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Validity Reliability And Significance
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Book Synopsis Validity, Reliability, and Significance by : Stefan Riezler
Download or read book Validity, Reliability, and Significance written by Stefan Riezler and published by Springer Nature. This book was released on 2022-06-01 with total page 147 pages. Available in PDF, EPUB and Kindle. Book excerpt: Empirical methods are means to answering methodological questions of empirical sciences by statistical techniques. The methodological questions addressed in this book include the problems of validity, reliability, and significance. In the case of machine learning, these correspond to the questions of whether a model predicts what it purports to predict, whether a model's performance is consistent across replications, and whether a performance difference between two models is due to chance, respectively. The goal of this book is to answer these questions by concrete statistical tests that can be applied to assess validity, reliability, and significance of data annotation and machine learning prediction in the fields of NLP and data science. Our focus is on model-based empirical methods where data annotations and model predictions are treated as training data for interpretable probabilistic models from the well-understood families of generalized additive models (GAMs) and linear mixed effects models (LMEMs). Based on the interpretable parameters of the trained GAMs or LMEMs, the book presents model-based statistical tests such as a validity test that allows detecting circular features that circumvent learning. Furthermore, the book discusses a reliability coefficient using variance decomposition based on random effect parameters of LMEMs. Last, a significance test based on the likelihood ratio of nested LMEMs trained on the performance scores of two machine learning models is shown to naturally allow the inclusion of variations in meta-parameter settings into hypothesis testing, and further facilitates a refined system comparison conditional on properties of input data. This book can be used as an introduction to empirical methods for machine learning in general, with a special focus on applications in NLP and data science. The book is self-contained, with an appendix on the mathematical background on GAMs and LMEMs, and with an accompanying webpage including R code to replicate experiments presented in the book.
Book Synopsis Validity, Reliability, and Significance by : Stefan Riezler
Download or read book Validity, Reliability, and Significance written by Stefan Riezler and published by Springer Nature. This book was released on with total page 179 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Fast Facts to Loving Your Research Project by : Brenda Marshall, EdD, PMHNP-BC, ANEF
Download or read book Fast Facts to Loving Your Research Project written by Brenda Marshall, EdD, PMHNP-BC, ANEF and published by Springer Publishing Company. This book was released on 2019-10-08 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: While often greeted with trepidation, the importance of a research project—how it is conducted and its significance to practice—is an essential aspect of nursing and other healthcare arenas. This innovative resource is a user-friendly introduction to evidence-based practice and other types of research-based initiatives that improve patient outcomes. Using a method formed through years of teaching experience, Brenda Marshall translates the difficult and sometimes confusing language of research into everyday vocabulary, linking complicated concepts with easily understood scenarios. Written in quick-access Fast Facts style, this book presents knowledge in a consistent, step-by-step format characterized by bite-sized information. Each chapter opens with learning objectives that unfold into new concepts, followed by everyday life examples. Fast Facts boxes, systematized tables, and new vocabulary reinforce learning and highlight key concepts. This application-based approach helps students question their preconceived notions about research and then engage in it with newfound confidence. Key Features: Translates complex research concepts into straightforward language Demonstrates clear, step-by-step methods that facilitate successful attainment of research goals Helps students to construct an argument, build a theory, and critically explore a belief Promotes self-sufficiency in lifelong learning and achievement Written by an instructor whose classes have propelled many successful research careers
Book Synopsis Communication Research Statistics by : John C. Reinard
Download or read book Communication Research Statistics written by John C. Reinard and published by SAGE Publications. This book was released on 2006-04-20 with total page 604 pages. Available in PDF, EPUB and Kindle. Book excerpt: "While most books on statistics seem to be written as though targeting other statistics professors, John Reinard′s Communication Research Statistics is especially impressive because it is clearly intended for the student reader, filled with unusually clear explanations and with illustrations on the use of SPSS. I enjoyed reading this lucid, student-friendly book and expect students will benefit enormously from its content and presentation. Well done!" --John C. Pollock, The College of New Jersey Written in an accessible style using straightforward and direct language, Communication Research Statistics guides students through the statistics actually used in most empirical research undertaken in communication studies. This introductory textbook is the only work in communication that includes details on statistical analysis of data with a full set of data analysis instructions based on SPSS 12 and Excel XP. Key Features: Emphasizes basic and introductory statistical thinking: The basic needs of novice researchers and students are addressed, while underscoring the foundational elements of statistical analyses in research. Students learn how statistics are used to provide evidence for research arguments and how to evaluate such evidence for themselves. Prepares students to use statistics: Students are encouraged to use statistics as they encounter and evaluate quantitative research. The book details how statistics can be understood by developing actual skills to carry out rudimentary work. Examples are drawn from mass communication, speech communication, and communication disorders. Incorporates SPSS 12 and Excel: A distinguishing feature is the inclusion of coverage of data analysis by use of SPSS 12 and by Excel. Information on the use of major computer software is designed to let students use such tools immediately. Companion Web Site! A dedicated Web site includes a glossary, data sets, chapter summaries, additional readings, links to other useful sites, selected "calculators" for computation of related statistics, additional macros for selected statistics using Excel and SPSS, and extra chapters on multiple discriminant analysis and loglinear analysis. Intended Audience: Ideal for undergraduate and graduate courses in Communication Research Statistics or Methods; also relevant for many Research Methods courses across the social sciences
Download or read book Doing Management Research written by and published by SAGE. This book was released on 2001-07-12 with total page 446 pages. Available in PDF, EPUB and Kindle. Book excerpt: Doing Management Research, a major new textbook, provides answers to questions and problems which researchers invariably encounter when embarking on management research, be it quantitative or qualitative. This book will carefully guide the reader through the research process from beginning to end. An excellent tool for academics and students, it enables the reader to acquire and build upon empirical evidence, and to decide what tools to use to understand and describe what is being observed, and then, which methods of analysis to adopt. There is an entire section dedicated to writing up and communicating the research findings. Written in an accessible and easy-to-use style, this book can be read from cover to cover or dipped
Book Synopsis Reliability and Validity in Qualitative Research by : Jerome Kirk
Download or read book Reliability and Validity in Qualitative Research written by Jerome Kirk and published by SAGE. This book was released on 1986 with total page 92 pages. Available in PDF, EPUB and Kindle. Book excerpt: Qualitative research is a sociological and anthropological tradition of inquiry. Most critically, qualitative research involves sustained interaction with the people being studied in their own language, and on their own turf. To see qualitative research as strictly disengaged from any form of counting is to miss the point that its basic strategy depends on the reconciliation of diverse research tactics. It is our view that qualitative research can be performed as social science. Understanding the workings of a scientific endeavor, whether it is of the natural or social variety, entails an appreciation of its objectivity. By this convention, the objectivity of a piece of qualitative research is evaluated in terms of the reliability and validity of its observations - the two concepts to which this monograph is devoted.
Book Synopsis The Practice of Survey Research by : Erin E. Ruel
Download or read book The Practice of Survey Research written by Erin E. Ruel and published by SAGE. This book was released on 2015-06-03 with total page 361 pages. Available in PDF, EPUB and Kindle. Book excerpt: Focusing on the use of technology in survey research, this book integrates both theory and application and covers important elements of survey research including survey design, implementation and continuing data management.
Book Synopsis Encyclopedia of Behavioral Medicine by : Marc D. Gellman
Download or read book Encyclopedia of Behavioral Medicine written by Marc D. Gellman and published by . This book was released on with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Reliability and Validity of International Large-Scale Assessment by : Hans Wagemaker
Download or read book Reliability and Validity of International Large-Scale Assessment written by Hans Wagemaker and published by Springer Nature. This book was released on 2020-09-03 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book describes and reviews the development of the quality control mechanisms and methodologies associated with IEA’s extensive program of educational research. A group of renowned international researchers, directly involved in the design and execution of IEA’s international large-scale assessments (ILSAs), describe the operational and quality control procedures that are employed to address the challenges associated with providing high-quality, comparable data. Throughout the now considerable history of IEA’s international large-scale assessments, establishing the quality of the data has been paramount. Research in the complex multinational context in which IEA studies operate imposes significant burdens and challenges in terms of the methodologies and technologies that have been developed to achieve the stated study goals. The demands of the twin imperatives of validity and reliability must be satisfied in the context of multiple and diverse cultures, languages, orthographies, educational structures, educational histories, and traditions. Readers will learn about IEA’s approach to such challenges, and the methods used to ensure that the quality of the data provided to policymakers and researchers can be trusted. An often neglected area of investigation, namely the consequential validity of ILSAs, is also explored, examining issues related to reporting, dissemination, and impact, including discussion of the limits of interpretation. The final chapters address the question of the influence of ILSAs on policy and reform in education, including a case study from Singapore, a country known for its outstanding levels of achievement, but which nevertheless seeks the means of continual improvement, illustrating best practice use of ILSA data.
Book Synopsis Encyclopedia of Research Design by : Neil J. Salkind
Download or read book Encyclopedia of Research Design written by Neil J. Salkind and published by SAGE. This book was released on 2010-06-22 with total page 1779 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Comprising more than 500 entries, the Encyclopedia of Research Design explains how to make decisions about research design, undertake research projects in an ethical manner, interpret and draw valid inferences from data, and evaluate experiment design strategies and results. Two additional features carry this encyclopedia far above other works in the field: bibliographic entries devoted to significant articles in the history of research design and reviews of contemporary tools, such as software and statistical procedures, used to analyze results. It covers the spectrum of research design strategies, from material presented in introductory classes to topics necessary in graduate research; it addresses cross- and multidisciplinary research needs, with many examples drawn from the social and behavioral sciences, neurosciences, and biomedical and life sciences; it provides summaries of advantages and disadvantages of often-used strategies; and it uses hundreds of sample tables, figures, and equations based on real-life cases."--Publisher's description.
Book Synopsis Applied Thematic Analysis by : Greg Guest
Download or read book Applied Thematic Analysis written by Greg Guest and published by SAGE. This book was released on 2012 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides step-by-step instructions on how to analyze text generated from in-depth interviews and focus groups, relating predominantly to applied qualitative studies. The book covers all aspects of the qualitative data analysis process, employing a phenomenological approach which has a primary aim of describing the experiences and perceptions of research participants. Similar to Grounded Theory, the authors' approach is inductive, content-driven, and searches for themes within textual data.
Book Synopsis Measuring Professional Competence for the Teaching of Mathematical Modelling by : Raphael Wess
Download or read book Measuring Professional Competence for the Teaching of Mathematical Modelling written by Raphael Wess and published by Springer Nature. This book was released on 2021-07-14 with total page 129 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book presents a structural model and an associated test instrument designed to provide a detailed analysis of professional competences for teaching mathematical modelling. The conceptualisation is based on the COACTIV model, which describes aspects, areas and facets of professional competences of teachers. The manual provides an overview of the essential teaching skills in application-related contexts and offers the tools needed to capture these aspects. It discusses the objectives and application areas of the instrument, as well as the development of the test. In addition, it describes the implementation and evaluates the quality and results of the structural equation analysis of the model. Teaching mathematical modelling is a cognitively challenging activity for (prospective) teachers. Thus, teacher education requires a detailed analysis of professional competence for teaching mathematical modelling. Measuring this competence requires theoretical models that accurately describe requirements placed upon teachers, as well as appropriate evaluation tools that adequately capture skills and abilities in this field. This book presents an instrument that measures the professional competences in a sample of 349 prospective teachers.
Book Synopsis Validity in Educational and Psychological Assessment by : Paul Newton
Download or read book Validity in Educational and Psychological Assessment written by Paul Newton and published by SAGE. This book was released on 2014-04-15 with total page 465 pages. Available in PDF, EPUB and Kindle. Book excerpt: Validity is the hallmark of quality for educational and psychological measurement. But what does quality mean in this context? And to what, exactly, does the concept of validity apply? These apparently innocuous questions parachute the unwary inquirer into a minefield of tricky ideas. This book guides you through this minefield, investigating how the concept of validity has evolved from the nineteenth century to the present day. Communicating complicated concepts straightforwardly, the authors answer questions like: What does ′validity′ mean? What does it mean to ′validate′? How many different kinds of validity are there? When does validation begin and end? Is reliability a part of validity, or distinct from it? This book will be of interest to anyone with a professional or academic interest in evaluating the quality of educational or psychological assessments, measurements and diagnoses.
Book Synopsis The ITC International Handbook of Testing and Assessment by : Frederick T. L. Leong
Download or read book The ITC International Handbook of Testing and Assessment written by Frederick T. L. Leong and published by Oxford University Press, USA. This book was released on 2016 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Sponsored by the International Testing Commission, The ITC Handbook of International Testing and Assessment is dedicated to the advancement of theory, research, and practice in the area of international testing and assessment in psychology, education, counseling, organizational behavior, human resource management, and related disciplines"--
Book Synopsis Advancing Human Assessment by : Randy E. Bennett
Download or read book Advancing Human Assessment written by Randy E. Bennett and published by Springer. This book was released on 2017-10-17 with total page 717 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is open access under a CC BY-NC 2.5 license. This book describes the extensive contributions made toward the advancement of human assessment by scientists from one of the world’s leading research institutions, Educational Testing Service. The book’s four major sections detail research and development in measurement and statistics, education policy analysis and evaluation, scientific psychology, and validity. Many of the developments presented have become de-facto standards in educational and psychological measurement, including in item response theory (IRT), linking and equating, differential item functioning (DIF), and educational surveys like the National Assessment of Educational Progress (NAEP), the Programme of international Student Assessment (PISA), the Progress of International Reading Literacy Study (PIRLS) and the Trends in Mathematics and Science Study (TIMSS). In addition to its comprehensive coverage of contributions to the theory and methodology of educational and psychological measurement and statistics, the book gives significant attention to ETS work in cognitive, personality, developmental, and social psychology, and to education policy analysis and program evaluation. The chapter authors are long-standing experts who provide broad coverage and thoughtful insights that build upon decades of experience in research and best practices for measurement, evaluation, scientific psychology, and education policy analysis. Opening with a chapter on the genesis of ETS and closing with a synthesis of the enormously diverse set of contributions made over its 70-year history, the book is a useful resource for all interested in the improvement of human assessment.
Book Synopsis Teacher Action Research by : Gerald J. Pine
Download or read book Teacher Action Research written by Gerald J. Pine and published by SAGE. This book was released on 2008-10-31 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This is a wonderful book with deep insight into the relationship between teachers′ action and result of student learning. It discusses from different angles impact of action research on student learning in the classroom. Writing samples provided at the back are wonderful examples." —Kejing Liu, Shawnee State University Teacher Action Research: Building Knowledge Democracies focuses on helping schools build knowledge democracies through a process of action research in which teachers, students, and parents collaborate in conducting participatory and caring inquiry in the classroom, school, and community. Author Gerald J. Pine examines historical origins, the rationale for practice-based research, related theoretical and philosophical perspectives, and action research as a paradigm rather than a method. Key Features Discusses how to build a school research culture through collaborative teacher research Delineates the role of the professional development school as a venue for constructing a knowledge democracy Focuses on how teacher action research can empower the active and ongoing inclusion of nontraditional voices (those of students and parents) in the research process Includes chapters addressing the concrete practices of observation, reflection, dialogue, writing, and the conduct of action research, as well as examples of teacher action research studies
Book Synopsis The Handbook of Social Work Research Methods by : Bruce Thyer
Download or read book The Handbook of Social Work Research Methods written by Bruce Thyer and published by SAGE. This book was released on 2010 with total page 1345 pages. Available in PDF, EPUB and Kindle. Book excerpt: "In the field of social work, qualitative research is starting to gain more prominence as are mixed methods and various issues regarding race, ethnicity and gender. These changes in the field are reflected and updated in "The Handbook of Social Work Research Methods, Second Edition". This text contains meta analysis, designs to evaluate treatment and provides the support to help students harness the power of the Internet. This handbook brings together leading scholars in research methods in social work." --Book Jacket.
