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Multilevel Modeling Techniques and Applications in Institutional Research

Multilevel Modeling Techniques and Applications in Institutional Research
Author: Joe L. Lott
Publisher: John Wiley & Sons
Total Pages: 163
Release: 2013-02-22
Genre: Education
ISBN: 111845734X

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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 Modeling Techniques and Applications in Institutional Research

Multilevel Modeling Techniques and Applications in Institutional Research
Author: Joe L. Lott
Publisher: Jossey-Bass
Total Pages: 144
Release: 2012-07-17
Genre: Education
ISBN: 9781118444009

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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

Multilevel Analysis
Author: Joop J. Hox
Publisher: Routledge
Total Pages: 348
Release: 2017-09-14
Genre: Psychology
ISBN: 1317308689

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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.


Benchmarking in Institutional Research

Benchmarking in Institutional Research
Author: Gary D. Levy
Publisher: John Wiley & Sons
Total Pages: 105
Release: 2012-12-21
Genre: Education
ISBN: 1118641043

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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

Global Issues in Institutional Research
Author: Angel Calderone
Publisher: John Wiley & Sons
Total Pages: 102
Release: 2013-05-17
Genre: Education
ISBN: 1118714814

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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

New Scholarship in Critical Quantitative Research, Part 1: Studying Institutions and People in Context
Author: Frances K. Stage
Publisher: John Wiley & Sons
Total Pages: 126
Release: 2014-06-24
Genre: Education
ISBN: 1118947487

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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

Refining the Focus on Faculty Diversity in Postsecondary Institutions
Author: Yonghong Jade Xu
Publisher: John Wiley & Sons
Total Pages: 149
Release: 2012-10-26
Genre: Education
ISBN: 1118533526

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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

Measuring Glass Ceiling Effects in Higher Education: Opportunities and Challenges
Author: Jerlando F. L. Jackson
Publisher: John Wiley & Sons
Total Pages: 113
Release: 2014-07-30
Genre: Education
ISBN: 1118956281

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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

Multilevel Modeling in Plain Language
Author: Karen Robson
Publisher: SAGE
Total Pages: 161
Release: 2015-11-02
Genre: Social Science
ISBN: 1473934311

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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

A Machine Learning, Artificial Intelligence Approach to Institutional Effectiveness in Higher Education
Author: John N. Moye
Publisher: Emerald Group Publishing
Total Pages: 248
Release: 2019-07-29
Genre: Education
ISBN: 1789738997

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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.