Multilevel Modeling Techniques And Applications In Institutional Research

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Multilevel Modeling Techniques and Applications in Institutional Research

Author : Joe L. Lott
Publisher : John Wiley & Sons
ISBN 13 : 111845734X
Total Pages : 163 pages
Book Rating : 4.1/5 (184 download)

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Book Synopsis Multilevel Modeling Techniques and Applications in Institutional Research by : Joe L. Lott

Download or read book Multilevel Modeling Techniques and Applications in Institutional Research written by Joe L. Lott and published by John Wiley & Sons. This book was released on 2013-02-22 with total page 163 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multilevel modeling is an increasingly popular multivariate technique that is widely applied in the social sciences. Increasingly, practitioners are making instructional decisions based on results from their multivariate analyses, which often come from nested data that lend themselves to multilevel modeling techniques. As data-driven decision making becomes more critical to colleges and universities, multilevel modeling is a tool that will lead to more efficient estimates and enhance understanding of complex relationships. This volume illustrates both the theoretical underpinnings and practical applications of multilevel modeling in IR. It introduces the fundamental concepts of multilevel modeling techniques in a conceptual and technical manner. Providing a range of examples of nested models that are based on linear and categorical outcomes, it then offers important suggestions about presenting results of multilevel models through charts and graphs. This is the 154th volume of this Jossey-Bass quarterly report series. Always timely and comprehensive, New Directions for Institutional Research provides planners and administrators in all types of academic institutions with guidelines in such areas as resource coordination, information analysis, program evaluation, and institutional management.

Multilevel Analysis

Author : Joop J. Hox
Publisher : Routledge
ISBN 13 : 1317308689
Total Pages : 348 pages
Book Rating : 4.3/5 (173 download)

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Book Synopsis Multilevel Analysis by : Joop J. Hox

Download or read book Multilevel Analysis written by Joop J. Hox and published by Routledge. This book was released on 2017-09-14 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applauded for its clarity, this accessible introduction helps readers apply multilevel techniques to their research. The book also includes advanced extensions, making it useful as both an introduction for students and as a reference for researchers. Basic models and examples are discussed in nontechnical terms with an emphasis on understanding the methodological and statistical issues involved in using these models. The estimation and interpretation of multilevel models is demonstrated using realistic examples from various disciplines including psychology, education, public health, and sociology. Readers are introduced to a general framework on multilevel modeling which covers both observed and latent variables in the same model, while most other books focus on observed variables. In addition, Bayesian estimation is introduced and applied using accessible software.

Multilevel Modeling Techniques and Applications in Institutional Research

Author : Joe L. Lott
Publisher : Jossey-Bass
ISBN 13 : 9781118444009
Total Pages : 144 pages
Book Rating : 4.4/5 (44 download)

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Book Synopsis Multilevel Modeling Techniques and Applications in Institutional Research by : Joe L. Lott

Download or read book Multilevel Modeling Techniques and Applications in Institutional Research written by Joe L. Lott and published by Jossey-Bass. This book was released on 2012-07-17 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multilevel modeling is an increasingly popular multivariate technique that is widely applied in the social sciences. Increasingly, practitioners are making instructional decisions based on results from their multivariate analyses, which often come from nested data that lend themselves to multilevel modeling techniques. As data-driven decision making becomes more critical to colleges and universities, multilevel modeling is a tool that will lead to more efficient estimates and enhance understanding of complex relationships. This volume illustrates both the theoretical underpinnings and practical applications of multilevel modeling in IR. It introduces the fundamental concepts of multilevel modeling techniques in a conceptual and technical manner. Providing a range of examples of nested models that are based on linear and categorical outcomes, it then offers important suggestions about presenting results of multilevel models through charts and graphs. This is the 154th volume of this Jossey-Bass quarterly report series. Always timely and comprehensive, New Directions for Institutional Research provides planners and administrators in all types of academic institutions with guidelines in such areas as resource coordination, information analysis, program evaluation, and institutional management.

Benchmarking in Institutional Research

Author : Gary D. Levy
Publisher : John Wiley & Sons
ISBN 13 : 1118641043
Total Pages : 105 pages
Book Rating : 4.1/5 (186 download)

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Book Synopsis Benchmarking in Institutional Research by : Gary D. Levy

Download or read book Benchmarking in Institutional Research written by Gary D. Levy and published by John Wiley & Sons. This book was released on 2012-12-21 with total page 105 pages. Available in PDF, EPUB and Kindle. Book excerpt: While the term benchmarking is commonplace nowadays in institutional research and higher education, less common, is a solid understanding of what it really means and how it has been, and can be, used effectively. This volume begins by defining benchmarking as “a strategic and structured approach whereby an organization compares aspects of its processes and/or outcomes to those of another organization or set of organizations to identify opportunities for improvement.” Building on this definition, the chapters provide a brief history of the evolution and emergence of benchmarking in general and in higher education in particular. The authors apply benchmarking to: Enrollment management and student success Institutional effectiveness The potential economic impact of higher education institutions on their host communities. They look at the use of national external survey data in institutional benchmarking and selection of peer institutions, introduce multivariate statistical methodologies for guiding that selection, and consider a novel application of baseball sabermetric methods. The volume offers a solid starting point for those new to benchmarking in higher education and provides examples of current best practices and prospective new directions. This is the 156th volume of this Jossey-Bass series. Always timely and comprehensive, New Directions for Institutional Research provides planners and administrators in all types of academic institutions with guidelines in such areas as resource coordination, information analysis, program evaluation, and institutional management.

Global Issues in Institutional Research

Author : Angel Calderone
Publisher : John Wiley & Sons
ISBN 13 : 1118714814
Total Pages : 102 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Global Issues in Institutional Research by : Angel Calderone

Download or read book Global Issues in Institutional Research written by Angel Calderone and published by John Wiley & Sons. This book was released on 2013-05-17 with total page 102 pages. Available in PDF, EPUB and Kindle. Book excerpt: All around the world, postsecondary institutions are facing competitive environments, declining resources, and changing societal needs. Institutions are affected by globalization, state and local government needs, economic restructuring, information technology, and student and staff mobility. Institutional researchers have a critical role to play in addressing these issues. In this volume, we have embedded the practice of IR as experienced globally. We brought together a discussion that is delivered from multiple perspectives, but fundamentally one that draws from the collaborative efforts of practitioners across borders. By embedding notions of globalization that affect IR, we can engage readers in broad discussions on where we are coming from and where we are heading. This is the 157th volume of this Jossey-Bass quarterly report series. Always timely and comprehensive, New Directions for Institutional Research provides planners and administrators in all types of academic institutions with guidelines in such areas as resource coordination, information analysis, program evaluation, and institutional management.

New Scholarship in Critical Quantitative Research, Part 1: Studying Institutions and People in Context

Author : Frances K. Stage
Publisher : John Wiley & Sons
ISBN 13 : 1118947487
Total Pages : 126 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis New Scholarship in Critical Quantitative Research, Part 1: Studying Institutions and People in Context by : Frances K. Stage

Download or read book New Scholarship in Critical Quantitative Research, Part 1: Studying Institutions and People in Context written by Frances K. Stage and published by John Wiley & Sons. This book was released on 2014-06-24 with total page 126 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents work focused on underrepresented persons in a variety of levels of higher education. Each scholar has used critical quantitative approaches to examine access and/or success in the higher education arena. Their scholarship pushes the boundaries of what we know by questioning mainstream notions of higher education through: the examination of policies the re-framing of theories and measures the reexamination of traditional questions for nontraditional populations. The work is divergent, but the commonality of the presentations lies in each scholar’s critical approach to conventional quantitative scholarship. Their research highlights inequities and explores factors not typically included in conventional quantitative analysis. This is the 158th volume of this Jossey-Bass quarterly report series. Always timely and comprehensive, New Directions for Institutional Research provides planners and administrators in all types of academic institutions with guidelines in such areas as resource coordination, information analysis, program evaluation, and institutional management.

Refining the Focus on Faculty Diversity in Postsecondary Institutions

Author : Yonghong Jade Xu
Publisher : John Wiley & Sons
ISBN 13 : 1118533526
Total Pages : 149 pages
Book Rating : 4.1/5 (185 download)

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Book Synopsis Refining the Focus on Faculty Diversity in Postsecondary Institutions by : Yonghong Jade Xu

Download or read book Refining the Focus on Faculty Diversity in Postsecondary Institutions written by Yonghong Jade Xu and published by John Wiley & Sons. This book was released on 2012-10-26 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt: Faculty diversity is gaining unprecedented emphasis in the mission of colleges and universities, and institutional researchers are being pushed for relevant data. This volume examines faculty diversity from a variety of perspectives. Together, they constitute a comprehensive outlook on the subject, highlighting factors including racial background, gender, citizenship, employment status, and academic discipline, and examining how growing diversity has affected the work experience and productivity of faculty and the learning outcomes of students. Special attention is given to international and nontenure-track faculty members, two groups that have experienced rapid growth in recent years. The authors: Present empirical evidence to support the increasing importance of faculty diversity in institutional research Show the need for actively tracking the changes in diversity over time Highlight the critical role of research methodology in all such work. This is the 155th volume of this Jossey-Bass quarterly report series. Always timely and comprehensive, New Directions for Institutional Research provides planners and administrators in all types of academic institutions with guidelines in such areas as resource coordination, information analysis, program evaluation, and institutional management.

Measuring Glass Ceiling Effects in Higher Education: Opportunities and Challenges

Author : Jerlando F. L. Jackson
Publisher : John Wiley & Sons
ISBN 13 : 1118956281
Total Pages : 113 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis Measuring Glass Ceiling Effects in Higher Education: Opportunities and Challenges by : Jerlando F. L. Jackson

Download or read book Measuring Glass Ceiling Effects in Higher Education: Opportunities and Challenges written by Jerlando F. L. Jackson and published by John Wiley & Sons. This book was released on 2014-07-30 with total page 113 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume offers readers a comprehensive means to understanding glass ceiling effects in higher education. Each chapter approaches the glass ceiling from a different perspective, providing compelling arguments that truly highlight the importance and usefulness of collecting data on this topic. Institutional decision makers will find valuable information to confront the challenge of glass ceiling effects across different institutional environments. Likewise, institutional researchers will find step-by-step protocols to collect and analyze glass ceiling data as well as a variety of rich examples. Readers will not only find this sourcebook useful for institutional planning purposes, but it will also help them truly understand how the glass ceiling impacts women and people of color in higher education.

Multilevel Modeling in Plain Language

Author : Karen Robson
Publisher : SAGE
ISBN 13 : 1473934311
Total Pages : 161 pages
Book Rating : 4.4/5 (739 download)

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Book Synopsis Multilevel Modeling in Plain Language by : Karen Robson

Download or read book Multilevel Modeling in Plain Language written by Karen Robson and published by SAGE. This book was released on 2015-11-02 with total page 161 pages. Available in PDF, EPUB and Kindle. Book excerpt: Have you been told you need to do multilevel modeling, but you can′t get past the forest of equations? Do you need the techniques explained with words and practical examples so they make sense? Help is here! This book unpacks these statistical techniques in easy-to-understand language with fully annotated examples using the statistical software Stata. The techniques are explained without reliance on equations and algebra so that new users will understand when to use these approaches and how they are really just special applications of ordinary regression. Using real life data, the authors show you how to model random intercept models and random coefficient models for cross-sectional data in a way that makes sense and can be retained and repeated. This book is the perfect answer for anyone who needs a clear, accessible introduction to multilevel modeling.

A Machine Learning, Artificial Intelligence Approach to Institutional Effectiveness in Higher Education

Author : John N. Moye Ph.D.
Publisher : Emerald Group Publishing
ISBN 13 : 1789738997
Total Pages : 247 pages
Book Rating : 4.7/5 (897 download)

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Book Synopsis A Machine Learning, Artificial Intelligence Approach to Institutional Effectiveness in Higher Education by : John N. Moye Ph.D.

Download or read book A Machine Learning, Artificial Intelligence Approach to Institutional Effectiveness in Higher Education written by John N. Moye Ph.D. and published by Emerald Group Publishing. This book was released on 2019-07-29 with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a practical, effective, and systematic approach to the measurement, assessment, and sensemaking of institutional performance. Included are strategies to measure and assess the performance of Curriculum, Learning, Instruction, Support Services, and Program Feasibility as well as a meaningful Environmental Scanning method.

Multilevel Modeling

Author : Douglas A. Luke
Publisher : SAGE Publications
ISBN 13 : 1544310285
Total Pages : 96 pages
Book Rating : 4.5/5 (443 download)

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Book Synopsis Multilevel Modeling by : Douglas A. Luke

Download or read book Multilevel Modeling written by Douglas A. Luke and published by SAGE Publications. This book was released on 2019-12-13 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multilevel Modeling is a concise, practical guide to building models for multilevel and longitudinal data. Author Douglas A. Luke begins by providing a rationale for multilevel models; outlines the basic approach to estimating and evaluating a two-level model; discusses the major extensions to mixed-effects models; and provides advice for where to go for instruction in more advanced techniques. Rich with examples, the Second Edition expands coverage of longitudinal methods, diagnostic procedures, models of counts (Poisson), power analysis, cross-classified models, and adds a new section added on presenting modeling results. A website for the book includes the data and the statistical code (both R and Stata) used for all of the presented analyses.

Multilevel Analysis

Author : Joop J. Hox
Publisher : Routledge
ISBN 13 : 1136975349
Total Pages : 564 pages
Book Rating : 4.1/5 (369 download)

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Book Synopsis Multilevel Analysis by : Joop J. Hox

Download or read book Multilevel Analysis written by Joop J. Hox and published by Routledge. This book was released on 2010-09-13 with total page 564 pages. Available in PDF, EPUB and Kindle. Book excerpt: This practical introduction helps readers apply multilevel techniques to their research. Noted as an accessible introduction, the book also includes advanced extensions, making it useful as both an introduction and as a reference to students, researchers, and methodologists. Basic models and examples are discussed in non-technical terms with an emphasis on understanding the methodological and statistical issues involved in using these models. The estimation and interpretation of multilevel models is demonstrated using realistic examples from various disciplines. For example, readers will find data sets on stress in hospitals, GPA scores, survey responses, street safety, epilepsy, divorce, and sociometric scores, to name a few. The data sets are available on the website in SPSS, HLM, MLwiN, LISREL and/or Mplus files. Readers are introduced to both the multilevel regression model and multilevel structural models. Highlights of the second edition include: Two new chapters—one on multilevel models for ordinal and count data (Ch. 7) and another on multilevel survival analysis (Ch. 8). Thoroughly updated chapters on multilevel structural equation modeling that reflect the enormous technical progress of the last few years. The addition of some simpler examples to help the novice, whilst the more complex examples that combine more than one problem have been retained. A new section on multivariate meta-analysis (Ch. 11). Expanded discussions of covariance structures across time and analyzing longitudinal data where no trend is expected. Expanded chapter on the logistic model for dichotomous data and proportions with new estimation methods. An updated website at http://www.joophox.net/ with data sets for all the text examples and up-to-date screen shots and PowerPoint slides for instructors. Ideal for introductory courses on multilevel modeling and/or ones that introduce this topic in some detail taught in a variety of disciplines including: psychology, education, sociology, the health sciences, and business. The advanced extensions also make this a favorite resource for researchers and methodologists in these disciplines. A basic understanding of ANOVA and multiple regression is assumed. The section on multilevel structural equation models assumes a basic understanding of SEM.

Applications of Intermediate/advanced Statistics in Institutional Research

Author : Mary Ann Coughlin
Publisher :
ISBN 13 :
Total Pages : 236 pages
Book Rating : 4.3/5 (21 download)

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Book Synopsis Applications of Intermediate/advanced Statistics in Institutional Research by : Mary Ann Coughlin

Download or read book Applications of Intermediate/advanced Statistics in Institutional Research written by Mary Ann Coughlin and published by . This book was released on 2005 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Multilevel Modeling Methods with Introductory and Advanced Applications

Author : Ann A. O'Connell
Publisher : IAP
ISBN 13 : 164802873X
Total Pages : 645 pages
Book Rating : 4.6/5 (48 download)

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Book Synopsis Multilevel Modeling Methods with Introductory and Advanced Applications by : Ann A. O'Connell

Download or read book Multilevel Modeling Methods with Introductory and Advanced Applications written by Ann A. O'Connell and published by IAP. This book was released on 2022-03-01 with total page 645 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multilevel Modeling Methods with Introductory and Advanced Applications provides a cogent and comprehensive introduction to the area of multilevel modeling for methodological and applied researchers as well as advanced graduate students. The book is designed to be able to serve as a textbook for a one or two semester course in multilevel modeling. The topics of the seventeen chapters range from basic to advanced, yet each chapter is designed to be able to stand alone as an instructional unit on its respective topic, with an emphasis on application and interpretation. In addition to covering foundational topics on the use of multilevel models for organizational and longitudinal research, the book includes chapters on more advanced extensions and applications, such as cross-classified random effects models, non-linear growth models, mixed effects location scale models, logistic, ordinal, and Poisson models, and multilevel mediation. In addition, the volume includes chapters addressing some of the most important design and analytic issues including missing data, power analyses, causal inference, model fit, and measurement issues. Finally, the volume includes chapters addressing special topics such as using large-scale complex sample datasets, and reporting the results of multilevel designs. Each chapter contains a section called Try This!, which poses a structured data problem for the reader. We have linked our book to a website (http://modeling.uconn.edu) containing data for the Try This! section, creating an opportunity for readers to learn by doing. The inclusion of the Try This! problems, data, and sample code eases the burden for instructors, who must continually search for class examples and homework problems. In addition, each chapter provides recommendations for additional methodological and applied readings.

The SAGE Handbook of Multilevel Modeling

Author : Marc A. Scott
Publisher : SAGE
ISBN 13 : 1473971314
Total Pages : 954 pages
Book Rating : 4.4/5 (739 download)

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Book Synopsis The SAGE Handbook of Multilevel Modeling by : Marc A. Scott

Download or read book The SAGE Handbook of Multilevel Modeling written by Marc A. Scott and published by SAGE. This book was released on 2013-08-31 with total page 954 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this important new Handbook, the editors have gathered together a range of leading contributors to introduce the theory and practice of multilevel modeling. The Handbook establishes the connections in multilevel modeling, bringing together leading experts from around the world to provide a roadmap for applied researchers linking theory and practice, as well as a unique arsenal of state-of-the-art tools. It forges vital connections that cross traditional disciplinary divides and introduces best practice in the field. Part I establishes the framework for estimation and inference, including chapters dedicated to notation, model selection, fixed and random effects, and causal inference. Part II develops variations and extensions, such as nonlinear, semiparametric and latent class models. Part III includes discussion of missing data and robust methods, assessment of fit and software. Part IV consists of exemplary modeling and data analyses written by methodologists working in specific disciplines. Combining practical pieces with overviews of the field, this Handbook is essential reading for any student or researcher looking to apply multilevel techniques in their own research.

An Introduction to Multilevel Modeling Techniques

Author : Ronald H. Heck
Publisher : Routledge
ISBN 13 : 1317598490
Total Pages : 460 pages
Book Rating : 4.3/5 (175 download)

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Book Synopsis An Introduction to Multilevel Modeling Techniques by : Ronald H. Heck

Download or read book An Introduction to Multilevel Modeling Techniques written by Ronald H. Heck and published by Routledge. This book was released on 2015-03-05 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt: Univariate and multivariate multilevel models are used to understand how to design studies and analyze data in this comprehensive text distinguished by its variety of applications from the educational, behavioral, and social sciences. Basic and advanced models are developed from the multilevel regression (MLM) and latent variable (SEM) traditions within one unified analytic framework for investigating hierarchical data. The authors provide examples using each modeling approach and also explore situations where alternative approaches may be more appropriate, given the research goals. Numerous examples and exercises allow readers to test their understanding of the techniques presented. Changes to the new edition include: -The use of Mplus 7.2 for running the analyses including the input and data files at www.routledge.com/9781848725522. -Expanded discussion of MLM and SEM model-building that outlines the steps taken in the process, the relevant Mplus syntax, and tips on how to evaluate the models. -Expanded pedagogical program now with chapter objectives, boldfaced key terms, a glossary, and more tables and graphs to help students better understand key concepts and techniques. -Numerous, varied examples developed throughout which make this book appropriate for use in education, psychology, business, sociology, and the health sciences. -Expanded coverage of missing data problems in MLM using ML estimation and multiple imputation to provide currently-accepted solutions (Ch. 10). -New chapter on three-level univariate and multilevel multivariate MLM models provides greater options for investigating more complex theoretical relationships(Ch.4). -New chapter on MLM and SEM models with categorical outcomes facilitates the specification of multilevel models with observed and latent outcomes (Ch.8). -New chapter on multilevel and longitudinal mixture models provides readers with options for identifying emergent groups in hierarchical data (Ch.9). -New chapter on the utilization of sample weights, power analysis, and missing data provides guidance on technical issues of increasing concern for research publication (Ch.10). Ideal as a text for graduate courses on multilevel, longitudinal, latent variable modeling, multivariate statistics, or advanced quantitative techniques taught in psychology, business, education, health, and sociology, this book’s practical approach also appeals to researchers. Recommended prerequisites are introductory univariate and multivariate statistics.

Recent Advancements in Structural Equation Modeling (SEM): From Both Methodological and Application Perspectives

Author : Oi-Man Kwok
Publisher : Frontiers Media SA
ISBN 13 : 2889457435
Total Pages : 251 pages
Book Rating : 4.8/5 (894 download)

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Book Synopsis Recent Advancements in Structural Equation Modeling (SEM): From Both Methodological and Application Perspectives by : Oi-Man Kwok

Download or read book Recent Advancements in Structural Equation Modeling (SEM): From Both Methodological and Application Perspectives written by Oi-Man Kwok and published by Frontiers Media SA. This book was released on 2019-02-08 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: Structural equation modeling (SEM) is becoming the central and one of the most popular analytical tools in the social sciences. Many classical and modern statistical techniques such as regression analysis, path analysis, confirmatory factor analysis, and models with both measurement and structural components have been shown to fall under the umbrella of SEM. Thus, the flexibility of SEM makes it applicable to many research designs, including experimental and non-experimental data, cross-sectional and longitudinal data, and multiple-group and multilevel data. In this eBook, you will find 19 cutting-edge papers from the Research Topic: Recent Advancements in Structural Equation Modeling (SEM). These 19 papers cover a wide variety of topics related to SEM, including: (a) analysis of different types of data (from cross-sectional data with floor effects to complex survey data and longitudinal data); (b) measurement-related issues (from the development of new scale to the evaluation of person fit and new ways to test measurement invariance); and (c) technical advancement and software development. We hope that the readers will gain new perspectives and be able to apply some of the new techniques and models discussed in these 19 papers.