Modeling And Interpreting Interactive Hypotheses In Regression Analysis

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Modeling and Interpreting Interactive Hypotheses in Regression Analysis

Robert Franzese,Cindy Kam
Modeling and Interpreting Interactive Hypotheses in Regression Analysis Book PDF

Author : Robert Franzese,Cindy Kam
Publisher : University of Michigan Press
Page : 164 pages
File Size : 40,9 Mb
Release : 2009-09-23
Category : Political Science
ISBN : 9780472022991

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Modeling and Interpreting Interactive Hypotheses in Regression Analysis by Robert Franzese,Cindy Kam Pdf

Social scientists study complex phenomena about which they often propose intricate hypotheses tested with linear-interactive or multiplicative terms. While interaction terms are hardly new to social science research, researchers have yet to develop a common methodology for using and interpreting them. Modeling and Interpreting Interactive Hypotheses in Regression Analysis provides step-by-step guidance on how to connect substantive theories to statistical models and how to interpret and present the results. "Kam and Franzese is a must-have for all empirical social scientists interested in teasing out the complexities of their data." ---Janet M. Box-Steffensmeier, Ohio State University "Kam and Franzese have written what will become the definitive source on dealing with interaction terms and testing interactive hypotheses. It will serve as the standard reference for political scientists and will be one of those books that everyone will turn to when helping our students or doing our work. But more than that, this book is the best text I have seen for getting students to really think about the importance of careful specification and testing of their hypotheses." ---David A. M. Peterson, Texas A&M University "Kam and Franzese have given scholars and teachers of regression models something they've needed for years: a clear, concise guide to understanding multiplicative interactions. Motivated by real substantive examples and packed with valuable examples and graphs, their book belongs on the shelf of every working social scientist." ---Christopher Zorn, University of South Carolina "Kam and Franzese make it easy to model what good researchers have known for a long time: many important and interesting causal effects depend on the presence of other conditions. Their book shows how to explore interactive hypotheses in your own research and how to present your results. The book is straightforward yet technically sophisticated. There are no more excuses for misunderstanding, misrepresenting, or simply missing out on interaction effects!" ---Andrew Gould, University of Notre Dame Cindy D. Kam is Assistant Professor, Department of Political Science, University of California, Davis. Robert J. Franzese Jr. is Associate Professor, Department of Political Science, University of Michigan, and Research Associate Professor, Center for Political Studies, Institute for Social Research, University of Michigan. For datasets, syntax, and worksheets to help readers work through the examples covered in the book, visit: www.press.umich.edu/KamFranzese/Interactions.html

Interaction Effects in Linear and Generalized Linear Models

Robert L. Kaufman
Interaction Effects in Linear and Generalized Linear Models Book PDF

Author : Robert L. Kaufman
Publisher : SAGE Publications
Page : 609 pages
File Size : 49,5 Mb
Release : 2018-09-06
Category : Social Science
ISBN : 9781506365398

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Interaction Effects in Linear and Generalized Linear Models by Robert L. Kaufman Pdf

Offering a clear set of workable examples with data and explanations, Interaction Effects in Linear and Generalized Linear Models is a comprehensive and accessible text that provides a unified approach to interpreting interaction effects. The book develops the statistical basis for the general principles of interpretive tools and applies them to a variety of examples, introduces the ICALC Toolkit for Stata (downloadable from the Robert L. Kaufman’s website), and offers a series of start-to-finish application examples to show students how to interpret interaction effects for a variety of different techniques of analysis, beginning with OLS regression. The data sets and the Stata code to reproduce the results of the application examples are available online.

Interaction Models

William Roberts Clark,Matt Golder
Interaction Models Book PDF

Author : William Roberts Clark,Matt Golder
Publisher : Cambridge University Press
Page : 613 pages
File Size : 50,7 Mb
Release : 2023-10-31
Category : Political Science
ISBN : 9781108265690

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Interaction Models by William Roberts Clark,Matt Golder Pdf

This book is for people who are interested in formulating contextual theories and testing conditional or 'context-dependent' hypotheses using quantitative methods. Given the ubiquity of conditional relationships in the study of human behavior, scholars from across the social sciences will find something of value in this reading.

Regression Analysis and Linear Models

Richard B. Darlington,Andrew F. Hayes
Regression Analysis and Linear Models Book PDF

Author : Richard B. Darlington,Andrew F. Hayes
Publisher : Guilford Publications
Page : 689 pages
File Size : 43,5 Mb
Release : 2016-08-22
Category : Social Science
ISBN : 9781462527984

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Regression Analysis and Linear Models by Richard B. Darlington,Andrew F. Hayes Pdf

Emphasizing conceptual understanding over mathematics, this user-friendly text introduces linear regression analysis to students and researchers across the social, behavioral, consumer, and health sciences. Coverage includes model construction and estimation, quantification and measurement of multivariate and partial associations, statistical control, group comparisons, moderation analysis, mediation and path analysis, and regression diagnostics, among other important topics. Engaging worked-through examples demonstrate each technique, accompanied by helpful advice and cautions. The use of SPSS, SAS, and STATA is emphasized, with an appendix on regression analysis using R. The companion website (www.afhayes.com) provides datasets for the book's examples as well as the RLM macro for SPSS and SAS. Pedagogical Features: *Chapters include SPSS, SAS, or STATA code pertinent to the analyses described, with each distinctively formatted for easy identification. *An appendix documents the RLM macro, which facilitates computations for estimating and probing interactions, dominance analysis, heteroscedasticity-consistent standard errors, and linear spline regression, among other analyses. *Students are guided to practice what they learn in each chapter using datasets provided online. *Addresses topics not usually covered, such as ways to measure a variable’s importance, coding systems for representing categorical variables, causation, and myths about testing interaction.

Multiple Regression

Leona S. Aiken,Stephen G. West,Raymond R. Reno
Multiple Regression Book PDF

Author : Leona S. Aiken,Stephen G. West,Raymond R. Reno
Publisher : SAGE
Page : 228 pages
File Size : 49,8 Mb
Release : 1991
Category : Business & Economics
ISBN : 0761907122

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Multiple Regression by Leona S. Aiken,Stephen G. West,Raymond R. Reno Pdf

This successful book, now available in paperback, provides academics and researchers with a clear set of prescriptions for estimating, testing and probing interactions in regression models. Including the latest research in the area, such as Fuller's work on the corrected/constrained estimator, the book is appropriate for anyone who uses multiple regression to estimate models, or for those enrolled in courses on multivariate statistics.

Introduction to Mediation, Moderation, and Conditional Process Analysis

Andrew F. Hayes
Introduction to Mediation Moderation and Conditional Process Analysis Book PDF

Author : Andrew F. Hayes
Publisher : Guilford Press
Page : 527 pages
File Size : 54,9 Mb
Release : 2013-04-22
Category : Psychology
ISBN : 9781462511273

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Introduction to Mediation, Moderation, and Conditional Process Analysis by Andrew F. Hayes Pdf

Explaining the fundamentals of mediation and moderation analysis, this engaging book also shows how to integrate the two using an innovative strategy known as conditional process analysis. Procedures are described for testing hypotheses about the mechanisms by which causal effects operate, the conditions under which they occur, and the moderation of mechanisms. Relying on the principles of ordinary least squares regression, Andrew Hayes carefully explains the estimation and interpretation of direct and indirect effects, probing and visualization of interactions, and testing of questions about moderated mediation. Examples using data from published studies illustrate how to conduct and report the analyses described in the book. Of special value, the book introduces and documents PROCESS, a macro for SPSS and SAS that does all the computations described in the book. The companion website (www.afhayes.com) offers free downloads of PROCESS plus data files for the book's examples. Unique features include: *Compelling examples (presumed media influence, sex discrimination in the workplace, and more) with real data; boxes with SAS, SPSS, and PROCESS code; and loads of tips, including how to report mediation, moderation and conditional process analyses. *Appendix that presents documentation on use and features of PROCESS. *Online supplement providing data, code, and syntax for the book's examples.

The Oxford Handbook of Political Methodology

Janet M. Box-Steffensmeier,Henry E. Brady,David Collier
The Oxford Handbook of Political Methodology Book PDF

Author : Janet M. Box-Steffensmeier,Henry E. Brady,David Collier
Publisher : Oxford University Press
Page : 128 pages
File Size : 46,7 Mb
Release : 2008-08-21
Category : Political Science
ISBN : 9780191558214

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The Oxford Handbook of Political Methodology by Janet M. Box-Steffensmeier,Henry E. Brady,David Collier Pdf

Political methodology has changed dramatically over the past thirty years, and many new methods and techniques have been developed. Both the Political Methodology Society and the Qualitative/Multi-Methods Section of the American Political Science Association have engaged in ongoing research and training programs that have advanced quantitative and qualitative methodology. The Oxford Handbook of Political Methodology presents and synthesizes these developments. The Handbook provides comprehensive overviews of diverse methodological approaches, with an emphasis on three major themes. First, specific methodological tools should be at the service of improved conceptualization, comprehension of meaning, measurement, and data collection. They should increase analysts' leverage in reasoning about causal relationships and evaluating them empirically by contributing to powerful research designs. Second, the authors explore the many different ways of addressing these tasks: through case-studies and large-n designs, with both quantitative and qualitative data, and via techniques ranging from statistical modelling to process tracing. Finally, techniques can cut across traditional methodological boundaries and can be useful for many different kinds of researchers. Many of the authors thus explore how their methods can inform, and be used by, scholars engaged in diverse branches of methodology.

Doing Statistical Mediation and Moderation

Paul E. Jose
Doing Statistical Mediation and Moderation Book PDF

Author : Paul E. Jose
Publisher : Guilford Press
Page : 353 pages
File Size : 42,7 Mb
Release : 2013-03-28
Category : Psychology
ISBN : 9781462508211

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Doing Statistical Mediation and Moderation by Paul E. Jose Pdf

"Written in a friendly, conversational style, this book offers a hands-on approach to statistical mediation and moderation for both beginning researchers and those familiar with modeling. Starting with a gentle review of regression-based analysis, Paul Jose covers basic mediation and moderation techniques before moving on to advanced topics in multilevel modeling, structural equation modeling, and hybrid combinations, such as moderated mediation. User-friendly features include numerous graphs and carefully worked-through examples; "Helpful Suggestions" about procedures and pitfalls; "Knowledge Boxes" delving into special topics, such as dummy coding; and end-of-chapter exercises and problems (with answers). The companion website provides downloadable sample data sets that are used in the book to demonstrate particular analytic strategies, and explains how researchers and students can execute analyses using Jose's online programs, MedGraph and ModGraph. Appendices present SPSS, AMOS, and Mplus syntax for conducting the key types of analyses"--

International Encyclopedia of Political Science

Bertrand Badie,Dirk Berg-Schlosser,Leonardo Morlino
International Encyclopedia of Political Science Book PDF

Author : Bertrand Badie,Dirk Berg-Schlosser,Leonardo Morlino
Publisher : SAGE Publications
Page : 4033 pages
File Size : 40,7 Mb
Release : 2011-09-07
Category : Political Science
ISBN : 9781452266497

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International Encyclopedia of Political Science by Bertrand Badie,Dirk Berg-Schlosser,Leonardo Morlino Pdf

Request a FREE 30-day online trial to this title at www.sagepub.com/freetrial With entries from leading international scholars from around the world, this eight-volume encyclopedia offers the widest possible coverage of key areas both regionally and globally. The International Encyclopedia of Political Science provides a definitive, comprehensive picture of all aspects of political life, recognizing the theoretical and cultural pluralism of our approaches and including findings from the far corners of the world. The eight volumes cover every field of politics, from political theory and methodology to political sociology, comparative politics, public policies, and international relations. Entries are arranged in alphabetical order, and a list of entries by subject area appears in the front of each volume for ease of use. The encyclopedia contains a detailed index as well as extensive bibliographical references. Filling the need for an exhaustive overview of the empirical findings and reflections on politics, this reference resource is suited for undergraduate or graduate students who wish to be informed effectively and quickly on their field of study, for scholars seeking information on relevant research findings in their area of specialization or in related fields, and for lay readers who may lack a formal background in political science but have an interest in the field nonetheless. The International Encyclopedia of Political Science provides an essential, authoritative guide to the state of political science at the start of the 21st century and for decades to come, making it an invaluable resource for a global readership, including researchers, students, citizens, and policy makers. The encyclopedia was developed in partnership with the International Political Science Association. Key Themes: Case and Area Studies Comparative Politics, Theory, and Methods Democracy and Democratization Economics Epistemological Foundations Equality and Inequality Gender and Race/Ethnicity International Relations Local Government Peace, War, and Conflict Resolution People and Organizations Political Economy Political Parties Political Sociology Public Policy and Administration Qualitative Methods Quantitative Methods Religion

Latino Politics En Ciencia Politica

Tony Affigne,Evelyn Hu-DeHart,Marion Orr
Latino Politics En Ciencia Politica Book PDF

Author : Tony Affigne,Evelyn Hu-DeHart,Marion Orr
Publisher : NYU Press
Page : 320 pages
File Size : 40,6 Mb
Release : 2014-04-25
Category : Political Science
ISBN : 9780814763797

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Latino Politics En Ciencia Politica by Tony Affigne,Evelyn Hu-DeHart,Marion Orr Pdf

More than 53 million Latinos now constitute the largest, fastest-growing, and most diverse minority group in the United States, and the nation’s political future may well be shaped by Latinos’ continuing political incorporation. In the 2012 election, Latinos proved to be a critical voting bloc in both Presidential and Congressional races; this demographic will only become more important in future American elections. Using new evidence from the largest-ever scientific survey addressed exclusively to Latino/Hispanic respondents, Latino Politics en Ciencia Política explores political diversity within the Latino community, considering how intra-community differences influence political behavior and policy preferences. The editors and contributors, all noted scholars of race and politics, examine key issues of Latino politics in the contemporary United States: Latino/a identities (latinidad), transnationalism, acculturation, political community, and racial consciousness. The book contextualizes today’s research within the history of Latino political studies, from the field’s beginnings to the present, explaining how systematic analysis of Latino political behavior has over time become integral to the study of political science. Latino Politics en Ciencia Política is thus an ideal text for learning both the state of the field today, and key dimensions of Latino political attitudes.

Impacts of Anthropogenic Activities on Watersheds in a Changing Climate

Luís Filipe Sanches Fernandes,Fernando António Leal Pacheco
Impacts of Anthropogenic Activities on Watersheds in a Changing Climate Book PDF

Author : Luís Filipe Sanches Fernandes,Fernando António Leal Pacheco
Publisher : MDPI
Page : 256 pages
File Size : 50,5 Mb
Release : 2021-04-14
Category : Science
ISBN : 9783036502663

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Impacts of Anthropogenic Activities on Watersheds in a Changing Climate by Luís Filipe Sanches Fernandes,Fernando António Leal Pacheco Pdf

The immediate goal of this Special Issue was the characterization of land uses and occupations (LULC) in watersheds and the assessment of impacts caused by anthropogenic activities. The goal was immediate because the ultimate purpose was to help bring disturbed watersheds to a better condition or a utopian sustainable status. The steps followed to attain this objective included publishing studies on the understanding of factors and variables that control hydrology and water quality changes in response to human activities. Following this first step, the Special Issue selected work that described adaption measures capable of improving the watershed condition (water availability and quality), namely LULC conversions (e.g., monocultures into agro-forestry systems). Concerning the LULC measures, however, efficacy was questioned unless supported by public programs that force consumers to participate in concomitant costs, because conversions may be viewed as an environmental service.

Maximum Likelihood for Social Science

Michael D. Ward,John S. Ahlquist
Maximum Likelihood for Social Science Book PDF

Author : Michael D. Ward,John S. Ahlquist
Publisher : Cambridge University Press
Page : 327 pages
File Size : 53,6 Mb
Release : 2018-11-22
Category : Political Science
ISBN : 9781107185821

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Maximum Likelihood for Social Science by Michael D. Ward,John S. Ahlquist Pdf

Practical, example-driven introduction to maximum likelihood for the social sciences. Emphasizes computation in R, model selection and interpretation.

ECMLG2015-11th European Conference on Management Leadership and Governance

José Carlos Dias Rouco
ECMLG2015 11th European Conference on Management Leadership and Governance Book PDF

Author : José Carlos Dias Rouco
Publisher : Academic Conferences and publishing limited
Page : 642 pages
File Size : 52,6 Mb
Release : 2015-10-26
Category : Business & Economics
ISBN : 9781910810767

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ECMLG2015-11th European Conference on Management Leadership and Governance by José Carlos Dias Rouco Pdf

These Proceedings represent the work of contributors to the 11th European Conference on Management Leadership and Governance held this year at the Military Academy, Lisbon, Portugal on the 12-13 November 2015 The Conference Chair is Major-General Joao Vieira Borges from and the Pro-gramme Chair is Lieutenant-Colonel Jose Carlos Dias Rouco, both from the Mili-tary Academy, Lisbon, Portugal. Keynote presentations are given by Colonel Nuno Lemos Pires from the Military Academy and Lt Col Paulo Fernando Viegas Nunes from the National Defence Institute, Lisbon, Portugal. The Conference offers an opportunity for scholars and practitioners interested in the issues related to Management, Leadership and Governance to share their thinking and research findings. These fields of study are broadly described as including issues related to the management of the organisations' resources, the interface between senior management and the formal governance of the organi-sation. This Conference provides a forum for discussion, collaboration and intel-lectual exchange for all those interested in any of these fields of research or practice. With an initial submission of 163 abstracts, after the double blind, peer review process there are 64 Academic research Papers, 8 PhD Research Papers and 2 Masters research paper in these Conference Proceedings. These papers reflect the truly global nature of research in the area with contributions from Belgium, Canada, China, Colombia, Czech Republic, Denmark, Finland, Germany, Italy, Japan, Kazakhstan, Lithuania, Netherlands, New Zealand, Poland, Portugal, Republic of Korea, Romania, Russia, Scotland, South Africa, Syria, The Netherlands, Turkey, UAE, UK, United Arab Emirates, USA."

Statistical Inference via Data Science: A ModernDive into R and the Tidyverse

Chester Ismay,Albert Y. Kim
Statistical Inference via Data Science A ModernDive into R and the Tidyverse Book PDF

Author : Chester Ismay,Albert Y. Kim
Publisher : CRC Press
Page : 461 pages
File Size : 50,7 Mb
Release : 2019-12-23
Category : Mathematics
ISBN : 9781000763461

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Statistical Inference via Data Science: A ModernDive into R and the Tidyverse by Chester Ismay,Albert Y. Kim Pdf

Statistical Inference via Data Science: A ModernDive into R and the Tidyverse provides a pathway for learning about statistical inference using data science tools widely used in industry, academia, and government. It introduces the tidyverse suite of R packages, including the ggplot2 package for data visualization, and the dplyr package for data wrangling. After equipping readers with just enough of these data science tools to perform effective exploratory data analyses, the book covers traditional introductory statistics topics like confidence intervals, hypothesis testing, and multiple regression modeling, while focusing on visualization throughout. Features: ● Assumes minimal prerequisites, notably, no prior calculus nor coding experience ● Motivates theory using real-world data, including all domestic flights leaving New York City in 2013, the Gapminder project, and the data journalism website, FiveThirtyEight.com ● Centers on simulation-based approaches to statistical inference rather than mathematical formulas ● Uses the infer package for "tidy" and transparent statistical inference to construct confidence intervals and conduct hypothesis tests via the bootstrap and permutation methods ● Provides all code and output embedded directly in the text; also available in the online version at moderndive.com This book is intended for individuals who would like to simultaneously start developing their data science toolbox and start learning about the inferential and modeling tools used in much of modern-day research. The book can be used in methods and data science courses and first courses in statistics, at both the undergraduate and graduate levels.

The European Social Model under Pressure

Romana Careja,Patrick Emmenegger,Nathalie Giger
The European Social Model under Pressure Book PDF

Author : Romana Careja,Patrick Emmenegger,Nathalie Giger
Publisher : Springer
Page : 633 pages
File Size : 54,8 Mb
Release : 2019-07-11
Category : Political Science
ISBN : 9783658270438

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The European Social Model under Pressure by Romana Careja,Patrick Emmenegger,Nathalie Giger Pdf

The European Social Model is at a crossroad. Although from the 1990s onwards, the threat of an imminent crisis shaped much of the rhetoric surrounding the future of the welfare state, disagreement within the academic community remains. What is however increasingly clear is that with the global financial crisis and the Euro crisis that followed it, the challenges the European Social Model faces have become more acute and demand action. This volume launches a multifaceted inquiry into these challenges. Each contribution, written by renowned scholars in their fields, represents an in-depth exploration of issues that cut to the core of current political, economic and social processes. They are an invitation to the seasoned scholars as well as to the beginning students of social sciences, public administration or journalism to engage with, by now, a large body of scholarship, to accompany the authors in their endeavours to seek an explanation to burning questions and start their own inquiries.