multiple regression and beyond an introduction to multiple regression and structural equation modeling

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Multiple Regression And Beyond

Author : Timothy Z. Keith
ISBN : 9781317608066
Genre : Education
File Size : 32. 63 MB
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Multiple Regression and Beyond offers a conceptually oriented introduction to multiple regression (MR) analysis and structural equation modeling (SEM), along with analyses that flow naturally from those methods. By focusing on the concepts and purposes of MR and related methods, rather than the derivation and calculation of formulae, this book introduces material to students more clearly, and in a less threatening way. In addition to illuminating content necessary for coursework, the accessibility of this approach means students are more likely to be able to conduct research using MR or SEM--and more likely to use the methods wisely. Covers both MR and SEM, while explaining their relevance to one another Also includes path analysis, confirmatory factor analysis, and latent growth modeling Figures and tables throughout provide examples and illustrate key concepts and techniques For additional resources, please visit: http://tzkeith.com/

Multiple Regression And Beyond

Author : Timothy Keith
ISBN : 0205326447
Genre : Mathematics
File Size : 38. 21 MB
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"Multiple Regression and Beyond" offers a conceptually oriented introduction to multiple regression (MR) analysis, along with more complex methods that flow naturally from multiple regression: path analysis, confirmatory factor analysis, and structural equation modeling. By focusing on the concepts and purposes of MR and related methods, rather than the derivation and calculation of formulae (the "plug and chug" approach), students learn more clearly, in a less threatening way. As a result, they are more likely to be interested in conducting research using MR, CFA, or SEM -- and are more likely to use the methods wisely. This is undoubtedly the most readable book about multiple regression I have ever used. My students found it clear and understandable. Keith writes in a clear style that is designed to engage students rather than alienate them. The emphasis is on conceptual understanding rather than mathematical proofs. Formulas are used when necessary, but Keith takes care not to drown students in a sea of algebra. The aim throughout is to empower students to make the decisions that they will need to make in thier own research. "Larry Greil, Alfred University" Keith's approach is a "conceptually oriented introduction" to multiple regression. None of the negative connotations of that phrase apply here. Keith's coverage de-emphasizes complex mathematics yet is committed to a rigorous, model-building use of multiple regression in research data analysis. . . . Material that can be quite difficult and confusing for students is covered with sufficient depth and clarity so that many issues will make considerably more sense to students than they usually do. "Robert J. Crutcher, University of Dayton"

Multiple Regression And Beyond Pearson New International Edition

Author : Timothy Z. Keith
ISBN : 9781292053806
Genre : Social Science
File Size : 71. 77 MB
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This book is designed to provide a conceptually-oriented introduction to multiple regression. It is divided into two main parts: the author concentrates on multiple regression analysis in the first part and structural equation modeling in the second part.

Understanding Regression Analysis

Author : Michael Patrick Allen
ISBN : 0306484331
Genre : Social Science
File Size : 77. 89 MB
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By assuming it is possible to understand regression analysis without fully comprehending all its underlying proofs and theories, this introduction to the widely used statistical technique is accessible to readers who may have only a rudimentary knowledge of mathematics. Chapters discuss: -descriptive statistics using vector notation and the components of a simple regression model; -the logic of sampling distributions and simple hypothesis testing; -the basic operations of matrix algebra and the properties of the multiple regression model; -testing compound hypotheses and the application of the regression model to the analyses of variance and covariance, and -structural equation models and influence statistics.

Comprehensive Handbook Of Multicultural School Psychology

Author : Craig Frisby
ISBN : 0471266159
Genre : Psychology
File Size : 35. 29 MB
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A comprehensive guide to current information about multicultural issues, science, and practice in school psychology Today's schools are characterized by wide variations in students' ethnic, racial, language, religious, socioeconomic, and geographical characteristics. Cultural issues pervade all aspects of psychological practice as applied to school effectiveness, classroom learning and instruction, academic achievement, student behavior, and mental health. School psychologists and related personnel must apply critical thinking skills in successfully meeting the needs of an increasingly diverse student population, while working effectively with school personnel to maximize learning for all students. The Comprehensive Handbook of Multicultural School Psychology highlights the latest research in this area and offers practical information on integrating issues of cultural diversity into research and practice. This new resource is the first text of its kind to examine the pervasive influence of culture on all aspects of school psychology, including child development, psychometrics, and interventions. Thought-provoking and practical, yet grounded in empirical research, this text covers: Conceptual, philosophical, and sociopolitical foundations of multicultural school psychology Cultural variation within American subgroups Educational and psychological foundations of culture, individual differences, and schooling Testing, assessment, and intervention issues Training and legal issues International school psychology Featuring contributions from the world's leading scholars in this area, this definitive resource is required reading for all current and future school psychologists, as well as counselors, teachers, and administrators working in school settings.

Meta Analysis

Author : Mike W.-L. Cheung
ISBN : 9781119993438
Genre : Mathematics
File Size : 51. 74 MB
Format : PDF, ePub
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Presents a novel approach to conducting meta–analysis using structural equation modeling. Structural equation modeling (SEM) and meta–analysis are two powerful statistical methods in the educational, social, behavioral, and medical sciences. They are often treated as two unrelated topics in the literature. This book presents a unified framework on analyzing meta–analytic data within the SEM framework, and illustrates how to conduct meta–analysis using the metaSEM package in the R statistical environment. Meta–Analysis: A Structural Equation Modeling Approach begins by introducing the importance of SEM and meta–analysis in answering research questions. Key ideas in meta–analysis and SEM are briefly reviewed, and various meta–analytic models are then introduced and linked to the SEM framework. Fixed–, random–, and mixed–effects models in univariate and multivariate meta–analyses, three–level meta–analysis, and meta–analytic structural equation modeling, are introduced. Advanced topics, such as using restricted maximum likelihood estimation method and handling missing covariates, are also covered. Readers will learn a single framework to apply both meta–analysis and SEM. Examples in R and in Mplus are included. This book will be a valuable resource for statistical and academic researchers and graduate students carrying out meta–analyses, and will also be useful to researchers and statisticians using SEM in biostatistics. Basic knowledge of either SEM or meta–analysis will be helpful in understanding the materials in this book.

Doing Quantitative Research In Education With Spss

Author : Daniel Muijs
ISBN : 9781446210147
Genre : Education
File Size : 85. 67 MB
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This accessible and authoritative introduction is essential for education students and researchers needing to use quantitative methods for the first time. Using datasets from real-life educational research and avoiding the use of mathematical formulae, the author guides students through the essential techniques that they will need to know, explaining each procedure using the latest version of SPSS. The datasets can also be downloaded from the book's website, enabling students to practice the techniques for themselves. This revised and updated second edition now also includes more advanced methods such as log linear analysis, logistic regression, and canonical correlation. Written specifically for those with no prior experience of quantitative research, this book is ideal for education students and researchers in this field.

Applied Multivariate Research

Author : Lawrence S. Meyers
ISBN : 9781412988117
Genre : Psychology
File Size : 37. 3 MB
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This book provides full coverage of the wide range of multivariate topics that graduate students across the social and behavioral sciences encounter, using a conceptual, non-mathematical, approach. Addressing correlation, multiple regression, exploratory factor analysis, MANOVA, path analysis, and structural equation modeling, it is geared toward the needs, level of sophistication, and interest in multivariate methodology that serves students in applied programs in the social and behavioral sciences. Readers are encouraged to focus on design and interpretation rather than the intricacies of specific computations.

Basics Of Structural Equation Modeling

Author : Geoffrey Maruyama
ISBN : 0803974094
Genre : Social Science
File Size : 34. 52 MB
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With the availability of software programs, such as LISREL, EQS, and AMOS, modelling (SEM) techniques have become a popular tool for formalized presentation of the hypothesized relationships underlying correlational research and test for the plausibility of the hypothesizing for a particular data set. However, the popularity of these techniques has often led to misunderstandings of them and even their misuse, particularly by students exposed to them for the first time. Through the use of careful narrative explanation, Maruyama's text describes the logic underlying SEM approaches, describes how SEM approaches relate to techniques like regression and factor analysis, analyzes the strengths and shortcomings of SEM as compared to alternative methodologies, and explores the various methodologies for analyzing structural equation data. In addition, Maruyama provides carefully constructed exercises both within and at the end of chapters.

The Handbook Of School Psychology

Author : Cecil R. Reynolds
ISBN : 0471707473
Genre : Education
File Size : 71. 58 MB
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As the standard reference in the field, this edited handbook focuses on how a school psychologist can operate and create change within the educational system instead of focusing solely on the diagnosis and treatment of an individual. Chapters have been updated and revised to provide a contemporary view of the field.

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