Cognitive Diagnostic Models: Methods for Practical Applications

Cognitive Diagnostic Models: Methods for Practical Applications PDF Author: Tao Xin
Publisher: Frontiers Media SA
ISBN: 2889761347
Category : Science
Languages : en
Pages : 265

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Book Description

Cognitive Diagnostic Models: Methods for Practical Applications

Cognitive Diagnostic Models: Methods for Practical Applications PDF Author: Tao Xin
Publisher: Frontiers Media SA
ISBN: 2889761347
Category : Science
Languages : en
Pages : 265

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Book Description


Diagnostic Measurement

Diagnostic Measurement PDF Author: Andr? A. Rupp
Publisher: Guilford Press
ISBN: 1606235281
Category : Psychology
Languages : en
Pages : 369

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Book Description
This book provides a comprehensive introduction to the theory and practice of diagnostic classification models (DCMs), which are useful for statistically driven diagnostic decision making. DCMs can be employed in a wide range of disciplines, including educational assessment and clinical psychology. For the first time in a single volume, the authors present the key conceptual underpinnings and methodological foundations for applying these models in practice. Specifically, they discuss a unified approach to DCMs, the mathematical structure of DCMs and their relationship to other latent variable models, and the implementation and estimation of DCMs using Mplus. The book's highly accessible language, real-world applications, numerous examples, and clearly annotated equations will encourage professionals and students to explore the utility and statistical properties of DCMs in their own projects. This book will appeal to professionals in the testing industry; professors and students in educational, school, clinical, and cognitive psychology. It will also serve as a useful text in doctoral-level courses in diagnostic testing, cognitive diagnostic assessment, test validity, diagnostic assessment, advanced educational measurement, psychometrics, and item response theory

Handbook of Diagnostic Classification Models

Handbook of Diagnostic Classification Models PDF Author: Matthias von Davier
Publisher: Springer Nature
ISBN: 3030055841
Category : Education
Languages : en
Pages : 646

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Book Description
This handbook provides an overview of major developments around diagnostic classification models (DCMs) with regard to modeling, estimation, model checking, scoring, and applications. It brings together not only the current state of the art, but also the theoretical background and models developed for diagnostic classification. The handbook also offers applications and special topics and practical guidelines how to plan and conduct research studies with the help of DCMs. Commonly used models in educational measurement and psychometrics typically assume a single latent trait or at best a small number of latent variables that are aimed at describing individual differences in observed behavior. While this allows simple rankings of test takers along one or a few dimensions, it does not provide a detailed picture of strengths and weaknesses when assessing complex cognitive skills. DCMs, on the other hand, allow the evaluation of test taker performance relative to a potentially large number of skill domains. Most diagnostic models provide a binary mastery/non-mastery classification for each of the assumed test taker attributes representing these skill domains. Attribute profiles can be used for formative decisions as well as for summative purposes, for example in a multiple cut-off procedure that requires mastery on at least a certain subset of skills. The number of DCMs discussed in the literature and applied to a variety of assessment data has been increasing over the past decades, and their appeal to researchers and practitioners alike continues to grow. These models have been used in English language assessment, international large scale assessments, and for feedback for practice exams in preparation of college admission testing, just to name a few. Nowadays, technology-based assessments provide increasingly rich data on a multitude of skills and allow collection of data with respect to multiple types of behaviors. Diagnostic models can be understood as an ideal match for these types of data collections to provide more in-depth information about test taker skills and behavioral tendencies.

Cognitively Diagnostic Assessment

Cognitively Diagnostic Assessment PDF Author: Paul D. Nichols
Publisher: Routledge
ISBN: 1136483799
Category : Education
Languages : en
Pages : 469

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Book Description
During the past two or three decades, research in cognitive science and psychology has yielded an improved understanding of the fundamental psychological nature of knowledge and cognitive skills that psychological testing attempts to measure. These theories have reached sufficient maturity, making it reasonable to look upon them to provide a sound theoretical foundation for assessment, particulary for the content of assessments. This fact, combined with much discontentedness over current testing practices, has inspired efforts to bring testing and cognitive theory together to create a new theoretical framework for psychological testing -- a framework developed for diagnosing learners' differences rather than for ranking learners based on their differences. This volume presents some initial accomplishments in the effort to bring testing and cognitive theory together. Contributors originate from both of the relevant research communities -- cognitive research and psychometric theory. Some represent collaborations between representatives of the two communities; others are efforts to reach out in the direction of the other community. Taking fundamentally different forms, psychometric test theory assumes that knowledge can be represented in terms of one or at most a few dimensions, whereas modern cognitive theory typically represents knowledge in networks -- either networks of conceptual relationships or the transition networks of production systems. Cognitively diagnostic assessment is a new enterprise and it is evident that many challenging problems remain to be addressed. Still, it is already possible to develop highly productive interactions between assessment and instruction in both automated tutoring systems and more conventional classrooms. The editors hope that the chapters presented here show how the reform of assessment can take a rigorous path.

Cognitive Diagnostic Assessment for Education

Cognitive Diagnostic Assessment for Education PDF Author: Jacqueline Leighton
Publisher: Cambridge University Press
ISBN: 1139464280
Category : Psychology
Languages : en
Pages : 353

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Book Description
With the current push toward educational reform, there is great potential for innovation and change, particularly in large scale testing. One area where change is possible is in cognitive diagnostic assessment. Researchers in educational measurement and cognitive psychology are finally in a position to design tests targeted specifically for providing valuable information about students' cognitive strengths and weaknesses. This self-contained volume organizes what is known about cognitive diagnostic assessment in education, including its conceptual and philosophical basis, methods, and applications. The complete list of topics includes educational demand, philosophical rationale, construct validity, cognitive methods, test construction, statistical models, and unresolved issues (e.g., how to best translate diagnostic information into teaching practices). Leighton and Gierl present a comprehensive and up-to-date examination of cognitive diagnostic assessment in education.

XXX International Congress of Psychology: Abstracts

XXX International Congress of Psychology: Abstracts PDF Author: Michele Robert
Publisher: Psychology Press
ISBN: 1351224212
Category : Psychology
Languages : en
Pages : 807

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Book Description
The abstracts of the XXX International Congress of Psychology (July 2012, Cape Town) are published as a supplement to Volume 47 of the International Journal of Psychology. The published volume includes the abstracts of the invited addresses, symposia, oral and poster presentations, numbering over 5,000 separate contributions and creating an invaluable overview of the discipline of psychological science around the world today.

Introduction to Nonparametric Item Response Theory

Introduction to Nonparametric Item Response Theory PDF Author: Klaas Sijtsma
Publisher: SAGE
ISBN: 9780761908135
Category : Education
Languages : en
Pages : 180

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Book Description
This volume introdudes social science students and researchers to the theory and practice of the highly powerful methods of nonpatametric item response theory (IRT).

Cognitive Assessment

Cognitive Assessment PDF Author: Kikumi K. Tatsuoka
Publisher:
ISBN: 9780805828283
Category : Cognition
Languages : en
Pages : 0

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Book Description
First Published in 2009. Routledge is an imprint of Taylor & Francis, an informa company.

Handbook of Polytomous Item Response Theory Models

Handbook of Polytomous Item Response Theory Models PDF Author: Michael Nering
Publisher: Taylor & Francis
ISBN: 1135168725
Category : Psychology
Languages : en
Pages : 307

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Book Description
This comprehensive Handbook focuses on the most used polytomous item response theory (IRT) models. These models help us understand the interaction between examinees and test questions where the questions have various response categories. The book reviews all of the major models and includes discussions about how and where the models originated, conceptually and in practical terms. Diverse perspectives on how these models can best be evaluated are also provided. Practical applications provide a realistic account of the issues practitioners face using these models. Disparate elements of the book are linked through editorial sidebars that connect common ideas across chapters, compare and reconcile differences in terminology, and explain variations in mathematical notation. These sidebars help to demonstrate the commonalities that exist across the field. By assembling this critical information, the editors hope to inspire others to use polytomous IRT models in their own research so they too can achieve the type of improved measurement that such models can provide. Part 1 examines the most commonly used polytomous IRT models, major issues that cut across these models, and a common notation for calculating functions for each model. An introduction to IRT software is also provided. Part 2 features distinct approaches to evaluating the effectiveness of polytomous IRT models in various measurement contexts. These chapters appraise evaluation procedures and fit tests and demonstrate how to implement these procedures using IRT software. The final section features groundbreaking applications. Here the goal is to provide solutions to technical problems to allow for the most effective use of these models in measuring educational, psychological, and social science abilities and traits. This section also addresses the major issues encountered when using polytomous IRT models in computerized adaptive testing. Equating test scores across different testing contexts is the focus of the last chapter. The various contexts include personality research, motor performance, health and quality of life indicators, attitudes, and educational achievement. Featuring contributions from the leading authorities, this handbook will appeal to measurement researchers, practitioners, and students who want to apply polytomous IRT models to their own research. It will be of particular interest to education and psychology assessment specialists who develop and use tests and measures in their work, especially researchers in clinical, educational, personality, social, and health psychology. This book also serves as a supplementary text in graduate courses on educational measurement, psychometrics, or item response theory.

Diagnostic Monitoring of Skill and Knowledge Acquisition

Diagnostic Monitoring of Skill and Knowledge Acquisition PDF Author: Norman Frederiksen
Publisher: Routledge
ISBN: 1136564314
Category : Education
Languages : en
Pages : 538

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Book Description
An adjunct to the increased emphasis on developing students' critical thinking and higher order skills is the need for methods to monitor and evaluate these abilities. These papers provide insight into current techniques and examine possibilities for the future. The contributors to Diagnostic Monitoring of Skill and Knowledge Acquisition focus on two beliefs: that new kinds of tests and assessment methods are needed; and that instruction and learning can be improved by developing new assessment methods based on work in cognitive science.