An Introduction To The Rasch Model With Examples In R

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Applying the Rasch Model in Social Sciences Using R

Author : Iasonas Lamprianou
Publisher : Routledge
ISBN 13 : 1351378430
Total Pages : 274 pages
Book Rating : 4.3/5 (513 download)

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Book Synopsis Applying the Rasch Model in Social Sciences Using R by : Iasonas Lamprianou

Download or read book Applying the Rasch Model in Social Sciences Using R written by Iasonas Lamprianou and published by Routledge. This book was released on 2019-12-12 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique text provides a step-by-step beginner’s guide to applying the Rasch model in R, a probabilistic model used by researchers across the social sciences to measure unobservable ("latent") variables. Each chapter is devoted to one popular Rasch model, ranging from the least to the most complex. Through a freely available and user-friendly package, BlueSky Statistics, Lamprianou offers a range of options for presenting results, critically examines the strengths and weaknesses of applying the Rasch model in each instance, and suggests more effective methodologies where applicable. With a focus on simple software code which does not assume extensive mathematical knowledge, the reader is initially introduced to the so-called simple Rasch Model to construct a "political activism" variable out of a group of dichotomously scored questions. In subsequent chapters, the book covers everything from the Rating Scale to the Many-facets Rasch model. The final chapter even showcases a complete mock manuscript, demonstrating how a Rasch-based paper on the identification of online hate speech should look like. Combining theoretical rigor and real-world examples with empirical datasets from published papers, this book is essential reading for students and researchers alike who aspire to use Rasch models in their research.

An Introduction to the Rasch Model with Examples in R

Author : Rudolf Debelak
Publisher : CRC Press
ISBN 13 : 1351779613
Total Pages : 334 pages
Book Rating : 4.3/5 (517 download)

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Book Synopsis An Introduction to the Rasch Model with Examples in R by : Rudolf Debelak

Download or read book An Introduction to the Rasch Model with Examples in R written by Rudolf Debelak and published by CRC Press. This book was released on 2022-06-07 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: An Introduction to the Rasch Model with Examples in R offers a clear, comprehensive introduction to the Rasch model along with practical examples in the free, open-source software R. It is accessible for readers without a background in psychometrics or statistics, while also providing detailed explanations of the relevant mathematical and statistical concepts for readers who want to gain a deeper understanding. Its worked examples in R demonstrate how to apply the methods to real-world examples and how to interpret the resulting output. In addition to motivating and presenting the Rasch model, the book covers different methods for parameter estimation and for assessing fit and differential item functioning (DIF). While focusing on the Rasch model, it also addresses a variety of other dichotomous and polytomous Rasch and item response theory (IRT) models, such as two-parameter logistic (2PL) and Partial Credit models, and extensions, including mixture Rasch models and computerized adaptive testing (CAT). Theory is presented in a self-contained way. All necessary mathematical and statistical background is contained in the chapters and appendices. The book also provides detailed, step-by-step instructions for getting started with R and using the eRm, mirt, TAM and rstan packages for fitting Rasch models.

Rasch Measurement Theory Analysis in R

Author : Stefanie Wind
Publisher : CRC Press
ISBN 13 : 1000587762
Total Pages : 327 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Rasch Measurement Theory Analysis in R by : Stefanie Wind

Download or read book Rasch Measurement Theory Analysis in R written by Stefanie Wind and published by CRC Press. This book was released on 2022-06-07 with total page 327 pages. Available in PDF, EPUB and Kindle. Book excerpt: Rasch Measurement Theory Analysis in R provides researchers and practitioners with a step-by-step guide for conducting Rasch measurement theory analyses using R. It includes theoretical introductions to major Rasch measurement principles and techniques, demonstrations of analyses using several R packages that contain Rasch measurement functions, and sample interpretations of results. Features: Accessible to users with relatively little experience with R programming Reproducible data analysis examples that can be modified to accommodate users’ own data Accompanying e-book website with links to additional resources and R code updates as needed Features dichotomous and polytomous (rating scale) Rasch models that can be applied to data from a wide range of disciplines This book is designed for graduate students, researchers, and practitioners across the social, health, and behavioral sciences who have a basic familiarity with Rasch measurement theory and with R. Readers will learn how to use existing R packages to conduct a variety of analyses related to Rasch measurement theory, including evaluating data for adherence to measurement requirements, applying the dichotomous, Rating Scale, Partial Credit, and Many-Facet Rasch models, examining data for evidence of differential item functioning, and considering potential interpretations of results from such analyses.

An Introduction to the Rasch Model with Examples in R

Author : Rudolf Debelak
Publisher : CRC Press
ISBN 13 : 1351779621
Total Pages : 323 pages
Book Rating : 4.3/5 (517 download)

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Book Synopsis An Introduction to the Rasch Model with Examples in R by : Rudolf Debelak

Download or read book An Introduction to the Rasch Model with Examples in R written by Rudolf Debelak and published by CRC Press. This book was released on 2022-06-07 with total page 323 pages. Available in PDF, EPUB and Kindle. Book excerpt: An Introduction to the Rasch Model with Examples in R offers a clear, comprehensive introduction to the Rasch model along with practical examples in the free, open-source software R. It is accessible for readers without a background in psychometrics or statistics, while also providing detailed explanations of the relevant mathematical and statistical concepts for readers who want to gain a deeper understanding. Its worked examples in R demonstrate how to apply the methods to real-world examples and how to interpret the resulting output. In addition to motivating and presenting the Rasch model, the book covers different methods for parameter estimation and for assessing fit and differential item functioning (DIF). While focusing on the Rasch model, it also addresses a variety of other dichotomous and polytomous Rasch and item response theory (IRT) models, such as two-parameter logistic (2PL) and Partial Credit models, and extensions, including mixture Rasch models and computerized adaptive testing (CAT). Theory is presented in a self-contained way. All necessary mathematical and statistical background is contained in the chapters and appendices. The book also provides detailed, step-by-step instructions for getting started with R and using the eRm, mirt, TAM and rstan packages for fitting Rasch models.

Applying the Rasch Model

Author : Trevor G. Bond
Publisher : Psychology Press
ISBN 13 : 1135602646
Total Pages : 358 pages
Book Rating : 4.1/5 (356 download)

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Book Synopsis Applying the Rasch Model by : Trevor G. Bond

Download or read book Applying the Rasch Model written by Trevor G. Bond and published by Psychology Press. This book was released on 2013-11-05 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written in an accessible style, this book facilitates a deep understanding of the Rasch model. Authors Bond and Fox review the crucial properties of the Rasch model and demonstrate its use with a wide range of examples including the measurement of educational achievement, human development, attitudes, and medical rehabilitation. A glossary and numerous illustrations further aid the reader's understanding. The authors demonstrate how to apply Rasch analysis and prepare readers to perform their own analyses and interpret the results. Updated throughout, highlights of the Second Edition include: a new CD that features an introductory version of the latest Winsteps program and the data files for the book’s examples, preprogrammed to run using Winsteps; a new chapter on invariance that highlights the parallels between physical and human science measurement; a new appendix on analyzing data to help those new to Rasch analysis; more explanation of the key concepts and item characteristic curves; a new empirical example with data sets demonstrates the many facets of the Rasch model and other new examples; and an increased focus on issues related to unidimensionality, multidimensionality, and the Rasch factor analysis of residuals. Applying the Rasch Model is intended for researchers and practitioners in psychology, especially developmental psychologists, education, health care, medical rehabilitation, business, government, and those interested in measuring attitude, ability, and/or performance. The book is an excellent text for use in courses on advanced research methods, measurement, or quantitative analysis. Significant knowledge of statistics is not required.

Rasch Models for Solving Measurement Problems

Author : George Engelhard, Jr.
Publisher : SAGE Publications
ISBN 13 : 1544363044
Total Pages : 145 pages
Book Rating : 4.5/5 (443 download)

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Book Synopsis Rasch Models for Solving Measurement Problems by : George Engelhard, Jr.

Download or read book Rasch Models for Solving Measurement Problems written by George Engelhard, Jr. and published by SAGE Publications. This book was released on 2021-01-26 with total page 145 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces current perspectives on Rasch measurement theory with an emphasis on developing Rasch-based scales. Authors George Engelhard Jr and Jue Wang introduce Rasch measurement theory step by step, with chapters on scale construction, evaluation, maintenance, and use. Points are illustrated and techniques are demonstrated through an extended example: The Food Insecurity Experience (FIE) Scale.

Rasch Analysis in the Human Sciences

Author : William J. Boone
Publisher : Springer Science & Business Media
ISBN 13 : 9400768575
Total Pages : 482 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Rasch Analysis in the Human Sciences by : William J. Boone

Download or read book Rasch Analysis in the Human Sciences written by William J. Boone and published by Springer Science & Business Media. This book was released on 2013-12-13 with total page 482 pages. Available in PDF, EPUB and Kindle. Book excerpt: Rasch Analysis in the Human Sciences helps individuals, both students and researchers, master the key concepts and resources needed to use Rasch techniques for analyzing data from assessments to measure variables such as abilities, attitudes, and personality traits. Upon completion of the text, readers will be able to confidently evaluate the strengths and weakness of existing instrumentation, compute linear person measures and item measures, interpret Wright Maps, utilize Rasch software, and understand what it means to measure in the Human Sciences. Each of the 24 chapters presents a key concept using a mix of theory and application of user-friendly Rasch software. Chapters also include a beginning and ending dialogue between two typical researchers learning Rasch, "Formative Assessment Check Points," sample data files, an extensive set of application activities with answers, a one paragraph sample research article text integrating the chapter topic, quick-tips, and suggested readings. Rasch Analysis in the Human Sciences will be an essential resource for anyone wishing to begin, or expand, their learning of Rasch measurement techniques, be it in the Health Sciences, Market Research, Education, or Psychology.

Introduction to Rasch Measurement

Author : Everett V. Smith
Publisher : Jam Press
ISBN 13 :
Total Pages : 714 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis Introduction to Rasch Measurement by : Everett V. Smith

Download or read book Introduction to Rasch Measurement written by Everett V. Smith and published by Jam Press. This book was released on 2004 with total page 714 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Constructing Measures

Author : Mark Wilson
Publisher : Routledge
ISBN 13 : 1135618054
Total Pages : 248 pages
Book Rating : 4.1/5 (356 download)

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Book Synopsis Constructing Measures by : Mark Wilson

Download or read book Constructing Measures written by Mark Wilson and published by Routledge. This book was released on 2004-12-13 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: Constructing Measures introduces a way to understand the advantages and disadvantages of measurement instruments, how to use such instruments, and how to apply these methods to develop new instruments or adapt old ones. The book is organized around the steps taken while constructing an instrument. It opens with a summary of the constructive steps involved. Each step is then expanded on in the next four chapters. These chapters develop the "building blocks" that make up an instrument--the construct map, the design plan for the items, the outcome space, and the statistical measurement model. The next three chapters focus on quality control. They rely heavily on the calibrated construct map and review how to check if scores are operating consistently and how to evaluate the reliability and validity evidence. The book introduces a variety of item formats, including multiple-choice, open-ended, and performance items; projects; portfolios; Likert and Guttman items; behavioral observations; and interview protocols. Each chapter includes an overview of the key concepts, related resources for further investigation and exercises and activities. Some chapters feature appendices that describe parts of the instrument development process in more detail, numerical manipulations used in the text, and/or data results. A variety of examples from the behavioral and social sciences and education including achievement and performance testing; attitude measures; health measures, and general sociological scales, demonstrate the application of the material. An accompanying downloadable resources feature control files, output, and a data set to allow readers to compute the text's exercises and create new analyses and case archives based on the book's examples so the reader can work through the entire development of an instrument. Constructing Measures is an ideal text or supplement in courses on item, test, or instrument development, measurement, item response theory, or rasch analysis taught in a variety of departments including education and psychology. The book also appeals to those who develop instruments, including industrial/organizational, educational, and school psychologists, health outcomes researchers, program evaluators, and sociological measurers. Knowledge of basic descriptive statistics and elementary regression is recommended.

Introduction to Many-Facet Rasch Measurement

Author : Thomas Eckes
Publisher : Peter Lang Copyright AG - Ipsuk
ISBN 13 : 9783631903049
Total Pages : 0 pages
Book Rating : 4.9/5 (3 download)

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Book Synopsis Introduction to Many-Facet Rasch Measurement by : Thomas Eckes

Download or read book Introduction to Many-Facet Rasch Measurement written by Thomas Eckes and published by Peter Lang Copyright AG - Ipsuk. This book was released on 2023-04-28 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Human ratings are subject to various forms of error and bias. Since the early days of performance assessment, this problem has been sizeable and persistent. For example, expert raters evaluating the quality of an essay, an oral communication, or a work sample, often come up with different ratings for the very same performance. In cases like this, assessment outcomes largely depend upon which raters happen to provide the rating, posing a threat to the validity and fairness of the assessment. This book provides an introduction to a psychometric approach that establishes a coherent framework for drawing reliable, valid, and fair inferences from rater-mediated assessments, thus answering the problem of inevitably fallible human ratings: many-facet Rasch measurement (MFRM). Throughout the book, sample data taken from a writing performance assessment are used to illustrate key concepts, theoretical foundations, and analytic procedures, stimulating the readers to adopt the MFRM approach in their current or future professional context.

Multidimensional Item Response Theory

Author : M.D. Reckase
Publisher : Springer Science & Business Media
ISBN 13 : 0387899766
Total Pages : 355 pages
Book Rating : 4.3/5 (878 download)

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Book Synopsis Multidimensional Item Response Theory by : M.D. Reckase

Download or read book Multidimensional Item Response Theory written by M.D. Reckase and published by Springer Science & Business Media. This book was released on 2009-07-07 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: First thorough treatment of multidimensional item response theory Description of methods is supported by numerous practical examples Describes procedures for multidimensional computerized adaptive testing

Rasch Models for Measurement

Author : David Andrich
Publisher : SAGE Publications
ISBN 13 : 1506319378
Total Pages : 96 pages
Book Rating : 4.5/5 (63 download)

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Book Synopsis Rasch Models for Measurement by : David Andrich

Download or read book Rasch Models for Measurement written by David Andrich and published by SAGE Publications. This book was released on 1988-03-01 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt: Measurement models developed by Georg Rasch are renowned in the social sciences. In this introduction, the focus is on the simple logistic model, which is one of the most elementary and commonly used. The author explains the general principles behind the models, and demonstrates their procedures for measurement. Comparisons are made with other more widely-used models. Throughout the text, an example from a personality inventory is used to provide continuity as the statistical arguments are presented and procedures explained.

Invariant Measurement

Author : George Engelhard Jr.
Publisher : Routledge
ISBN 13 : 1135104530
Total Pages : 313 pages
Book Rating : 4.1/5 (351 download)

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Book Synopsis Invariant Measurement by : George Engelhard Jr.

Download or read book Invariant Measurement written by George Engelhard Jr. and published by Routledge. This book was released on 2013-05-07 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: This introductory text describes the principles of invariant measurement, how invariant measurement can be achieved with Rasch models, and how to use invariant measurement to solve measurement problems in the social, behavioral, and health sciences. Rasch models are used throughout but a comparison of Rasch models to other item response theory (IRT) models is also provided. Written with students in mind, the manuscript was class tested to help maximize accessibility. Chapters open with an introduction and close with a summary and discussion. Numerous examples and exercises demonstrate the main issues addressed in each chapter. Key terms are defined when first introduced and in an end-of-text glossary. All of the book’s analyses were conducted with the Facets program. The data sets used in the book, sample syntax files for running the Facets program, Excel files for creating item and person response functions, links to related websites, and other material are available at www.GeorgeEngelhard.com. Highlights include: A strong philosophical and methodological approach to measurement in the human sciences Demonstrations of how measurement problems can be addressed using invariant measurement Practical illustrations of how to create and evaluate scales using invariant measurement A history of measurement based on test-score and scaling traditions Previously unpublished work in analyzing rating data, the detection and measurement of rater errors, and the evaluation of rater accuracy A review of estimation methods, model-data fit, indices used to evaluate the quality of rater-mediated assessments, rater error and bias, and rater accuracy. Intended as a supplementary text for graduate or advanced undergraduate courses on measurement or test theory, item response theory, scaling theory, psychometrics, advanced measurement techniques, research methods, or evaluation research taught in education, psychology, and the social and health sciences, the book also appeals to practitioners and researchers in these fields who develop or use scales and instruments. Only a basic mathematical level is required including a basic course in statistic.

A Course in Rasch Measurement Theory

Author : David Andrich
Publisher : Springer
ISBN 13 : 9811374961
Total Pages : 478 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis A Course in Rasch Measurement Theory by : David Andrich

Download or read book A Course in Rasch Measurement Theory written by David Andrich and published by Springer. This book was released on 2019-07-15 with total page 478 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book applies Rasch measurement theory to the fields of education, psychology, sociology, marketing and health outcomes in order to measure various social constructs. The chief focus is on first principles of both the theory and its applications. Because software is readily available to carry out analyses of real data, numerous small examples are provided in the book. The software used in these examples, and which is helpful in working through the text, is RUMM2030 (Rasch unidimensional models for measurement). The book’s main goals are to equip researchers with the confidence they need in order to be in control of the analysis and interpretation of data, and to make professional rather than primarily statistical decisions mechanically. Because statistical principles are necessarily involved, reviews of the requisite statistics are provided in the Appendix. The content is based on courses that have been taught both online and in intensive form for over two decades. Although first principles are emphasised, much of the book is based on research conducted by the two authors and their colleagues.

Statistics in Psychology Using R and SPSS

Author : Dieter Rasch
Publisher : John Wiley & Sons
ISBN 13 : 047097124X
Total Pages : 565 pages
Book Rating : 4.4/5 (79 download)

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Book Synopsis Statistics in Psychology Using R and SPSS by : Dieter Rasch

Download or read book Statistics in Psychology Using R and SPSS written by Dieter Rasch and published by John Wiley & Sons. This book was released on 2011-12-12 with total page 565 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistics in Psychology covers all statistical methods needed in education and research in psychology. This book looks at research questions when planning data sampling, that is to design the intended study and to calculate the sample sizes in advance. In other words, no analysis applies if the minimum size is not determined in order to fulfil certain precision requirements. The book looks at the process of empirical research into the following seven stages: Formulation of the problem Stipulation of the precision requirements Selecting the statistical model for the planning and analysis The (optimal) design of the experiment or survey Performing the experiment or the survey Statistical analysis of the observed results Interpretation of the results.

Rasch Models

Author : Gerhard H. Fischer
Publisher : Springer Science & Business Media
ISBN 13 : 9780387944999
Total Pages : 470 pages
Book Rating : 4.9/5 (449 download)

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Book Synopsis Rasch Models by : Gerhard H. Fischer

Download or read book Rasch Models written by Gerhard H. Fischer and published by Springer Science & Business Media. This book was released on 1995-04-13 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt: Thirty-two years after the publication of the legendary 'Rasch book' (Rasch, 1960), the rich literature on the Rasch model and its extensions was scattered in journals and many less accessible sources, including 'grey' literature. When asked by students or junior researchers for references to the Rasch model, it was a typical reaction on the part of the editors to state that it was difficult to name one, or just a few; actually, only a whole list of references differing in notation and level of formal abstraction seemed to meet the request in most cases. Therefore, in 1992 the editors decided to invite a number of outstanding authors in the field of Rasch modeling to contribute to a book presenting the current state of knowledge about Rasch models. The aim was not just to collect a number of papers on the subject, rather to produce a well-organized monograph. To this end, a workshop was held in Vienna from 25 to 27 February 1993 in which, after a process of mutual reviewing, drafts of all chapters were read and discussed by all authors, leading to a more systematic organization of the topics treated in unified notation and terminology. (The workshop was sponsored by the University of Vienna; here, the editors would like to express their thanks, in the name of all contributors, both for the financial support and for the hospitality granted.

Advances in Rasch Analyses in the Human Sciences

Author : William J. Boone
Publisher : Springer Nature
ISBN 13 : 3030434206
Total Pages : 315 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Advances in Rasch Analyses in the Human Sciences by : William J. Boone

Download or read book Advances in Rasch Analyses in the Human Sciences written by William J. Boone and published by Springer Nature. This book was released on 2020-07-15 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume follows the publication of Rasch Analysis in the Human Sciences. This new book presents additional topics not discussed in the previous volume. It examines key topics such as partial credit analysis of data, common person linking, computing equating constants, investigating discrimination, evaluating dimensionality, how to better utilize Wright Maps, how to design tests and surveys using Rasch theory, and many more. The book includes activities which can be used to practice the theme of each chapter and to test the reader’s understanding of Rasch techniques. Beginning and ending with a conversation between two students, each chapter provides clear step-by-step instructions as to how to conduct an analysis using the chapter theme. The chapters emphasize applications for the beginner learning Rasch and provide guidance for composing a write-up of an analysis for a presentation, paper, thesis or report. This book explores in detail many important yet often rarely discussed topics in Rasch. With its easy-to-read language and engaging format it reaches a wide audience of scientists, clinicians, students, researchers and psychometricians, providing a valuable toolkit for practical users of Rasch analysis. – Dr. Eva Fenwick, Clinical Research Fellow, Singapore Eye Research Institute (SERI) Assistant Professor, Duke-NUS Medical School, Singapore It is an easy to read book and provides immediate guidance for those wishing to conduct a Rasch analysis. The “conversations” between students in each chapter provides a welcome introduction to each topic. – Prof. Maik Walpuski, University Duisburg-Essen, Germany The lessons learned in their first book are extended by providing insightful demonstrations of some of the more complex concepts and techniques used in applying Rasch models. – Dr. Michael R. Peabody, National Association of Boards of Pharmacy, Illinois, USA I am amazed with the ability of these authors to communicate complicated knowledge, and the ability to make this highly complicated knowledge accessible to new learners guiding every step of the way. Through this book we get important knowledge about techniques and the different areas of use for Rasch methods in the human sciences This is truly an important book for students and researchers. – Prof. Charlotte Ringsmose, Aalborg University, Denmark