Data Analytics And Psychometrics
DOWNLOAD
Download Data Analytics And Psychometrics PDF/ePub or read online books in Mobi eBooks. Click Download or Read Online button to get Data Analytics And Psychometrics book now. This website allows unlimited access to, at the time of writing, more than 1.5 million titles, including hundreds of thousands of titles in various foreign languages. If the content not found or just blank you must refresh this page
Data Analytics And Psychometrics
DOWNLOAD
Author : Hong Jiao
language : en
Publisher: IAP
Release Date : 2018-12-01
Data Analytics And Psychometrics written by Hong Jiao and has been published by IAP this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-01 with Education categories.
The general theme of this book is to encourage the use of relevant methodology in data mining which is or could be applied to the interplay of education, statistics and computer science to solve psychometric issues and challenges in the new generation of assessments. In addition to item response data, other data collected in the process of assessment and learning will be utilized to help solve psychometric challenges and facilitate learning and other educational applications. Process data include those collected or available for collection during the process of assessment and instructional phase such as responding sequence data, log files, the use of help features, the content of web searches, etc. Some book chapters present the general exploration of process data in large-scale assessment. Further, other chapters also address how to integrate psychometrics and learning analytics in assessment and survey, how to use data mining techniques for security and cheating detection, how to use more assessment results to facilitate student’s learning and guide teacher’s instructional efforts. The book includes both theoretical and methodological presentations that might guide the future in this area, as well as illustrations of efforts to implement big data analytics that might be instructive to those in the field of learning and psychometrics. The context of the effort is diverse, including K-12, higher education, financial planning, and survey utilization. It is hoped that readers can learn from different disciplines, especially those who are specialized in assessment, would be critical to expand the ideas of what we can do with data analytics for informing assessment practices.
Computational Psychometrics New Methodologies For A New Generation Of Digital Learning And Assessment
DOWNLOAD
Author : Alina A. von Davier
language : en
Publisher: Springer Nature
Release Date : 2022-01-01
Computational Psychometrics New Methodologies For A New Generation Of Digital Learning And Assessment written by Alina A. von Davier and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-01 with Education categories.
This book defines and describes a new discipline, named “computational psychometrics,” from the perspective of new methodologies for handling complex data from digital learning and assessment. The editors and the contributing authors discuss how new technology drastically increases the possibilities for the design and administration of learning and assessment systems, and how doing so significantly increases the variety, velocity, and volume of the resulting data. Then they introduce methods and strategies to address the new challenges, ranging from evidence identification and data modeling to the assessment and prediction of learners’ performance in complex settings, as in collaborative tasks, game/simulation-based tasks, and multimodal learning and assessment tasks. Computational psychometrics has thus been defined as a blend of theory-based psychometrics and data-driven approaches from machine learning, artificial intelligence, and data science. All these together provide a better methodological framework for analysing complex data from digital learning and assessments. The term “computational” has been widely adopted by many other areas, as with computational statistics, computational linguistics, and computational economics. In those contexts, “computational” has a meaning similar to the one proposed in this book: a data-driven and algorithm-focused perspective on foundations and theoretical approaches established previously, now extended and, when necessary, reconceived. This interdisciplinarity is already a proven success in many disciplines, from personalized medicine that uses computational statistics to personalized learning that uses, well, computational psychometrics. We expect that this volume will be of interest not just within but beyond the psychometric community. In this volume, experts in psychometrics, machine learning, artificial intelligence, data science and natural language processing illustrate their work, showing how the interdisciplinary expertise of each researcher blends into a coherent methodological framework to deal with complex data from complex virtual interfaces. In the chapters focusing on methodologies, the authors use real data examples to demonstrate how to implement the new methods in practice. The corresponding programming codes in R and Python have been included as snippets in the book and are also available in fuller form in the GitHub code repository that accompanies the book.
Data Analysis For Psychology
DOWNLOAD
Author : George L. Dunbar
language : en
Publisher: Hodder Education
Release Date : 1998
Data Analysis For Psychology written by George L. Dunbar and has been published by Hodder Education this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with Psychology categories.
Data analysis is an essential psychological aid to understanding human behaviour in terms of its causes. By observing and measuring certain behavioural patterns, psychologists can obtain data necessary to support - or refute - a given hypothesis. It is the business of data analysis to cut through the jungle of numbers to the underlying psychological structure. 'Data Analysis for Psychology' provides a clear and straightforward explanation of the most important data analysis techniques for psychologists. Using concrete examples to illustrate the analysis of data, concepts are explored in plain language and without unnecessary technical detail. At the heart of the book is the idea of a statistical model and the process of accounting for structure, or pattern, in data. Explaining familiar techniques like analysis of variance, the book goes further to examine exploratory data analysis, log-linear analysis, analysis of co-variance and other advanced methods. With the emphasis throughout on clarity, the text is written for undergraduate psychology students undertaking independent research.
Secondary Data Analysis
DOWNLOAD
Author : Kali H. Trzesniewski
language : en
Publisher: American Psychological Association (APA)
Release Date : 2011
Secondary Data Analysis written by Kali H. Trzesniewski and has been published by American Psychological Association (APA) this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011 with Psychology categories.
This wide-ranging yet practical book shows how the analysis of secondary data can provide unique opportunities for advancing psychological science. --Book Jacket.
Talking About Statistics
DOWNLOAD
Author : Brian S. Everitt
language : en
Publisher: John Wiley & Sons
Release Date : 1992-10-06
Talking About Statistics written by Brian S. Everitt and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992-10-06 with Mathematics categories.
Adopting a case-study approach, the authors use an example drawn from child psychiatry and follow it through to demonstrate the statistical methods available to tackle a range of research questions and data. Describes how collaborations between statisticians and behavioral scientists can benefit the design and analysis of a practical research project. Includes the latest analytical techniques.
Data Analysis
DOWNLOAD
Author : Edward L. Wike
language : en
Publisher: Routledge
Release Date : 2018-02-06
Data Analysis written by Edward L. Wike and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-02-06 with Psychology categories.
This book is intended for psychology majors and graduate students who are conducting experiments for the first time and are faced with the task of making sense out of their data. This much needed "how-to-do-it" text illustrates the application of statistical methods to the data from small samples. It also serves as a handbook, with twenty-two tables presented at the end of the text that will allow the student to carry out virtually every computation necessary in analyzing his data. Almost all of the examples and illustrations are drawn from actual experiments so that the student can see how professional scientists examine their data. The book also shows students the kinds of data that are encountered in psychological research, the kinds of questions investigators seek to answer, and how these questions are approached. The author asserts that statistics is not an abstract discipline but a tool in research. However, the book also imparts a philosophy of data analysis and its meaning, a concern for questions of the function of data analysis and the interpretations that legitimately can be drawn from data. In brief, Data Analysis asks: What kinds of data are met in psychological research? What can we do with these data? What can we conclude as a result of this doing? The book will be invaluable for students who, even though they may have taken a previous statistics course, are still unsure of what statistical techniques should be used in interpreting their data.
Introducing Research And Data In Psychology
DOWNLOAD
Author : Ann Searle
language : en
Publisher: Routledge
Release Date : 2020-11-25
Introducing Research And Data In Psychology written by Ann Searle and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-11-25 with Psychology categories.
Introducing Research and Data in Psychology shows how research design and data analysis are attainable and useful skills. It introduces both experimental and non-experimental methods of research and the analysis of data using both descriptive and inferential statistics. The uses, interpretation and calculation of common two sample statistical tests are explained. This comprehensive textbook includes the following designed features to help with technique: Practice exam answers to show how to achieve a higher grade Chapter summaries Glossary Case studies and examples Exercises and a full bibliography.
A Handbook For Data Analysis In The Behavioral Sciences
DOWNLOAD
Author : Gideon Keren
language : en
Publisher: Lawrence Erlbaum Assoc Incorporated
Release Date : 1993
A Handbook For Data Analysis In The Behavioral Sciences written by Gideon Keren and has been published by Lawrence Erlbaum Assoc Incorporated this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Psychology categories.
Statistical methodology is often conceived by social scientists in a technical manner; they use it for support rather than for illumination. This two-volume set attempts to provide some partial remedy to the problems that have led to this state of affairs. Both traditional issues, such as analysis of variance and the general linear model, as well as more novel methods like exploratory data analysis, are included. The editors aim to provide an updated survey on different aspects of empirical research and data analysis, facilitate the understanding of the internal logic underlying different methods, and provide novel and broader perspectives beyond what is usually covered in traditional curricula.
Statistics And Data Analysis For The Behavioral Sciences
DOWNLOAD
Author : Dana Dunn
language : en
Publisher: McGraw-Hill Humanities, Social Sciences & World Languages
Release Date : 2001
Statistics And Data Analysis For The Behavioral Sciences written by Dana Dunn and has been published by McGraw-Hill Humanities, Social Sciences & World Languages this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Psychology categories.
Dana Dunn combines the quantitative aspects of statistics with written explanations of what the results of statistical tests mean in a way that students will understand. He incorporates APA style in examples and an appendix to expose students to the expected style of prose. For students with math anxiety or who just need a refresher on basic mathematical functions, he has included an appendix so that faculty are not forced to spend class time reviewing these basic concepts. The book includes a student friendly system of pedagogy to ensure student success. Where possible, Dunn has included examples and projects for students to conduct research on their own lives to draw personalized meaning from the world of statistics.
Research Methods For Multimode Data Analysis
DOWNLOAD
Author : Henry G. Law
language : en
Publisher: Greenwood
Release Date : 1984
Research Methods For Multimode Data Analysis written by Henry G. Law and has been published by Greenwood this book supported file pdf, txt, epub, kindle and other format this book has been release on 1984 with Mathematics categories.