Download or read book Predicting College Student Retention written by Eric L. Dey and published by . This book was released on 1989 with total page 56 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 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 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 Improving College Student Retention written by Robert D. Reason and published by Taylor & Francis. This book was released on 2023-07-03 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: Higher education institutions have already begun to see decreasing enrollment numbers, even as higher education enrollment is predicted to drop precipitously starting in 2025. Much of the decrease in enrollment will be driven by demographic trends about which higher education institutions can do little, making the retention of students who do enroll that much more important. Overall retention rates have stagnated and differential retention rates by race and ethnicity have persisted. If higher education institutions, researchers, and policy makers are to improve retention rates, a critical examination of the current state and future directions of retention research is essential.This edited volume begins that examination by addressing several questions: What are the needed directions in theory and research on college student persistence and how do we translate new theory and research into effective practices? Are we asking the right questions, looking in the right places, or trying to apply out-of-date theories to new populations? In short, how can the research community help institutions improve retention in this challenging time?
Download or read book Retention Persistence and Writing Programs written by Todd Ruecker and published by University Press of Colorado. This book was released on 2017-04-01 with total page 287 pages. Available in PDF, EPUB and Kindle. Book excerpt: From scholars working in a variety of institutional and geographic contexts and with a wide range of student populations, Retention, Persistence, and Writing Programs offers perspectives on how writing programs can support or hinder students’ transitions to college. The contributors present individual and program case studies, student surveys, a wealth of institutional retention data, and critical policy analysis. Rates of student retention in higher education are a widely acknowledged problem: although approximately 66 percent of high school graduates begin college, of those who attend public four-year institutions, only about 80 percent return the following year, with 58 percent graduating within six years. At public two-year institutions, only 60 percent of students return, and fewer than a third graduate within three years. Less commonly known is the crucial effect of writing courses on these statistics. First-year writing is a course that virtually all students have to take; thus, writing programs are well-positioned to contribute to larger institutional conversations regarding retention and persistence and should offer themselves as much-needed sites for advocacy, research, and curricular innovation. Retention, Persistence, and Writing Programs is a timely resource for writing program administrators as well as for new writing teachers, advisors, administrators, and state boards of education. Contributors: Matthew Bridgewater, Cristine Busser, Beth Buyserie, Polina Chemishanova, Michael Day, Bruce Feinstein, Patricia Freitag Ericsson, Nathan Garrett, Joanne Baird Giordano, Tawanda Gipson, Sarah E. Harris, Mark Hartlaub, Holly Hassel, Jennifer Heinert, Ashley J. Holmes, Rita Malenczyk, Christopher P. Parker, Cassandra Phillips, Anna Plemons, Pegeen Reichert Powell, Marc Scott, Robin Snead, Sarah Elizabeth Snyder, Sara Webb-Sunderhaus, Susan Wolff Murphy
Download or read book Completing College written by Vincent Tinto and published by University of Chicago Press. This book was released on 2012-04-15 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Even as the number of students attending college has more than doubled in the past forty years, it is still the case that nearly half of all college students in the United States will not complete their degree within six years. It is clear that much remains to be done toward improving student success. For more than twenty years, Vincent Tinto’s pathbreaking book Leaving College has been recognized as the definitive resource on student retention in higher education. Now, with Completing College, Tinto offers administrators a coherent framework with which to develop and implement programs to promote completion. Deftly distilling an enormous amount of research, Tinto identifies the essential conditions enabling students to succeed and continue on within institutions. Especially during the early years, he shows that students thrive in settings that pair high expectations for success with structured academic, social, and financial support, provide frequent feedback and assessments of their performance, and promote their active involvement with other students and faculty. And while these conditions may be worked on and met at different institutional levels, Tinto points to the classroom as the center of student education and life, and therefore the primary target for institutional action. Improving retention rates continues to be among the most widely studied fields in higher education, and Completing College carefully synthesizes the latest research and, most importantly, translates it into practical steps that administrators can take to enhance student success.
Download or read book Leaving College written by Vincent Tinto and published by University of Chicago Press. This book was released on 2012-04-27 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this 1994 classic work on student retention, Vincent Tinto synthesizes far-ranging research on student attrition and on actions institutions can and should take to reduce it. The key to effective retention, Tinto demonstrates, is in a strong commitment to quality education and the building of a strong sense of inclusive educational and social community on campus. He applies his theory of student departure to the experiences of minority, adult, and graduate students, and to the situation facing commuting institutions and two-year colleges. Especially critical to Tinto’s model is the central importance of the classroom experience and the role of multiple college communities.
Download or read book Examining Student Retention and Engagement Strategies at Historically Black Colleges and Universities written by Hinton, Samuel L. and published by IGI Global. This book was released on 2018-12-04 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: As higher educational learning enters a new age, Historically Black Colleges and Universities (HBCUs) are seeking innovative ways to establish strategies to compete with other academic institutions. As establishments that have played a pivotal role in transforming the landscape of higher education, HBCUs are facing rapid transformation and various obstacles leading to questions regarding to the cost, quality, and sustainability of these institutions. Examining Student Retention and Engagement Strategies at Historically Black Colleges and Universities is a pivotal reference source that provides vital research on the role of HBCUs in today’s higher education and the various research methods addressing student retention rates, success levels, and engagement. While highlighting topics such as enrollment management, student engagement, and online learning, this publication explores successful engagement strategies that promote educational quality and equality, as well as the methods of social integration and involvement for students. This book is ideally designed for researchers, academicians, scholars, educational administrators, policymakers, graduate students, and curriculum designers.
Download or read book Predicting Community College Students Persistence written by Janice M. Zimmer and published by . This book was released on 1990 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book First generation Students written by Anne-Marie Nuñez and published by DIANE Publishing. This book was released on 1998 with total page 100 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Predictive Analytics written by Eric Siegel and published by John Wiley & Sons. This book was released on 2013-02-07 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: “Mesmerizing & fascinating...” —The Seattle Post-Intelligencer "The Freakonomics of big data." —Stein Kretsinger, founding executive of Advertising.com Award-winning | Used by over 30 universities | Translated into 9 languages An introduction for everyone. In this rich, fascinating — surprisingly accessible — introduction, leading expert Eric Siegel reveals how predictive analytics works, and how it affects everyone every day. Rather than a “how to” for hands-on techies, the book serves lay readers and experts alike by covering new case studies and the latest state-of-the-art techniques. Prediction is booming. It reinvents industries and runs the world. Companies, governments, law enforcement, hospitals, and universities are seizing upon the power. These institutions predict whether you're going to click, buy, lie, or die. Why? For good reason: predicting human behavior combats risk, boosts sales, fortifies healthcare, streamlines manufacturing, conquers spam, optimizes social networks, toughens crime fighting, and wins elections. How? Prediction is powered by the world's most potent, flourishing unnatural resource: data. Accumulated in large part as the by-product of routine tasks, data is the unsalted, flavorless residue deposited en masse as organizations churn away. Surprise! This heap of refuse is a gold mine. Big data embodies an extraordinary wealth of experience from which to learn. Predictive Analytics unleashes the power of data. With this technology, the computer literally learns from data how to predict the future behavior of individuals. Perfect prediction is not possible, but putting odds on the future drives millions of decisions more effectively, determining whom to call, mail, investigate, incarcerate, set up on a date, or medicate. In this lucid, captivating introduction — now in its Revised and Updated edition — former Columbia University professor and Predictive Analytics World founder Eric Siegel reveals the power and perils of prediction: What type of mortgage risk Chase Bank predicted before the recession. Predicting which people will drop out of school, cancel a subscription, or get divorced before they even know it themselves. Why early retirement predicts a shorter life expectancy and vegetarians miss fewer flights. Five reasons why organizations predict death — including one health insurance company. How U.S. Bank and Obama for America calculated — and Hillary for America 2016 plans to calculate — the way to most strongly persuade each individual. Why the NSA wants all your data: machine learning supercomputers to fight terrorism. How IBM's Watson computer used predictive modeling to answer questions and beat the human champs on TV's Jeopardy! How companies ascertain untold, private truths — how Target figures out you're pregnant and Hewlett-Packard deduces you're about to quit your job. How judges and parole boards rely on crime-predicting computers to decide how long convicts remain in prison. 183 examples from Airbnb, the BBC, Citibank, ConEd, Facebook, Ford, Google, the IRS, LinkedIn, Match.com, MTV, Netflix, PayPal, Pfizer, Spotify, Uber, UPS, Wikipedia, and more. How does predictive analytics work? This jam-packed book satisfies by demystifying the intriguing science under the hood. For future hands-on practitioners pursuing a career in the field, it sets a strong foundation, delivers the prerequisite knowledge, and whets your appetite for more. A truly omnipresent science, predictive analytics constantly affects our daily lives. Whether you are a consumer of it — or consumed by it — get a handle on the power of Predictive Analytics.
Download or read book Minority Student Retention written by Alan Seidman and published by Routledge. This book was released on 2019-05-23 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: Student retention continues to be a vexing problem for all colleges and universities. In spite of the money spent on creating programs and services to help retain students until they achieve their academic and personal goals, and graduate, the figures have not improved over time. This is particularly true for minority students, who have a greater attrition rate than majority students. Demographic information shows that the minority population in the United States is growing at a faster rate than the majority. It is imperative that educational institutions find ways to help improve retention rates for all students but particularly minority students. Retention rates should not differ appreciably among different racial/ethnic groups."The Journal of College Student Retention: Research, Theory and Practice" is the only scholarly, peer-reviewed journal devoted solely to college student retention. It has published many articles on minority student retention, and this topic continues to garner much attention. This book is a compilation of the very best of these articles, selected on the basis of reviews by a cadre of experts in the education field. The articles discuss African American, Latino/Latina, Asian and Asian Pacific, Native American, and biracial students, and institutional commitments to retaining a diverse student population. For those interested in this vital area, the collection will teach and inspire them to achieve greater heights and pay additional attention to retaining minority students in our colleges and universities.
Download or read book Demographics and the Demand for Higher Education written by Nathan D. Grawe and published by JHU Press. This book was released on 2018 with total page 189 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The economics of American higher education are driven by one key factor--the availability of students willing to pay tuition--and many related factors that determine what schools they attend. By digging into the data, economist Nathan Grawe has created probability models for predicting college attendance. What he sees are alarming events on the horizon that every college and university needs to understand. Overall, he spots demographic patterns that are tilting the US population toward the Hispanic southwest. Moreover, since 2007, fertility rates have fallen by 12 percent. Higher education analysts recognize the destabilizing potential of these trends. However, existing work fails to adjust headcounts for college attendance probabilities and makes no systematic attempt to distinguish demand by institution type. This book analyzes demand forecasts by institution type and rank, disaggregating by demographic groups. Its findings often contradict the dominant narrative: while many schools face painful contractions, demand for elite schools is expected to grow by 15+ percent. Geographic and racial profiles will shift only slightly--and attendance by Asians, not Hispanics, will grow most. Grawe also use the model to consider possible changes in institutional recruitment strategies and government policies. These "what if" analyses show that even aggressive innovation is unlikely to overcome trends toward larger gaps across racial, family income, and parent education groups. Aimed at administrators and trustees with responsibility for decisions ranging from admissions to student support to tenure practices to facilities construction, this book offers data to inform decision-making--decisions that will determine institutional success in meeting demographic challenges"--
Download or read book Rethinking College Student Retention written by John M. Braxton and published by John Wiley & Sons. This book was released on 2013-10-21 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: Drawing on studies funded by the Lumina Foundation, the nation's largest private foundation focused solely on increasing Americans' success in higher education, the authors revise current theories of college student departure, including Tinto's, making the important distinction between residential and commuter colleges and universities, and thereby taking into account the role of the external environment and the characteristics of social communities in student departure and retention. A unique feature of the authors' approach is that they also consider the role that the various characteristics of different states play in degree completion and first-year persistence. First-year college student retention and degree completion is a multi-layered, multi-dimensional problem, and the book's recommendations for state- and institutional-level policy and practice will help policy-makers and planners at all levels as well as anyone concerned with institutional retention rates—and helping students reach their maximum potential for success—understand the complexities of the issue and develop policies and initiatives to increase student persistence.
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.
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.
