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Book Multilevel Modeling Techniques and Applications in Institutional Research

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.

Book Multilevel Modeling Techniques and Applications in Institutional Research

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.

Book Multilevel Analysis

    Book Details:
  • Author : Joop J. Hox
  • Publisher : Routledge
  • Release : 2017-09-14
  • ISBN : 1317308689
  • Pages : 348 pages

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.

Book Benchmarking in Institutional Research

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.

Book Global Issues in Institutional Research

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.

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

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.

Book Refining the Focus on Faculty Diversity in Postsecondary Institutions

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.

Book Measuring Glass Ceiling Effects in Higher Education  Opportunities and Challenges

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.

Book Multilevel Modeling in Plain Language

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 160 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.

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

Download or read book A Machine Learning Artificial Intelligence Approach to Institutional Effectiveness in Higher Education written by John N. Moye and published by Emerald Group Publishing. This book was released on 2019-07-29 with total page 248 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.

Book Multilevel Analysis

    Book Details:
  • Author : Joop J. Hox
  • Publisher : Routledge
  • Release : 2010-09-13
  • ISBN : 1136975349
  • Pages : 564 pages

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.

Book Multilevel Modeling

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.

Book Data Analysis Using Regression and Multilevel Hierarchical Models

Download or read book Data Analysis Using Regression and Multilevel Hierarchical Models written by Andrew Gelman and published by Cambridge University Press. This book was released on 2007 with total page 654 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book, first published in 2007, is for the applied researcher performing data analysis using linear and nonlinear regression and multilevel models.

Book Applications of Intermediate advanced Statistics in Institutional Research

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:

Book An Introduction to Multilevel Modeling Techniques

Download or read book An Introduction to Multilevel Modeling Techniques written by Ronald H. Heck and published by Psychology Press. This book was released on 1999-11-01 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a broad overview of basic multilevel modeling issues and illustrates techniques building analyses around several organizational data sets. Although the focus is primarily on educational and organizational settings, the examples will help the reader discover other applications for these techniques. Two basic classes of multilevel models are developed: multilevel regression models and multilevel models for covariance structures--are used to develop the rationale behind these models and provide an introduction to the design and analysis of research studies using two multilevel analytic techniques--hierarchical linear modeling and structural equation modeling.

Book Multilevel Modeling

    Book Details:
  • Author : Steven P. Reise
  • Publisher : Psychology Press
  • Release : 2003-01-30
  • ISBN : 1135655359
  • Pages : 332 pages

Download or read book Multilevel Modeling written by Steven P. Reise and published by Psychology Press. This book was released on 2003-01-30 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book illustrates the current work of leading multilevel modeling (MLM) researchers from around the world. The book's goal is to critically examine the real problems that occur when trying to use MLMs in applied research, such as power, experimental design, and model violations. This presentation of cutting-edge work and statistical innovations in multilevel modeling includes topics such as growth modeling, repeated measures analysis, nonlinear modeling, outlier detection, and meta analysis. This volume will be beneficial for researchers with advanced statistical training and extensive experience in applying multilevel models, especially in the areas of education; clinical intervention; social, developmental and health psychology, and other behavioral sciences; or as a supplement for an introductory graduate-level course.

Book Multilevel Analysis

Download or read book Multilevel Analysis written by J. J. Hox and published by Quantitative Methodology Series. This book was released on 2017 with total page 0 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.