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During recent decades we have witnessed not only the introduction of automation into the work environment but we have also seen a dramatic change in how automation has influenced the conditions of work. While some 30 years ago the addition of a computer was considered only for routine and boring tasks in support of humans, the balance has dramatically shifted to the computer being able to perform almost any task the human is willing to delegate. The very fast pace of change in processor and information technology has been the main driving force behind this development. Advances in automation and especially Artificial Intelligence (AI) have enabled the formation of a rather unique team with human and electronic members. The team is still supervised by the human with the machine as a subordinate associate or assistant, sharing responsibility, authority and autonomy over many tasks. The requirement for teaming human and machine in a highly dynamic and unpredictable task environment has led to impressive achievements in many supporting technologies. These include methods for system analysis, design and engineering and in particular for information processing, for cognitive and complex knowledge [1] engineering .
This book presents recent machine learning paradigms and advances in learning analytics, an emerging research discipline concerned with the collection, advanced processing, and extraction of useful information from both educators’ and learners’ data with the goal of improving education and learning systems. In this context, internationally respected researchers present various aspects of learning analytics and selected application areas, including: • Using learning analytics to measure student engagement, to quantify the learning experience and to facilitate self-regulation; • Using learning analytics to predict student performance; • Using learning analytics to create learning materials and educational courses; and • Using learning analytics as a tool to support learners and educators in synchronous and asynchronous eLearning. The book offers a valuable asset for professors, researchers, scientists, engineers and students of all disciplines. Extensive bibliographies at the end of each chapter guide readers to probe further into their application areas of interest.
University dropout is a global problem with pernicious social and economic effects. The various university systems in developed countries illustrate the seriousness of the issue. In Spain, through the annual reports of Data and Figures of the Spanish University System published by the Ministry of Education, Culture and Sport. The situation of Spain in the developed countries as a whole, with a comparative perspective and the global dimension of the problem, is dealt with in successive reports by the Ministry of Education, Culture and Sport. The successive reports of the OECD and the EU through Eurostat deal with the situation of Spain in a comparative perspective and the global dimension of the problem.
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.
In order to be successful, online learning should be planned systematically. It can be said that offering distance education courses without preparation and knowledge about the theoretical background can cause drawbacks. While distance education has become widespread and popular, it is observed that there could be problems in its application. Such problems can include technical problems, inability to meet the learning needs at the learners’ own speeds, lack of communication among learners and between learners and teachers, and lack of quality materials appropriate for online learning or the inclusion of materials used in traditional methods directly into online learning. For successful online courses, these critical aspects of distance education are important, and they should be taken into account by the institutions and the instructors offering online courses. The Handbook of Research on Managing and Designing Online Courses in Synchronous and Asynchronous Environments provides up-to-date knowledge and experiences regarding technologies, processes, and environments for online course design in distance education systems and covers topics related to the aspects of successful distance education systems with a focus on teaching and learning in online environments. Focusing on topics such as instructional design and integrated systems, it is an ideal guide for online course designers, instructional designers, curricula developers, administrators, educators, researchers, trainers, and students.
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.
Web-Based Learning: Theory, Research, and Practice explores the state of the art in the research and use of technology in education and training from a learning perspective. This edited book is divided into three major sections: *Policy, Practice, and Implementation Issues -- an overview of policy issues, as well as tools and designs to facilitate implementation of Web-based learning; *Theory and Research Issues -- a look at theoretical foundations of current and future Web-based learning; the section also includes empirical studies of Web-based learning; and *Summary and Conclusions -- highlights key issues in each chapter and outlines a research and development agenda. Within this framework the book addresses several important issues, including: the primacy of learning as a focus for technology; the need to integrate technology with high standards and content expectations; the paucity of and need to support the development of technology-based curriculum and tools; the need to integrate assessment in technology and improve assessment through the use of technology; and the need for theory-driven research and evaluation studies to increase our knowledge and efficacy. Web-Based Learning is designed for professionals and graduate students in the educational technology, human performance, assessment and evaluation, vocational/technical, and educational psychology communities.
Supporting Students for Success in Online and Distance Learning, Third Edition, provides a comprehensive overview of student support both on and off campus. While online and distance learning are the world’s fastest growing areas of educational development, they have a fundamental weakness—their graduation rates, which can be lower than 20 percent. In this powerful new edition, Ormond Simpson builds on a rich history of research in distance and e-learning to show how retention rates can be improved through tested support methods, often at a net financial profit to the institutions involved. By comparing the evidence as well as the cost-effectiveness of various support tactics, this book describes how to promote student success and encourage skill-development from a number of different perspectives: definitions and purpose, theory and psychology, ethics, costs and benefits, activities, sources, media, proactive and reactive, assessment and feedback, staff development, writing support into course materials, research, quality assurance and institutional structures. This concise, practical guide is informal and jargon-free, yet its approach to evidence is rigorous, making it invaluable reading for all those interested in recruiting and teaching diverse students for successful online and distance learning.