and relevant. The content of Issues in Pediatric and Adolescent Medicine Research and Practice: 2011 Edition has been produced by the world’s leading scientists, engineers, analysts, research institutions, and companies. All of the content is from peer-reviewed sources, and all of it is written, assembled, and edited by the editors at ScholarlyEditions™ and available exclusively from us. You now have a source you can cite with authority, confidence, and credibility. More information is available at http://www.ScholarlyEditions.com/.