Measurement Theory in Action

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Author :
Publisher : Routledge
ISBN 13 : 1317970888
Total Pages : 419 pages
Book Rating : 4.3/5 (179 download)

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Book Synopsis Measurement Theory in Action by : Kenneth S Shultz

Download or read book Measurement Theory in Action written by Kenneth S Shultz and published by Routledge. This book was released on 2013-11-20 with total page 419 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book helps readers apply testing and measurement theories. Featuring 22 self-standing modules, instructors can pick and choose the ones that are most appropriate for their course. Each module features an overview of a measurement issue and a step-by-step application of that theory. Best practices provide recommendations for ensuring the appropriate application of the theory. Practical questions help students assess their understanding of the topic while the examples allow them to apply the material using real data. Two cases in each module depict typical dilemmas faced when applying measurement theory followed by Questions to Ponder to encourage critical examination of the issues noted in the cases. Each module contains exercises some of which require no computer access while others involve the use of SPSS to solve the problem. The book’s website houses the accompanying data sets and more. The book also features suggested readings, a glossary of the key terms, and a continuing exercise that incorporates many of the steps in the development of a measure of typical performance. Updated throughout to reflect recent changes in the field, the new edition also features: --A new co-author, Michael Zickar, who updated the advanced topics and added the new module on generalizability theory (Module 22). -Expanded coverage of reliability (Modules 5 & 6) and exploratory and confirmatory factor analysis (Modules 18 & 19) to help readers interpret results presented in journal articles. -Expanded Web Resources, Instructors will now find: suggested answers to the book’s questions and exercises; detailed worked solutions to the exercises; and PowerPoint slides. Students and instructors can access the SPSS data sets; additional exercises; the glossary; and website references that are helpful in understanding psychometric concepts. Part 1 provides an introduction to measurement theory and specs for scaling and testing and a review of statistics. Part 2 then progresses through practical issues related to text reliability, validation, meta-analysis and bias. Part 3 reviews practical issues related to text construction such as the development of measures of maximal performance, CTT item analysis, test scoring, developing measures of typical performance, and issues related to response styles and guessing. The book concludes with advanced topics such as multiple regression, exploratory and confirmatory factor analysis, item response theory (IRT), IRT applications including computer adaptive testing and differential item functioning, and generalizability theory. Ideal as a text for any psychometrics, testing and measurement, or multivariate statistics course taught in psychology, education, marketing and management, professional researchers in need of a quick refresher on applying measurement theory will also find this an invaluable reference.

Measurement Theory in Action

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Author :
Publisher : Routledge
ISBN 13 : 1000287939
Total Pages : 435 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Measurement Theory in Action by : Kenneth S Shultz

Download or read book Measurement Theory in Action written by Kenneth S Shultz and published by Routledge. This book was released on 2020-12-29 with total page 435 pages. Available in PDF, EPUB and Kindle. Book excerpt: -Helps readers apply testing and measurement theories they learn in courses on psychometrics, testing and measurement and/or multivariate statistics taught in psychology, education, marketing and management. -With 22 self-standing modules instructors can pick and choose the ones that are most appropriate for their course. -Each module features an overview of a measurement issue, a step-by-step application of that theory, and two cases which depict typical dilemmas faced when applying measurement theory followed by Questions to Ponder to encourage critical examination of the issues noted in the cases. -Best practices provide recommendations for ensuring the appropriate application of the theory. -Practical questions help students assess their understanding of the topic while the examples allow them to apply the material using real data. -Each module contains exercises some of which require no computer access while others involve the use of SPSS to solve the problem and a continuing exercise incorporates many of the steps in the development of a measure of typical performance. -Recent changes in understanding measurement, with over 50 new and updated references -Explanations of why each chapter, article, or book in each module’s Further Readings section is recommended -Instructors will find suggested answers to the book’s questions and exercises; detailed solutions to the exercises; test bank with 10 multiple choice and 5 short answer questions for each module; and PowerPoint slides. Students and instructors can access SPSS data sets; additional exercises; the glossary; and additional information helpful in understanding psychometric concepts.

Measurement Theory in Action

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Author :
Publisher : Routledge
ISBN 13 : 131797087X
Total Pages : 424 pages
Book Rating : 4.3/5 (179 download)

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Book Synopsis Measurement Theory in Action by : Kenneth S Shultz

Download or read book Measurement Theory in Action written by Kenneth S Shultz and published by Routledge. This book was released on 2013-11-20 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book helps readers apply testing and measurement theories. Featuring 22 self-standing modules, instructors can pick and choose the ones that are most appropriate for their course. Each module features an overview of a measurement issue and a step-by-step application of that theory. Best practices provide recommendations for ensuring the appropriate application of the theory. Practical questions help students assess their understanding of the topic while the examples allow them to apply the material using real data. Two cases in each module depict typical dilemmas faced when applying measurement theory followed by Questions to Ponder to encourage critical examination of the issues noted in the cases. Each module contains exercises some of which require no computer access while others involve the use of SPSS to solve the problem. The book’s website houses the accompanying data sets and more. The book also features suggested readings, a glossary of the key terms, and a continuing exercise that incorporates many of the steps in the development of a measure of typical performance. Updated throughout to reflect recent changes in the field, the new edition also features: --A new co-author, Michael Zickar, who updated the advanced topics and added the new module on generalizability theory (Module 22). -Expanded coverage of reliability (Modules 5 & 6) and exploratory and confirmatory factor analysis (Modules 18 & 19) to help readers interpret results presented in journal articles. -Expanded Web Resources, Instructors will now find: suggested answers to the book’s questions and exercises; detailed worked solutions to the exercises; and PowerPoint slides. Students and instructors can access the SPSS data sets; additional exercises; the glossary; and website references that are helpful in understanding psychometric concepts. Part 1 provides an introduction to measurement theory and specs for scaling and testing and a review of statistics. Part 2 then progresses through practical issues related to text reliability, validation, meta-analysis and bias. Part 3 reviews practical issues related to text construction such as the development of measures of maximal performance, CTT item analysis, test scoring, developing measures of typical performance, and issues related to response styles and guessing. The book concludes with advanced topics such as multiple regression, exploratory and confirmatory factor analysis, item response theory (IRT), IRT applications including computer adaptive testing and differential item functioning, and generalizability theory. Ideal as a text for any psychometrics, testing and measurement, or multivariate statistics course taught in psychology, education, marketing and management, professional researchers in need of a quick refresher on applying measurement theory will also find this an invaluable reference.

Measurement Theory in Action

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Author :
Publisher : Routledge
ISBN 13 : 1000287955
Total Pages : 331 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Measurement Theory in Action by : Kenneth S Shultz

Download or read book Measurement Theory in Action written by Kenneth S Shultz and published by Routledge. This book was released on 2020-12-30 with total page 331 pages. Available in PDF, EPUB and Kindle. Book excerpt: Measurement Theory in Action, Third Edition, helps readers apply testing and measurement theories and features 22 self-contained modules which instructors can match to their courses. Each module features an overview of a measurement issue and a step-by-step application of that theory. Best Practices provide recommendations for ensuring the appropriate application of the theory. Practical Questions help students assess their understanding of the topic. Students can apply the material using real data in the Exercises, some of which require no computer access, while others involve the use of statistical software to solve the problem. Case Studies in each module depict typical dilemmas faced when applying measurement theory followed by Questions to Ponder to encourage critical examination of the issues noted in the cases. The book’s website houses the data sets, additional exercises, PowerPoints, and more. Other features include suggested readings to further one’s understanding of the topics, a glossary, and a comprehensive exercise in Appendix A that incorporates many of the steps in the development of a measure of typical performance. Updated throughout to reflect recent changes in the field, the new edition also features: Recent changes in understanding measurement, with over 50 new and updated references Explanations of why each chapter, article, or book in each module’s Further Readings section is recommended Instructors will find suggested answers to the book’s questions and exercises; detailed solutions to the exercises; test bank with 10 multiple choice and 5 short answer questions for each module; and PowerPoint slides. Students and instructors can access SPSS data sets; additional exercises; the glossary; and additional information helpful in understanding psychometric concepts. It is ideal as a text for any psychometrics or testing and measurement course taught in psychology, education, marketing, and management. It is also an invaluable reference for professional researchers in need of a quick refresher on applying measurement theory.

Introduction to Measurement Theory

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Author :
Publisher : Waveland Press
ISBN 13 : 147860770X
Total Pages : 321 pages
Book Rating : 4.4/5 (786 download)

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Book Synopsis Introduction to Measurement Theory by : Mary J. Allen

Download or read book Introduction to Measurement Theory written by Mary J. Allen and published by Waveland Press. This book was released on 2001-12-14 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduction to Measurement Theory bridges the gap between texts that offer a mathematically rigorous treatment of the statistical properties of measurement and ones that discuss the topic in a basic, cookbook fashion. Without overwhelming novices or boring the more mathematically sophisticated, the authors effectively cover the construction of psychological tests and the interpretation of test scores and scales; critically examine classical true-score theory; and explain theoretical assumptions and modern measurement models, controversies, and developments. Practical applications, examples, and study questions facilitate a better understanding of the uses and limitations of common measures of test reliability and validity and how to perform the basic item analysis necessary for test construction.

Communimetrics

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Publisher : Springer Science & Business Media
ISBN 13 : 0387928227
Total Pages : 233 pages
Book Rating : 4.3/5 (879 download)

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Book Synopsis Communimetrics by : John S. Lyons

Download or read book Communimetrics written by John S. Lyons and published by Springer Science & Business Media. This book was released on 2009-06-19 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: Measurement in human services means one thing: how well the effort serves clients. But the data doesn’t exist in a vacuum and must be communicated clearly between provider and client, provider and management, and across systems. During the past decade, innovative communimetric measures have helped more than 50,000 professionals worldwide in health care, justice, and business settings deliver findings that enhance communication on all sides. Now, the theory and methods behind this fast-paced innovation are available in this informative volume. Communimetrics presents information in an accessible style, and its model of measurement as communication bolsters transparency and ease of interpretation without sacrificing validity or reliability. It conveys a deep appreciation for the unique position of service delivery systems at the intersection between science and management (and between quality and quantity), and shows readers how to create measures that can be used immediately to translate findings into practical action. This must-have volume offers readers the tools for understanding—and applying—this cutting-edge innovation by providing: The theoretical base for communimetrics. Practical illustrations comparing communimetrics with traditional methods. Guidelines for designing communimetric measures and evaluating their reliability and validity. Detailed examples of three widely used communimetric measures—the Child and Adolescent Needs and Strengths (CANS), the INTERMED, and the Entrepreneurial League System Assessment as well as detailed explanations for how they are used and why they work. Applications used in a range of settings, including children’s services, adult mental health, services for the aging, and business and organizational development. Communimetrics provides a wealth of real-world uses to a wide professional audience, including program evaluators, quality management professionals, enterprise managers, teachers of field research methods, and professionals involved in measurement and management design. It also makes an exceptionally useful text for program evaluation courses.

Measurement Theory and Practice

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Author :
Publisher : Wiley
ISBN 13 : 9780470685679
Total Pages : 0 pages
Book Rating : 4.6/5 (856 download)

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Book Synopsis Measurement Theory and Practice by : David J. Hand

Download or read book Measurement Theory and Practice written by David J. Hand and published by Wiley. This book was released on 2010-04-12 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: We live in a world of measurements. Measurements, be they of length, speed, weight, temperature, intelligence, income, endurance, greed, gross domestic product, quality of life, unemployment or skill at a job, are all numerical manifestations of the extent of some underlying attribute. They reflect the reality around us – length and weight provide examples of systems that represent clear physical attributes. At the same time, measurements also define the reality around us – psychometric tests and price inflation constitute both the definitions and the procedures for measuring these concepts. Altogether, measurements are central to our modern world and our view of it. This book explores the nature of measurement, investigating its different kinds, how these kinds should be interpreted, and the legitimacy of their statistical manipulation. The procedures through which numbers are assigned to objects are described, and measurement in psychology, medicine, the physical sciences, and the social sciences are examined in detail. The ideas of measurement are so ubiquitous that we often fail to notice them; they are concealed behind a veil of familiarity. This book lifts the corner of that veil and, in doing so, shows that there are aspects of the familiar world that are occasionally puzzling, sometimes downright extraordinary, and often more intriguing than is generally believed.

Measurement Theory and Applications for the Social Sciences

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Author :
Publisher : Guilford Publications
ISBN 13 : 1462532136
Total Pages : 686 pages
Book Rating : 4.4/5 (625 download)

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Book Synopsis Measurement Theory and Applications for the Social Sciences by : Deborah L. Bandalos

Download or read book Measurement Theory and Applications for the Social Sciences written by Deborah L. Bandalos and published by Guilford Publications. This book was released on 2018-01-31 with total page 686 pages. Available in PDF, EPUB and Kindle. Book excerpt: Which types of validity evidence should be considered when determining whether a scale is appropriate for a given measurement situation? What about reliability evidence? Using clear explanations illustrated by examples from across the social and behavioral sciences, this engaging text prepares students to make effective decisions about the selection, administration, scoring, interpretation, and development of measurement instruments. Coverage includes the essential measurement topics of scale development, item writing and analysis, and reliability and validity, as well as more advanced topics such as exploratory and confirmatory factor analysis, item response theory, diagnostic classification models, test bias and fairness, standard setting, and equating. End-of-chapter exercises (with answers) emphasize both computations and conceptual understanding to encourage readers to think critically about the material. ÿ

Measuring Museum Impact and Performance

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Publisher : Rowman & Littlefield
ISBN 13 : 1442263318
Total Pages : 187 pages
Book Rating : 4.4/5 (422 download)

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Book Synopsis Measuring Museum Impact and Performance by : John W. Jacobsen

Download or read book Measuring Museum Impact and Performance written by John W. Jacobsen and published by Rowman & Littlefield. This book was released on 2016-03-15 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on extensive research and decades of experience, museum analyst and planner John W. Jacobsen provides both the theoretical underpinnings and the operational pragmatics of measuring any museum's intentional impact and performance by using 1,025 indicators drawn from 51 expert sources. Measuring Museum Impact and Performance: Theory and Practice provides museum professionals internationally with a clear, very open process that will improve their museum's value and performance by selecting indicators that monitor whether they are realizing their desired public, private, personal and institutional values. The book is not prescriptive, but liberating, as the framework recognizes that each museum needs to decide on its own purposes and priorities. The book is organized in two parts: "Part 1: Theory" is scholarly and builds on the museum field’s rich literature; and "Part 2: Practice" provides step-by-step methods for any museum to set up its own dashboard of prioritized impact and performance indicators. Substantive attachments include: the list of the 51 source documents for the MIIP indicators; definitions of terms and data fields; a long list of precedented museum impacts; measurement formulas and worksheet templates, filled in for a sample museum; and the MIIP 1.0 database available online. Readers will get the following benefits: A literature review of prior work on measuring museum value An analysis of eleven well-established evaluation frameworks that synthesize into a revolutionary, yet practical, Museum Theory of Action A robust and searchable menu of 1,025 existing and aspirational indicators (the MIIP 1.0 database) that you can use to start your own selection An analysis of the MIIP database using the Theory of Action that reveals 14 areas of potential museum impacts and benefits A process to select and prioritize your museum’s intentional purposes and desired impacts A process to determine, measure and compare your museum’s key performance indicators (KPIs) A process to set-up and conduct peer museum comparisons Procedures and examples of how to capture and report data used in your selected indicators Principles for using indicator data to inform museum management decisions

Frontiers of Test Validity Theory

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Publisher : Routledge
ISBN 13 : 1135055866
Total Pages : 360 pages
Book Rating : 4.1/5 (35 download)

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Book Synopsis Frontiers of Test Validity Theory by : Keith A. Markus

Download or read book Frontiers of Test Validity Theory written by Keith A. Markus and published by Routledge. This book was released on 2013-06-19 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines test validity in the behavioral, social, and educational sciences by exploring three fundamental problems: measurement, causation and meaning. Psychometric and philosophical perspectives receive attention along with unresolved issues. The authors explore how measurement is conceived from both the classical and modern perspectives. The importance of understanding the underlying concepts as well as the practical challenges of test construction and use receive emphasis throughout. The book summarizes the current state of the test validity theory field. Necessary background on test theory and statistics is presented as a conceptual overview where needed. Each chapter begins with an overview of key material reviewed in previous chapters, concludes with a list of suggested readings, and features boxes with examples that connect theory to practice. These examples reflect actual situations that occurred in psychology, education, and other disciplines in the US and around the globe, bringing theory to life. Critical thinking questions related to the boxed material engage and challenge readers. A few examples include: What is the difference between intelligence and IQ? Can people disagree on issues of value but agree on issues of test validity? Is it possible to ask the same question in two different languages? The first part of the book contrasts theories of measurement as applied to the validity of behavioral science measures.The next part considers causal theories of measurement in relation to alternatives such as behavior domain sampling, and then unpacks the causal approach in terms of alternative theories of causation.The final section explores the meaning and interpretation of test scores as it applies to test validity. Each set of chapters opens with a review of the key theories and literature and concludes with a review of related open questions in test validity theory. Researchers, practitioners and policy makers interested in test validity or developing tests appreciate the book's cutting edge review of test validity. The book also serves as a supplement in graduate or advanced undergraduate courses on test validity, psychometrics, testing or measurement taught in psychology, education, sociology, social work, political science, business, criminal justice and other fields. The book does not assume a background in measurement.

Measurement Theory: Volume 7

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Author :
Publisher : Cambridge University Press
ISBN 13 : 0521302277
Total Pages : 0 pages
Book Rating : 4.5/5 (213 download)

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Book Synopsis Measurement Theory: Volume 7 by : Fred S. Roberts

Download or read book Measurement Theory: Volume 7 written by Fred S. Roberts and published by Cambridge University Press. This book was released on 1984-12-28 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an introduction to measurement theory for non-specialists and puts measurement in the social and behavioural sciences on a firm mathematical foundation. Results are applied to such topics as measurement of utility, psychophysical scaling and decision-making about pollution, energy, transportation and health. The results and questions presented should be of interest to both students and practising mathematicians since the author sets forth an area of mathematics unfamiliar to most mathematicians, but which has many potentially significant applications.

Quantum Theory and Measurement

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Publisher : Princeton University Press
ISBN 13 : 1400854555
Total Pages : 841 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis Quantum Theory and Measurement by : John Archibald Wheeler

Download or read book Quantum Theory and Measurement written by John Archibald Wheeler and published by Princeton University Press. This book was released on 2014-07-14 with total page 841 pages. Available in PDF, EPUB and Kindle. Book excerpt: The forty-nine papers collected here illuminate the meaning of quantum theory as it is disclosed in the measurement process. Together with an introduction and a supplemental annotated bibliography, they discuss issues that make quantum theory, overarching principle of twentieth-century physics, appear to many to prefigure a new revolution in science. Originally published in 1983. The Princeton Legacy Library uses the latest print-on-demand technology to again make available previously out-of-print books from the distinguished backlist of Princeton University Press. These editions preserve the original texts of these important books while presenting them in durable paperback and hardcover editions. The goal of the Princeton Legacy Library is to vastly increase access to the rich scholarly heritage found in the thousands of books published by Princeton University Press since its founding in 1905.

Identities in Action

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Author :
Publisher : Springer Nature
ISBN 13 : 3030769666
Total Pages : pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Identities in Action by : Philip S. Brenner

Download or read book Identities in Action written by Philip S. Brenner and published by Springer Nature. This book was released on 2021 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents recent developments in identity theory and research. Identities are the basic building blocks of society and hold a central place in every social science discipline. Identity theory provides a systematic conceptualization of identities and their relationship to behavior. The research in this volume demonstrates the usefulness of this theory for understanding identities in action in a variety of areas and settings. The volume is organized into three general areas: ethnicity and race; family, religion, and work; and networks, homophily, and the physical environment. This comprehensive and authoritative volume is of interest to a wide readership in the social and behavioral sciences, including students and researchers of sociology, social psychology, psychology, and other social science disciplines.

Usable Theory

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Publisher : Princeton University Press
ISBN 13 : 1400830672
Total Pages : 351 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis Usable Theory by : Dietrich Rueschemeyer

Download or read book Usable Theory written by Dietrich Rueschemeyer and published by Princeton University Press. This book was released on 2009-08-03 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: The project of twentieth-century sociology and political science--to create predictive scientific theory--resulted in few full-scale theories that can be taken off the shelf and successfully applied to empirical puzzles. Yet focused "theory frames" that formulate problems and point to relevant causal factors and conditions have produced vibrant, insightful, and analytically oriented empirical research. While theory frames alone cannot offer explanation or prediction, they guide empirical theory formation and give direction to inferences from empirical evidence. They are also responsible for much of the progress in the social sciences. In Usable Theory, distinguished sociologist Dietrich Rueschemeyer shows graduate students and researchers how to construct theory frames and use them to develop valid empirical hypotheses in the course of empirical social and political research. Combining new ideas as well as analytic tools derived from classic and recent theoretical traditions, the book enlarges the rationalist model of action by focusing on knowledge, norms, preferences, and emotions, and it discusses larger social formations that shape elementary forms of action. Throughout, Usable Theory seeks to mobilize the implicit theoretical social knowledge used in everyday life. Offers tools for theory building in social and political research Complements the rationalist model of action with discussions of knowledge, norms, preferences, and emotions Relates theoretical ideas to problems of methodology Situates elementary forms of action in relation to larger formations Combines new ideas with themes from classic and more recent theories

Cognitive Load Theory

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Publisher : Cambridge University Press
ISBN 13 : 1107394112
Total Pages : 287 pages
Book Rating : 4.1/5 (73 download)

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Book Synopsis Cognitive Load Theory by : Jan L. Plass

Download or read book Cognitive Load Theory written by Jan L. Plass and published by Cambridge University Press. This book was released on 2010-04-26 with total page 287 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cognitive load theory (CLT) is one of the most important theories in educational psychology, a highly effective guide for the design of multimedia and other learning materials. This edited volume brings together the most prolific researchers from around the world who study various aspects of cognitive load to discuss its current theoretical as well as practical issues. The book is divided into three parts. The first part describes the theoretical foundations and assumptions of CLT, the second discusses the empirical findings about the application of CLT to the design of learning environments, and the third part concludes the book with discussions and suggestions for new directions for future research. It aims to become the standard handbook in CLT for researchers and graduate students in psychology, education, and educational technology.

Handbook of Implicit Social Cognition

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Publisher : Guilford Press
ISBN 13 : 1606236741
Total Pages : 609 pages
Book Rating : 4.6/5 (62 download)

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Book Synopsis Handbook of Implicit Social Cognition by : Bertram Gawronski

Download or read book Handbook of Implicit Social Cognition written by Bertram Gawronski and published by Guilford Press. This book was released on 2011-07-06 with total page 609 pages. Available in PDF, EPUB and Kindle. Book excerpt: Virtually every question in social psychology is currently being shaped by the concepts and methods of implicit social cognition. This tightly edited volume provides the first comprehensive overview of the field. Foremost authorities synthesize the latest findings on how automatic, implicit, and unconscious cognitive processes influence social judgments and behavior. Cutting-edge theories and data are presented in such crucial areas as attitudes, prejudice and stereotyping, self-esteem, self-concepts, close relationships, and morality. Describing state-of-the-art measurement procedures and research designs, the book discusses promising applications in clinical, forensic, and other real-world contexts. Each chapter both sums up what is known and identifies key directions for future research.

The Goldilocks Challenge

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Publisher : Oxford University Press
ISBN 13 : 0199366101
Total Pages : 256 pages
Book Rating : 4.1/5 (993 download)

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Book Synopsis The Goldilocks Challenge by : Mary Kay Gugerty

Download or read book The Goldilocks Challenge written by Mary Kay Gugerty and published by Oxford University Press. This book was released on 2018-04-02 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: The social sector provides services to a wide range of people throughout the world with the aim of creating social value. While doing good is great, doing it well is even better. These organizations, whether nonprofit, for-profit, or public, increasingly need to demonstrate that their efforts are making a positive impact on the world, especially as competition for funding and other scarce resources increases. This heightened focus on impact is positive: learning whether we are making a difference enhances our ability to address pressing social problems effectively and is critical to wise stewardship of resources. Yet demonstrating efficacy remains a big hurdle for most organizations. The Goldilocks Challenge provides a parsimonious framework for measuring the strategies and impact of social sector organizations. A good data strategy starts first with a sound theory of change that helps organizations decide what elements they should monitor and measure. With a theory of change providing solid underpinning, the Goldilocks framework then puts forward four key principles, the CART principles: Credible data that are high quality and analyzed appropriately, Actionable data will actually influence future decisions; Responsible data create more benefits than costs; and Transportable data build knowledge that can be used in the future and by others. Mary Kay Gugerty and Dean Karlan combine their extensive experience working with nonprofits, for-profits and government with their understanding of measuring effectiveness in this insightful guide to thinking about and implementing evidence-based change. This book is an invaluable asset for nonprofit, social enterprise and government leaders, managers, and funders-including anyone considering making a charitable contribution to a nonprofit-to ensure that these organizations get it "just right" by knowing what data to collect, how to collect it, how it can be analyzed, and drawing implications from the analysis. Everyone who wants to make positive change should focus on the top priority: using data to learn, innovate, and improve program implementation over time. Gugerty and Karlan show how.