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.

Download or read book Critical Assessment and Strategies for Increased Student Retention written by Black, Ruth Claire and published by IGI Global. This book was released on 2017-11-30 with total page 377 pages. Available in PDF, EPUB and Kindle. Book excerpt: Student retention has become a difficult issue within higher education. As such, it is imperative to examine the causes, as well as provide educators with strategies to implement to improve retention rates. Critical Assessment and Strategies for Increased Student Retention is a pivotal reference source for the latest progressive research on a variety of current student success and attendance perpetuation issues. Featuring a broad range of coverage on a number of perspectives and topics, such as academic performance, counseling, and culture, this publication is geared towards practitioners, academicians, and researchers interested in understanding the difficulties with maintaining student retention.

Download or read book Learning Analytics Methods and Tutorials written by Mohammed Saqr and published by Springer Nature. This book was released on with total page 748 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Condition of Education 2020 written by Education Department and published by . This book was released on 2021-04-30 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Condition of Education 2020 summarizes important developments and trends in education using the latest available data. The report presentsnumerous indicators on the status and condition of education. The indicators represent a consensus of professional judgment on the most significant national measures of the condition and progress of education for which accurate data are available. The Condition of Education includes an "At a Glance" section, which allows readers to quickly make comparisons across indicators, and a "Highlights" section, which captures key findings from each indicator. In addition, The Condition of Education contains a Reader's Guide, a Glossary, and a Guide to Sources that provide additional background information. Each indicator provides links to the source data tables used to produce the analyses.

Download or read book Understanding Dropouts written by National Research Council and published by National Academies Press. This book was released on 2001-08-29 with total page 66 pages. Available in PDF, EPUB and Kindle. Book excerpt: The role played by testing in the nation's public school system has been increasing steadily-and growing more complicated-for more than 20 years. The Committee on Educational Excellence and Testing Equity (CEETE) was formed to monitor the effects of education reform, particularly testing, on students at risk for academic failure because of poverty, lack of proficiency in English, disability, or membership in population subgroups that have been educationally disadvantaged. The committee recognizes the important potential benefits of standards-based reforms and of test results in revealing the impact of reform efforts on these students. The committee also recognizes the valuable role graduation tests can potentially play in making requirements concrete, in increasing the value of a diploma, and in motivating students and educators alike to work to higher standards. At the same time, educational testing is a complicated endeavor, that reality can fall far short of the model, and that testing cannot by itself provide the desired benefits. If testing is improperly used, it can have negative effects, such as encouraging school leaving, that can hit disadvantaged students hardest. The committee was concerned that the recent proliferation of high school exit examinations could have the unintended effect of increasing dropout rates among students whose rates are already far higher than the average, and has taken a close look at what is known about influences on dropout behavior and at the available data on dropouts and school completion.

Download or read book Dropping Out written by Russell W. Rumberger and published by Harvard University Press. This book was released on 2012-11-19 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: The vast majority of kids in the developed world finish high school—but not in the United States. More than a million kids drop out every year, around 7,000 a day, and the numbers are rising. Dropping Out offers a comprehensive overview by one of the country’s leading experts, and provides answers to fundamental questions: Who drops out, and why? What happens to them when they do? How can we prevent at-risk kids from short-circuiting their futures? Students start disengaging long before they get to high school, and the consequences are severe—not just for individuals but for the larger society and economy. Dropouts never catch up with high school graduates on any measure. They are less likely to find work at all, and more likely to live in poverty, commit crimes, and suffer health problems. Even life expectancy for dropouts is shorter by seven years than for those who earn a diploma. Rumberger advocates targeting the most vulnerable students as far back as the early elementary grades. And he levels sharp criticism at the conventional definition of success as readiness for college. He argues that high schools must offer all students what they need to succeed in the workplace and independent adult life. A more flexible and practical definition of achievement—one in which a high school education does not simply qualify you for more school—can make school make sense to young people. And maybe keep them there.

Download or read book Digest of Education Statistics written by and published by . This book was released on 1973 with total page 188 pages. Available in PDF, EPUB and Kindle. Book excerpt: Contains information on a variety of subjects within the field of education statistics, including the number of schools and colleges, enrollments, teachers, graduates, educational attainment, finances, Federal funds for education, libraries, international education, and research and development.

Download or read book Predicting Persistence in College by Disaggregating Variables According to a Social cognitive Variable and Gender written by Michael David Brunner and published by . This book was released on 1992 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book High School Dropout Graduation and Completion Rates written by National Academy of Education and published by National Academies Press. This book was released on 2011-04-17 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: High school graduation and dropout rates have long been used as indicators of educational system productivity and effectiveness and of social and economic well being. While determining these rates may seem like a straightforward task, their calculation is in fact quite complicated. How does one count a student who leaves a regular high school but later completes a GED? How does one count a student who spends most of his/her high school years at one school and then transfers to another? If the student graduates, which school should receive credit? If the student drops out, which school should take responsibility? High School Dropout, Graduation, and Completion Rates addresses these issues and to examine (1) the strengths, limitations, accuracy, and utility of the available dropout and completion measures; (2) the state of the art with respect to longitudinal data systems; and (3) ways that dropout and completion rates can be used to improve policy and practice.

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.

Download or read book Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2019 written by Aboul Ella Hassanien and published by Springer Nature. This book was released on 2019-10-02 with total page 1093 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the proceedings of the 5th International Conference on Advanced Intelligent Systems and Informatics 2019 (AISI2019), which took place in Cairo, Egypt, from October 26 to 28, 2019. This international and interdisciplinary conference, which highlighted essential research and developments in the fields of informatics and intelligent systems, was organized by the Scientific Research Group in Egypt (SRGE). The book is divided into several sections, covering the following topics: machine learning and applications, swarm optimization and applications, robotic and control systems, sentiment analysis, e-learning and social media education, machine and deep learning algorithms, recognition and image processing, intelligent systems and applications, mobile computing and networking, cyber-physical systems and security, smart grids and renewable energy, and micro-grid and power systems.

Download or read book Early Warning Systems and Targeted Interventions for Student Success in Online Courses written by Glick, Danny and published by IGI Global. This book was released on 2020-06-26 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: Online learning has increasingly been viewed as a possible way to remove barriers associated with traditional face-to-face teaching, such as overcrowded classrooms and shortage of certified teachers. While online learning has been recognized as a possible approach to deliver more desirable learning outcomes, close to half of online students drop out as a result of student-related, course-related, and out-of-school-related factors (e.g., poor self-regulation; ineffective teacher-student, student-student, and platform-student interactions; low household income). Many educators have expressed concern over students who unexpectedly begin to struggle and appear to fall off track without apparent reason. A well-implemented early warning system, therefore, can help educators identify students at risk of dropping out and assign and monitor interventions to keep them on track for graduation. Despite the popularity of early warning systems, research on their design and implementation is sparse. Early Warning Systems and Targeted Interventions for Student Success in Online Courses is a cutting-edge research publication that examines current theoretical frameworks, research projects, and empirical studies related to the design, implementation, and evaluation of early warning systems and targeted interventions and discusses their implications for policy and practice. Moreover, this book will review common challenges of early warning systems and dashboard design and will explore design principles and data visualization tools to make data more understandable and, therefore, more actionable. Highlighting a range of topics such as curriculum design, game-based learning, and learning support, it is ideal for academicians, policymakers, administrators, researchers, education professionals, instructional designers, data analysts, and students.

Download or read book Breaking Barriers with Generative Intelligence Using GI to Improve Human Education and Well Being written by Azza Basiouni and published by Springer Nature. This book was released on with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Machine Learning Models and Algorithms for Big Data Classification written by Shan Suthaharan and published by Springer. This book was released on 2015-10-20 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents machine learning models and algorithms to address big data classification problems. Existing machine learning techniques like the decision tree (a hierarchical approach), random forest (an ensemble hierarchical approach), and deep learning (a layered approach) are highly suitable for the system that can handle such problems. This book helps readers, especially students and newcomers to the field of big data and machine learning, to gain a quick understanding of the techniques and technologies; therefore, the theory, examples, and programs (Matlab and R) presented in this book have been simplified, hardcoded, repeated, or spaced for improvements. They provide vehicles to test and understand the complicated concepts of various topics in the field. It is expected that the readers adopt these programs to experiment with the examples, and then modify or write their own programs toward advancing their knowledge for solving more complex and challenging problems. The presentation format of this book focuses on simplicity, readability, and dependability so that both undergraduate and graduate students as well as new researchers, developers, and practitioners in this field can easily trust and grasp the concepts, and learn them effectively. It has been written to reduce the mathematical complexity and help the vast majority of readers to understand the topics and get interested in the field. This book consists of four parts, with the total of 14 chapters. The first part mainly focuses on the topics that are needed to help analyze and understand data and big data. The second part covers the topics that can explain the systems required for processing big data. The third part presents the topics required to understand and select machine learning techniques to classify big data. Finally, the fourth part concentrates on the topics that explain the scaling-up machine learning, an important solution for modern big data problems.

Download or read book International Guide to Student Achievement written by John Hattie and published by Routledge. This book was released on 2013-01-17 with total page 513 pages. Available in PDF, EPUB and Kindle. Book excerpt: The International Guide to Student Achievement brings together and critically examines the major influences shaping student achievement today. There are many, often competing, claims about how to enhance student achievement, raising the questions of "What works?" and "What works best?" World-renowned bestselling authors, John Hattie and Eric M. Anderman have invited an international group of scholars to write brief, empirically-supported articles that examine predictors of academic achievement across a variety of topics and domains. Rather than telling people what to do in their schools and classrooms, this guide simply provides the first-ever compendium of research that summarizes what is known about the major influences shaping students’ academic achievement around the world. Readers can apply this knowledge base to their own school and classroom settings. The 150+ entries serve as intellectual building blocks to creatively mix into new or existing educational arrangements and aim for quick, easy reference. Chapter authors follow a common format that allows readers to more seamlessly compare and contrast information across entries, guiding readers to apply this knowledge to their own classrooms, their curriculums and teaching strategies, and their teacher training programs.

Download or read book The College Dropout Scandal written by David Kirp and published by Oxford University Press. This book was released on 2019-07-01 with total page 185 pages. Available in PDF, EPUB and Kindle. Book excerpt: Higher education today faces a host of challenges, from quality to cost. But too little attention gets paid to a startling fact: four out of ten students -- that's more than ten percent of the entire population - -who start college drop out. The situation is particularly dire for black and Latino students, those from poor families, and those who are first in their families to attend college. In The College Dropout Scandal, David Kirp outlines the scale of the problem and shows that it's fixable - -we already have the tools to boost graduation rates and shrink the achievement gap. Many college administrators know what has to be done, but many of them are not doing the job - -the dropout rate hasn't decreased for decades. It's not elite schools like Harvard or Williams who are setting the example, but places like City University of New York and Long Beach State, which are doing the hard work to assure that more students have a better education and a diploma. As in his New York Times columns, Kirp relies on vivid, on-the-ground reporting, conversations with campus leaders, faculty and students, as well as cogent overviews of cutting-edge research to identify the institutional reforms--like using big data to quickly identify at-risk students and get them the support they need -- and the behavioral strategies -- from nudges to mindset changes - -that have been proven to work. Through engaging stories that shine a light on an underappreciated problem in colleges today, David Kirp's hopeful book will prompt colleges to make student success a top priority and push more students across the finish line, keeping their hopes of achieving the American Dream alive.

Download or read book National Longitudinal Study written by Research Triangle Institute and published by . This book was released on 1977 with total page 234 pages. Available in PDF, EPUB and Kindle. Book excerpt: