Read Books Online and Download eBooks, EPub, PDF, Mobi, Kindle, Text Full Free.
A Multifaceted Data Mining Approach To Analyzing College Students Persistence And Graduation
Download A Multifaceted Data Mining Approach To Analyzing College Students Persistence And Graduation full books in PDF, epub, and Kindle. Read online A Multifaceted Data Mining Approach To Analyzing College Students Persistence And Graduation ebook anywhere anytime directly on your device. Fast Download speed and no annoying ads. We cannot guarantee that every ebooks is available!
Book Synopsis A Multifaceted Data Mining Approach to Analyzing College Students' Persistence and Graduation by : Aparna Gopalakrishnan
Download or read book A Multifaceted Data Mining Approach to Analyzing College Students' Persistence and Graduation written by Aparna Gopalakrishnan and published by . This book was released on 2016 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Longitudinal Study of First-time Freshmen Using Data Mining by : Ashutosh R. Nandeshwar
Download or read book Longitudinal Study of First-time Freshmen Using Data Mining written by Ashutosh R. Nandeshwar and published by . This book was released on 2010 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: In the modern world, higher education is transitioning from enrollment mode to recruitment mode. This shift paved the way for institutional research and policy making from historical data perspective. More and more universities in the U.S. are implementing and using enterprise resource planning (erp) systems, which collect vast amounts of data. Although few researchers have used data mining for performance, graduation rates, and persistence prediction, research is sparse in this area, and it lacks the rigorous development and evaluation of data mining models. The primary objective of this research was to build and analyze data mining models using historical data to find out patterns and rules that classified students who were likely to drop-out and students who were likely to persist. Student retention is a major problem for higher education institutions, and predictive models developed using traditional quantitative methods do not produce results with high accuracy, because of massive amounts of data, correlation between attributes, missing values, and non-linearity of variables; however, data mining techniques work well with these conditions. In this study, various data mining models were used along with discretization, feature subset selection, and cross-validation; the results were not only analyzed using the probability of detection and probability of false alarm, but were also analyzed using variances obtained in these performance measures. Attributes were grouped together based on the current hypotheses in the literature. Using the results of feature subset selectors and treatment learners, attributes that contributed the most toward a student's decision of dropping out or staying were found, and specific rules were found that characterized a successful student. The performance measures obtained in this study were significantly better than previously reported in the literature. [The dissertation citations contained here are published with the permission of ProQuest llc. Further reproduction is prohibited without permission. Copies of dissertations may be obtained by Telephone (800) 1-800-521-0600. Web page: http://www.proquest.com/en-US/products/dissertations/individuals.shtml.].
Book Synopsis Data Mining a Peoplesoft Database to Assist in Developing Student Retention Interventions by : Greg Alan Đào Jonason
Download or read book Data Mining a Peoplesoft Database to Assist in Developing Student Retention Interventions written by Greg Alan Đào Jonason and published by . This book was released on 2016 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Per a Bellwether Education Partners study (Aldeman, 2015, p. 8), "As of 2013, there were 29.1 million college dropouts versus 24.5 million Americans who dropped out with less than a high school diploma. In pure, raw numbers, college dropouts are a bigger problem than high school dropouts." Conceptually this study is framed within theories of student persistence/attainment and the Knowledge Discovery Process (KDP). This research study developed first time in college (FTIC) and transfer (TRAN) student graduation prediction models by using decision trees and support vector machine (SVM) classification algorithms and identified attributes of students who graduate and do not graduate. Data was collected from the University of Houston's data warehouse to provide detailed student academic records as the basis for quantitative analysis. The data set included male and female undergraduate students enrolled in the College of Education's Teaching & Learning Program from 2000-2012 at the University of Houston. These findings may contribute to improving student success and subsequent graduation rates in the College of Education and other colleges across the campus.
Book Synopsis The Text Mining Handbook by : Ronen Feldman
Download or read book The Text Mining Handbook written by Ronen Feldman and published by Cambridge University Press. This book was released on 2007 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: Publisher description
Book Synopsis Data Mining and Learning Analytics by : Samira ElAtia
Download or read book Data Mining and Learning Analytics written by Samira ElAtia and published by John Wiley & Sons. This book was released on 2016-09-20 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: Addresses the impacts of data mining on education and reviews applications in educational research teaching, and learning This book discusses the insights, challenges, issues, expectations, and practical implementation of data mining (DM) within educational mandates. Initial series of chapters offer a general overview of DM, Learning Analytics (LA), and data collection models in the context of educational research, while also defining and discussing data mining’s four guiding principles— prediction, clustering, rule association, and outlier detection. The next series of chapters showcase the pedagogical applications of Educational Data Mining (EDM) and feature case studies drawn from Business, Humanities, Health Sciences, Linguistics, and Physical Sciences education that serve to highlight the successes and some of the limitations of data mining research applications in educational settings. The remaining chapters focus exclusively on EDM’s emerging role in helping to advance educational research—from identifying at-risk students and closing socioeconomic gaps in achievement to aiding in teacher evaluation and facilitating peer conferencing. This book features contributions from international experts in a variety of fields. Includes case studies where data mining techniques have been effectively applied to advance teaching and learning Addresses applications of data mining in educational research, including: social networking and education; policy and legislation in the classroom; and identification of at-risk students Explores Massive Open Online Courses (MOOCs) to study the effectiveness of online networks in promoting learning and understanding the communication patterns among users and students Features supplementary resources including a primer on foundational aspects of educational mining and learning analytics Data Mining and Learning Analytics: Applications in Educational Research is written for both scientists in EDM and educators interested in using and integrating DM and LA to improve education and advance educational research.
Book Synopsis The University and its Disciplines by : Carolin Kreber
Download or read book The University and its Disciplines written by Carolin Kreber and published by Routledge. This book was released on 2010-07-15 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: University teaching and learning take place within ever more specialized disciplinary settings, each characterized by its unique traditions, concepts, practices and procedures. It is now widely recognized that support for teaching and learning needs to take this discipline-specificity into account. However, in a world characterized by rapid change, complexity and uncertainty, problems do not present themselves as distinct subjects but increasingly within trans-disciplinary contexts calling for graduate outcomes that go beyond specialized knowledge and skills. This ground-breaking book highlights the important interplay between context-specific and context-transcendent aspects of teaching, learning and assessment. It explores critical questions, such as: What are the ‘ways of thinking and practicing’ characteristic of particular disciplines? How can students be supported in becoming participants of particular disciplinary discourse communities? Can the diversity in teaching, learning and assessment practices that we observe across departments be attributed exclusively to disciplinary structure? To what extent do the disciplines prepare students for the complexities and uncertainties that characterize their later professional, civic and personal lives? Written for university teachers, educational developers as well as new and experienced researchers of Higher Education, this highly-anticipated first edition offers innovative perspectives from leading Canadian, US and UK scholars on how academic learning within particular disciplines can help students acquire the skills, abilities and dispositions they need to succeed academically and also post graduation. Carolin Kreber is Professor of Teaching and Learning in Higher Education and the Director of the Centre for Teaching, Learning and Assessment at the University of Edinburgh
Book Synopsis Designing and Doing Survey Research by : Lesley Andres
Download or read book Designing and Doing Survey Research written by Lesley Andres and published by SAGE. This book was released on 2012-03-22 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: Designing and Doing Survey Research is an introduction to the processes and methods of planning and conducting survey research in the real world. Taking a mixed method approach throughout, the book provides step-by-step guidance on: • Designing your research • Ethical issues • Developing your survey questions • Sampling • Budgeting, scheduling and managing your time • Administering your survey • Preparing for data analysis With a focus on the impact of new technologies, this book provides a cutting-edge look at how survey research is conducted today as well as the challenges survey researchers face. Packed full of international examples from various social science disciplines, the book is ideal for students and researchers new to survey research.
Book Synopsis Data Mining and Data Warehousing by : Parteek Bhatia
Download or read book Data Mining and Data Warehousing written by Parteek Bhatia and published by Cambridge University Press. This book was released on 2019-06-27 with total page 514 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written in lucid language, this valuable textbook brings together fundamental concepts of data mining and data warehousing in a single volume. Important topics including information theory, decision tree, Naïve Bayes classifier, distance metrics, partitioning clustering, associate mining, data marts and operational data store are discussed comprehensively. The textbook is written to cater to the needs of undergraduate students of computer science, engineering and information technology for a course on data mining and data warehousing. The text simplifies the understanding of the concepts through exercises and practical examples. Chapters such as classification, associate mining and cluster analysis are discussed in detail with their practical implementation using Weka and R language data mining tools. Advanced topics including big data analytics, relational data models and NoSQL are discussed in detail. Pedagogical features including unsolved problems and multiple-choice questions are interspersed throughout the book for better understanding.
Book Synopsis College Student Retention by : Alan Seidman
Download or read book College Student Retention written by Alan Seidman and published by Rowman & Littlefield. This book was released on 2024-08-09 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: College student retention continues to be a top priority among colleges, universities, educators, federal and state legislatures, parents and students. While access to higher education is virtually universally available, many students who start in a higher education program do not complete the program or achieve their academic and personal goals. In spite of the programs and services colleges and universities have devoted to this issue, student retention and graduation rates have not improved considerably over time. College Student Retention: Formula for Student Success, Third Edition offers a solution to this vexing problem. It provides background information about college student retention issues and offers the educational community pertinent information to help all types of students succeed. The book lays out the financial implications and trends of retention. Current theories of retention, retention of online students, and retention in community colleges are also thoroughly discussed. Completely new to this edition are chapters that examine retention of minority and international students. Additionally, a formula for student success is provided which if colleges and universities implement student academic and personal goals may be attained.
Book Synopsis Social Science Research by : Anol Bhattacherjee
Download or read book Social Science Research written by Anol Bhattacherjee and published by CreateSpace. This book was released on 2012-04-01 with total page 156 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is designed to introduce doctoral and graduate students to the process of conducting scientific research in the social sciences, business, education, public health, and related disciplines. It is a one-stop, comprehensive, and compact source for foundational concepts in behavioral research, and can serve as a stand-alone text or as a supplement to research readings in any doctoral seminar or research methods class. This book is currently used as a research text at universities on six continents and will shortly be available in nine different languages.
Book Synopsis Learning Analytics in Higher Education by : Jaime Lester
Download or read book Learning Analytics in Higher Education written by Jaime Lester and published by John Wiley & Sons. This book was released on 2017-12-21 with total page 155 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning analytics (or educational big data) tools are increasingly being deployed on campuses to improve student performance, retention and completion, especially when those metrics are tied to funding. Providing personalized, real-time, actionable feedback through mining and analysis of large data sets, learning analytics can illuminate trends and predict future outcomes. While promising, there is limited and mixed empirical evidence related to its efficacy to improve student retention and completion. Further, learning analytics tools are used by a variety of people on campus, and as such, its use in practice may not align with institutional intent. This monograph delves into the research, literature, and issues associated with learning analytics implementation, adoption, and use by individuals within higher education institutions. With it, readers will gain a greater understanding of the potential and challenges related to implementing, adopting, and integrating these systems on their campuses and within their classrooms and advising sessions. This is the fifth issue of the 43rd volume of the Jossey-Bass series ASHE Higher Education Report. Each monograph is the definitive analysis of a tough higher education issue, based on thorough research of pertinent literature and institutional experiences. Topics are identified by a national survey. Noted practitioners and scholars are then commissioned to write the reports, with experts providing critical reviews of each manuscript before publication.
Book Synopsis How Learning Works by : Susan A. Ambrose
Download or read book How Learning Works written by Susan A. Ambrose and published by John Wiley & Sons. This book was released on 2010-04-16 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Praise for How Learning Works "How Learning Works is the perfect title for this excellent book. Drawing upon new research in psychology, education, and cognitive science, the authors have demystified a complex topic into clear explanations of seven powerful learning principles. Full of great ideas and practical suggestions, all based on solid research evidence, this book is essential reading for instructors at all levels who wish to improve their students' learning." —Barbara Gross Davis, assistant vice chancellor for educational development, University of California, Berkeley, and author, Tools for Teaching "This book is a must-read for every instructor, new or experienced. Although I have been teaching for almost thirty years, as I read this book I found myself resonating with many of its ideas, and I discovered new ways of thinking about teaching." —Eugenia T. Paulus, professor of chemistry, North Hennepin Community College, and 2008 U.S. Community Colleges Professor of the Year from The Carnegie Foundation for the Advancement of Teaching and the Council for Advancement and Support of Education "Thank you Carnegie Mellon for making accessible what has previously been inaccessible to those of us who are not learning scientists. Your focus on the essence of learning combined with concrete examples of the daily challenges of teaching and clear tactical strategies for faculty to consider is a welcome work. I will recommend this book to all my colleagues." —Catherine M. Casserly, senior partner, The Carnegie Foundation for the Advancement of Teaching "As you read about each of the seven basic learning principles in this book, you will find advice that is grounded in learning theory, based on research evidence, relevant to college teaching, and easy to understand. The authors have extensive knowledge and experience in applying the science of learning to college teaching, and they graciously share it with you in this organized and readable book." —From the Foreword by Richard E. Mayer, professor of psychology, University of California, Santa Barbara; coauthor, e-Learning and the Science of Instruction; and author, Multimedia Learning
Book Synopsis How College Affects Students by : Matthew J. Mayhew
Download or read book How College Affects Students written by Matthew J. Mayhew and published by John Wiley & Sons. This book was released on 2016-08-23 with total page 784 pages. Available in PDF, EPUB and Kindle. Book excerpt: The bestselling analysis of higher education's impact, updated with the latest data How College Affects Students synthesizes over 1,800 individual research investigations to provide a deeper understanding of how the undergraduate experience affects student populations. Volume 3 contains the findings accumulated between 2002 and 2013, covering diverse aspects of college impact, including cognitive and moral development, attitudes and values, psychosocial change, educational attainment, and the economic, career, and quality of life outcomes after college. Each chapter compares current findings with those of Volumes 1 and 2 (covering 1967 to 2001) and highlights the extent of agreement and disagreement in research findings over the past 45 years. The structure of each chapter allows readers to understand if and how college works and, of equal importance, for whom does it work. This book is an invaluable resource for administrators, faculty, policymakers, and student affairs practitioners, and provides key insight into the impact of their work. Higher education is under more intense scrutiny than ever before, and understanding its impact on students is critical for shaping the way forward. This book distills important research on a broad array of topics to provide a cohesive picture of student experiences and outcomes by: Reviewing a decade's worth of research; Comparing current findings with those of past decades; Examining a multifaceted analysis of higher education's impact; and Informing policy and practice with empirical evidence Amidst the current introspection and skepticism surrounding higher education, there is a massive body of research that must be synthesized to enhance understanding of college's effects. How College Affects Students compiles, organizes, and distills this information in one place, and makes it available to research and practitioner audiences; Volume 3 provides insight on the past decade, with the expert analysis characteristic of this seminal work.
Book Synopsis Assessment for Excellence by : Alexander W. Astin
Download or read book Assessment for Excellence written by Alexander W. Astin and published by Rowman & Littlefield Publishers. This book was released on 2012-07-13 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second edition of Assessment for Excellence arrives as higher education enters a new era of the accountability movement. In the face of mandates such as results-based funding and outcomes-based accreditation, institutions and assessment specialists are feeling increasingly pressured to demonstrate accountability to external constituencies. The practice of assessment under these new accountability pressures takes on special significance for the education of students and the development of talent across the entire higher education system. This book introduces a talent development approach to educational assessment as a counter to prevailing philosophies, illustrating how contemporary practices are unable to provide institutions with meaningful data with which to improve educational outcomes. It provides administrators, policymakers, researchers, and analysts with a comprehensive framework for developing new assessment programs to promote talent development and for scrutinizing existing policies and practices. Written for a wide audience, the book enables the lay reader to quickly grasp the imperatives of a properly-designed assessment program, and also to gain adequate statistical understanding necessary for examining current or planned assessment policies. More advanced readers will appreciate the technical appendix for assistance in conducting statistical analyses that align with a talent development approach. In addition, institutional researchers will benefit from sections that outline the development of appropriate student databases.
Book Synopsis The Cambridge Handbook of Computing Education Research by : Sally A. Fincher
Download or read book The Cambridge Handbook of Computing Education Research written by Sally A. Fincher and published by . This book was released on 2019-02-13 with total page 924 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an authoritative introduction to Computing Education research written by over 50 leading researchers from academia and the industry.
Book Synopsis Natural Language Processing for Online Applications by : Peter Jackson
Download or read book Natural Language Processing for Online Applications written by Peter Jackson and published by John Benjamins Publishing. This book was released on 2007-06-05 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text covers the technologies of document retrieval, information extraction, and text categorization in a way which highlights commonalities in terms of both general principles and practical concerns. It assumes some mathematical background on the part of the reader, but the chapters typically begin with a non-mathematical account of the key issues. Current research topics are covered only to the extent that they are informing current applications; detailed coverage of longer term research and more theoretical treatments should be sought elsewhere. There are many pointers at the ends of the chapters that the reader can follow to explore the literature. However, the book does maintain a strong emphasis on evaluation in every chapter both in terms of methodology and the results of controlled experimentation.
Book Synopsis Online Teaching and Learning in Higher Education by : Pedro Isaias
Download or read book Online Teaching and Learning in Higher Education written by Pedro Isaias and published by Springer Nature. This book was released on 2020-09-29 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is to explores a variety of facets of online learning environments to understand how learning occurs and succeeds in digital contexts and what teaching strategies and technologies are most suited to this format. Business, health, government and education are some of the core sectors of society which have been experiencing deep transformations due to a generalized digitalization. While these changes are not novel, the swift progress of technology and the rising complexity of digital environments place a focus on the need for further research and novel strategies. In the context of education, the promise of increased flexibility and broader access to educational resources is impelling much of higher education’s course offerings to online environments. The 21st century learner requires an education that can be pursued anytime and anywhere and that is more aligned with the demands of a digital society. Online education not only assists students to success-fully integrate a workforce that is increasingly digital, but it helps them to become more comfortable with the use of technology in general and, hence, more prepared to be prolific digital citizens. The variety of settings portrayed in this volume attest to the unlimited opportunities afforded by online learning and serve as valuable evidence of its benefit for students’ educational experience. Moreover, these research efforts assist a more comprehensive reflection about the delivery of higher education in the context of online settings.
