Methods For Analyzing And Leveraging Online Learning Data

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Methods for Analyzing and Leveraging Online Learning Data

Author : Hai-Jew, Shalin
Publisher : IGI Global
ISBN 13 : 1522575294
Total Pages : 436 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Methods for Analyzing and Leveraging Online Learning Data by : Hai-Jew, Shalin

Download or read book Methods for Analyzing and Leveraging Online Learning Data written by Hai-Jew, Shalin and published by IGI Global. This book was released on 2018-10-05 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: While online learning continues to be a rapidly expanding field of research, analyzing data allows educational institutions to fine tune their curriculum and teaching methods. Properly utilizing the data, however, becomes difficult when taking into account how socio-technical systems are used, the administration of those systems, default settings, how data is described and captured, and other factors. Methods for Analyzing and Leveraging Online Learning Data is a pivotal reference source that provides vital research on the application of data in online education for improving a system’s capabilities and optimizing it for teaching and learning. This publication explores data handling, cleaning, analysis, management, and representation, as well as the methods of effectively and ethically applying data research. Tying together education and information science with special attention paid to informal learning, online assessment, and social media, this book is ideally designed for educational administrators, system developers, curriculum designers, data analysts, researchers, instructors, and graduate-level students seeking current research on capturing, analyzing, storing, and sharing data-analytic insights regarding online learning environments.

Leveraging Data for Student Success

Author : Laura G. Knapp
Publisher : RTI Press
ISBN 13 : 1934831204
Total Pages : 124 pages
Book Rating : 4.9/5 (348 download)

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Book Synopsis Leveraging Data for Student Success by : Laura G. Knapp

Download or read book Leveraging Data for Student Success written by Laura G. Knapp and published by RTI Press. This book was released on 2016-09-29 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: People providing services to schools, teachers, and students want to know whether these services are effective. With that knowledge, a project director can expand services that work well and adjust implementation of activities that are not working as expected. When finding that an innovative strategy benefits students, a project director might want to share that information with other service providers who could build upon that strategy. Some organizations that fund programs for students will want a report demonstrating the program’s success. Determining whether a program is effective requires expertise in data collection, study design, and analysis. Not all project directors have this expertise—they tend to be primarily focused on working with schools, teachers, and students to undertake program activities. Collecting and obtaining student-level data may not be a routine part of the program. This book provides an overview of the process for evaluating a program. It is not a detailed methodological text but focuses on awareness of the process. What do program directors need to know about data and data analysis to plan an evaluation or to communicate with an evaluator? Examples focus on supporting college and career readiness programs. Readers can apply these processes to other studies that include a data collection component.

Online Survey Design and Data Analytics: Emerging Research and Opportunities

Author : Hai-Jew, Shalin
Publisher : IGI Global
ISBN 13 : 1522585656
Total Pages : 226 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Online Survey Design and Data Analytics: Emerging Research and Opportunities by : Hai-Jew, Shalin

Download or read book Online Survey Design and Data Analytics: Emerging Research and Opportunities written by Hai-Jew, Shalin and published by IGI Global. This book was released on 2019-05-03 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: Online survey research suites offer a vast array of capabilities, supporting the presentation of virtually every type of digital data text, imagery, audio, video, and multimedia forms. With some researcher sophistication, these online survey research suites can enable a wide range of quantitative, qualitative, and mixed methods research. Online Survey Design and Data Analytics: Emerging Research and Opportunities is a critical scholarly resource that explores the utilization of online platforms for setting up surveys to achieve a specific result, eliciting data in in-depth ways and applying creative analytics methods to online survey data. Highlighting topics such as coding, education-based analysis, and online Delphi studies, this publication is ideal for researchers, professionals, academicians, data analysts, IT consultants, and students.

Emerging Trends in Learning Analytics

Author :
Publisher : BRILL
ISBN 13 : 9004399275
Total Pages : 297 pages
Book Rating : 4.0/5 (43 download)

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Book Synopsis Emerging Trends in Learning Analytics by :

Download or read book Emerging Trends in Learning Analytics written by and published by BRILL. This book was released on 2019-05-07 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book documents recent attempts to conduct systematic, prodigious and multidisciplinary research in learning analytics and present their findings and identify areas for further research and development. The book also unveils the distinguished and exemplary works by educators and researchers in the field highlighting the current trends, privacy and ethical issues, creative and unique approaches, innovative methods, frameworks, and theoretical and practical aspects of learning analytics.

Educational Technology and the New World of Persistent Learning

Author : Bailey, Liston W.
Publisher : IGI Global
ISBN 13 : 1522563628
Total Pages : 307 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Educational Technology and the New World of Persistent Learning by : Bailey, Liston W.

Download or read book Educational Technology and the New World of Persistent Learning written by Bailey, Liston W. and published by IGI Global. This book was released on 2019-01-18 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technologies, such as artificial intelligence and augmented and mixed reality, continue to be implemented to support the process of teaching and learning. However, technological advances and new applications should not be seen as a replacement for the requisite consideration of proper needs analysis, instructional design, and educational philosophy within courses or training; rather it should serve as an enabler to allow faster and more open access to learning for individuals. Educational Technology and the New World of Persistent Learning provides innovative insights into technology integration methods within classroom settings including how they can empower students and how they can be used in the creation of dynamic learning experiences. The content within this publication examines e-learning, robotics, and tutoring systems and is designed for academicians, educators, principles, administrators, researchers, and students.

Digital Games for Minority Student Engagement: Emerging Research and Opportunities

Author : Misra, Rupanada
Publisher : IGI Global
ISBN 13 : 1522533990
Total Pages : 120 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Digital Games for Minority Student Engagement: Emerging Research and Opportunities by : Misra, Rupanada

Download or read book Digital Games for Minority Student Engagement: Emerging Research and Opportunities written by Misra, Rupanada and published by IGI Global. This book was released on 2019-02-15 with total page 120 pages. Available in PDF, EPUB and Kindle. Book excerpt: Due to various challenges within the public-school system, such as underfunding, lack of resources, and difficulty retaining and recruiting teachers of color, minority students have been found to be underperforming compared to their majority counterparts. Minority students deserve quality public education, which can only happen if the gap in equity and access is closed. In order to close this achievement gap between the majority and minority groups, it is critical to increase the learning gains of the minority students. Digital Games for Minority Student Engagement: Emerging Research and Opportunities is an essential reference source that argues that digital games can potentially help to solve the problems of minority students’ insufficient academic preparation, and that a game-based learning environment can help to engage these students with the content and facilitate academic achievement. Featuring research on topics such as education policy, interactive learning, and student engagement, this book is ideally designed for educators, principals, policymakers, academicians, administrators, researchers, and students.

Opening Up Education for Inclusivity Across Digital Economies and Societies

Author : Ordóñez de Pablos, Patricia
Publisher : IGI Global
ISBN 13 : 1522574743
Total Pages : 352 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Opening Up Education for Inclusivity Across Digital Economies and Societies by : Ordóñez de Pablos, Patricia

Download or read book Opening Up Education for Inclusivity Across Digital Economies and Societies written by Ordóñez de Pablos, Patricia and published by IGI Global. This book was released on 2019-03-15 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: The evolution of information technologies, mobile devices, and social media as well as the needs of students, workers, and academics have experienced rapid changes in the past several years. This complex and dynamic reality requires new forms of delivery of learning content to students, the building of special learning environments, and new teaching methodologies for academics. Opening Up Education for Inclusivity Across Digital Economies and Societies is an essential reference source that aims to foster the international exchange of academic insights and approaches in order to broaden visibility in the development of technology for education, establish an international platform for interactions on information technology and application in education, accelerate innovation in education technology, and analyze the latest achievements and progress in new and emerging information technology for education with a special focus on higher education institutions. The book addresses applications of technology use and digital competence development in education systems around the world including both specific uses in classrooms and broader uses in national and regional policies. The book is ideally designed for educators, administrators, policymakers, managers, politicians, and academicians.

Contemporary Technologies in Education

Author : Olusola O. Adesope
Publisher : Springer
ISBN 13 : 3319896806
Total Pages : 268 pages
Book Rating : 4.3/5 (198 download)

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Book Synopsis Contemporary Technologies in Education by : Olusola O. Adesope

Download or read book Contemporary Technologies in Education written by Olusola O. Adesope and published by Springer. This book was released on 2018-11-08 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited volume provides a critical discussion of theoretical, methodological, and practical developments of contemporary forms of educational technologies. Specifically, the book discusses the use of contemporary technologies such as the Flipped Classroom (FC), Massive Open Online Course (MOOC), Social Media, Serious Educational Games (SEG), Wikis, innovative learning software tools, and learning analytic approach for making sense of big data. While some of these contemporary educational technologies have been touted as panaceas, researchers and developers have been faced with enormous challenges in enhancing the use of these technologies to arouse student attention and improve persistent motivation, engagement, and learning. Hence, the book examines how contemporary technologies can engender student motivation and result in improved engagement and learning. Each chapter also discusses the road ahead and where appropriate, uses the current trend to predict future affordances of technologies.

Research Anthology on Applying Social Networking Strategies to Classrooms and Libraries

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 1668471248
Total Pages : 2012 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Research Anthology on Applying Social Networking Strategies to Classrooms and Libraries by : Management Association, Information Resources

Download or read book Research Anthology on Applying Social Networking Strategies to Classrooms and Libraries written by Management Association, Information Resources and published by IGI Global. This book was released on 2022-07-08 with total page 2012 pages. Available in PDF, EPUB and Kindle. Book excerpt: The introduction of social media has given many communities the opportunity to connect and communicate with each other at a higher level than ever before. Many organizations, from businesses to governments, have taken advantage of this important tool to conduct research and enhance efficiency. Libraries and educational institutions have also made use of social media to enhance educational marketing, engage with learning communities, adapt educational tools, and more. The Research Anthology on Applying Social Networking Strategies to Classrooms and Libraries describes the applications, tools, and opportunities provided by the intersection of education and social media. It also considers the ways in which social media encourages learner engagement and community participation. Covering topics such as data collection, online professional learning networks, and reinforcement learning, this major reference work is a dynamic resource for pre-service teachers, teacher educators, faculty and administrators of both K-12 and higher education, librarians, archivists, government officials, researchers, and academicians.

Intelligent Systems and Learning Data Analytics in Online Education

Author : Santi Caballé
Publisher : Academic Press
ISBN 13 : 0128231270
Total Pages : 427 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Intelligent Systems and Learning Data Analytics in Online Education by : Santi Caballé

Download or read book Intelligent Systems and Learning Data Analytics in Online Education written by Santi Caballé and published by Academic Press. This book was released on 2021-06-15 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intelligent Systems and Learning Data Analytics in Online Education provides novel artificial intelligence (AI) and analytics-based methods to improve online teaching and learning. This book addresses key problems such as attrition and lack of engagement in MOOCs and online learning in general. This book explores the state of the art of artificial intelligence, software tools and innovative learning strategies to provide better understanding and solutions to the various challenges of current e-learning in general and MOOC education. In particular, Intelligent Systems and Learning Data Analytics in Online Education shares stimulating theoretical and practical research from leading international experts. This publication provides useful references for educational institutions, industry, academic researchers, professionals, developers, and practitioners to evaluate and apply. Presents the application of innovative AI techniques to collaborative learning activities Offers strategies to provide automatic and effective tutoring to students’ activities Offers methods to collect, analyze and correctly visualize learning data in educational environments

Emergent Practices of Learning Analytics in K-12 Classrooms

Author : Kavakl? Uluta?, Nurdan
Publisher : IGI Global
ISBN 13 :
Total Pages : 290 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Emergent Practices of Learning Analytics in K-12 Classrooms by : Kavakl? Uluta?, Nurdan

Download or read book Emergent Practices of Learning Analytics in K-12 Classrooms written by Kavakl? Uluta?, Nurdan and published by IGI Global. This book was released on 2023-12-29 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the world of education, technology has revolutionized teaching and learning practices globally. However, the widespread adoption of technology, especially in response to Covid-19, has led to a deluge of data from students' digital footprints. The challenge lies in effectively using this data through learning analytics (LA) to optimize K-12 classroom practices. Emergent Practices of Learning Analytics in K-12 Classrooms, edited by Dr. Nurdan Kavakl? Uluta? and Dr. Devrim Höl offers a comprehensive solution to these challenges. This book gathers academic scholars to explore practical perspectives on applying learning analytics in K-12 classrooms, combining qualitative and quantitative methodologies. Addressing topics such as predictive analytics, ethical considerations, and future directions, it empowers educators to make data-driven decisions, creating engaging learning experiences for improved student outcomes. By embracing the insights and recommendations presented in this book, academic scholars can confidently navigate the realm of learning analytics and shape the future of K-12 education.

Perspectives on Learning Analytics for Maximizing Student Outcomes

Author : Durak, Gürhan
Publisher : IGI Global
ISBN 13 : 1668495287
Total Pages : 479 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Perspectives on Learning Analytics for Maximizing Student Outcomes by : Durak, Gürhan

Download or read book Perspectives on Learning Analytics for Maximizing Student Outcomes written by Durak, Gürhan and published by IGI Global. This book was released on 2023-10-24 with total page 479 pages. Available in PDF, EPUB and Kindle. Book excerpt: Maximizing student outcomes in education presents a significant challenge, as traditional assessment methods often fall short in providing actionable insights for improvement. Perspectives on Learning Analytics for Maximizing Student Outcomes addresses this challenge by offering a comprehensive solution. Edited by esteemed scholars Gürhan Durak and Serkan Çankaya, this book provides innovative knowledge and practical experiences on emerging technologies and processes in learning analytics. It covers topics such as data collection, visualization, predictive analytics, and ethical considerations, serving as a guide for academic scholars, technology enthusiasts, and educational institutions. This book empowers professionals and researchers to leverage learning analytics effectively, enabling data-informed decision-making, improved teaching practices, and tailored educational programs. By presenting best practices and future directions, it equips readers with the necessary tools to optimize learning environments and drive student success. With a focus on the transformative potential of learning analytics, this book propels education toward a more efficient and effective system that prioritizes student outcomes.

Connecting High-Leverage Practices to Student Success

Author : Melissa C. Jenkins
Publisher : Corwin Press
ISBN 13 : 1071920847
Total Pages : 289 pages
Book Rating : 4.0/5 (719 download)

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Book Synopsis Connecting High-Leverage Practices to Student Success by : Melissa C. Jenkins

Download or read book Connecting High-Leverage Practices to Student Success written by Melissa C. Jenkins and published by Corwin Press. This book was released on 2023-07-11 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: Transform classrooms and student performance with evidence-based, effective practices Two brains are better than one, as the saying goes, and this is especially true in education. Educators who employ effective collaboration and co-teaching greatly amplify student engagement, achievement, and growth, particularly for those learners needing extra support. Written by two of the nation’s top experts in co-teaching, Connecting High-Leverage Practices to Student Success is an essential, reader-friendly guide for educators and instructional leaders who are passionate about creating truly inclusive classrooms where all students thrive— academically, behaviorally, socially, and emotionally. Inside, authors Melissa Jenkins and Wendy Murawski provide: Three clearly defined steps to build a strong foundation, leverage collaboration, and support students’ growth A laser focus on high-leverage and evidence-based practices for general and special education that optimize educators’ impact, including collaboration, instruction, assessment, and social emotional/behavior skills Seamless integration of practices within MTSS and RTI processes to meet the needs of all learners Countless and concrete samples, examples, tools, reflection exercises, and supplemental materials that enable you to move from theory to immediate instructional practice Positioning collaboration as the catalyst to maximizing high-leverage and evidence-based practices for the success of all students, this easy-to-use handbook belongs on the desk of every teacher working toward a truly inclusive environment.

Intelligent Data Analysis for e-Learning

Author : Jorge Miguel
Publisher : Morgan Kaufmann
ISBN 13 : 0128045450
Total Pages : 192 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Intelligent Data Analysis for e-Learning by : Jorge Miguel

Download or read book Intelligent Data Analysis for e-Learning written by Jorge Miguel and published by Morgan Kaufmann. This book was released on 2016-09-06 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intelligent Data Analysis for e-Learning: Enhancing Security and Trustworthiness in Online Learning Systems addresses information security within e-Learning based on trustworthiness assessment and prediction. Over the past decade, many learning management systems have appeared in the education market. Security in these systems is essential for protecting against unfair and dishonest conduct—most notably cheating—however, e-Learning services are often designed and implemented without considering security requirements. This book provides functional approaches of trustworthiness analysis, modeling, assessment, and prediction for stronger security and support in online learning, highlighting the security deficiencies found in most online collaborative learning systems. The book explores trustworthiness methodologies based on collective intelligence than can overcome these deficiencies. It examines trustworthiness analysis that utilizes the large amounts of data-learning activities generate. In addition, as processing this data is costly, the book offers a parallel processing paradigm that can support learning activities in real-time. The book discusses data visualization methods for managing e-Learning, providing the tools needed to analyze the data collected. Using a case-based approach, the book concludes with models and methodologies for evaluating and validating security in e-Learning systems. Indexing: The books of this series are submitted to EI-Compendex and SCOPUS Provides guidelines for anomaly detection, security analysis, and trustworthiness of data processing Incorporates state-of-the-art, multidisciplinary research on online collaborative learning, social networks, information security, learning management systems, and trustworthiness prediction Proposes a parallel processing approach that decreases the cost of expensive data processing Offers strategies for ensuring against unfair and dishonest assessments Demonstrates solutions using a real-life e-Learning context

Data Analytics Applications in Education

Author : Jan Vanthienen
Publisher : CRC Press
ISBN 13 : 1351650181
Total Pages : 259 pages
Book Rating : 4.3/5 (516 download)

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Book Synopsis Data Analytics Applications in Education by : Jan Vanthienen

Download or read book Data Analytics Applications in Education written by Jan Vanthienen and published by CRC Press. This book was released on 2017-09-29 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: The abundance of data and the rise of new quantitative and statistical techniques have created a promising area: data analytics. This combination of a culture of data-driven decision making and techniques to include domain knowledge allows organizations to exploit big data analytics in their evaluation and decision processes. Also, in education and learning, big data analytics is being used to enhance the learning process, to evaluate efficiency, to improve feedback, and to enrich the learning experience. As every step a student takes in the online world can be traced, analyzed, and used, there are plenty of opportunities to improve the learning process of students. First, data analytics techniques can be used to enhance the student’ s learning process by providing real-time feedback, or by enriching the learning experience. Second, data analytics can be used to support the instructor or teacher. Using data analytics, the instructor can better trace, and take targeted actions to improve, the learning process of the student. Third, there are possibilities in using data analytics to measure the performance of instructors. Finally, for policy makers, it is often unclear how schools use their available resources to "produce" outcomes. By combining structured and unstructured data from various sources, data analytics might provide a solution for governments that aim to monitor the performance of schools more closely. Data analytics in education should not be the domain of a single discipline. Economists should discuss the possibilities, issues, and normative questions with a multidisciplinary team of pedagogists, philosophers, computer scientists, and sociologists. By bringing together various disciplines, a more comprehensive answer can be formulated to the challenges ahead. This book starts this discussion by highlighting some economic perspectives on the use of data analytics in education. The book begins a rich, multidisciplinary discussion that may make data analytics in education seem as natural as a teacher in front of a classroom.

Leveraging Data for Student Success

Author : Laura G. Knapp
Publisher :
ISBN 13 :
Total Pages : 119 pages
Book Rating : 4.:/5 (22 download)

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Book Synopsis Leveraging Data for Student Success by : Laura G. Knapp

Download or read book Leveraging Data for Student Success written by Laura G. Knapp and published by . This book was released on 2016 with total page 119 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Emerging Technologies for Education

Author : Elvira Popescu
Publisher : Springer Nature
ISBN 13 : 303038778X
Total Pages : 386 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Emerging Technologies for Education by : Elvira Popescu

Download or read book Emerging Technologies for Education written by Elvira Popescu and published by Springer Nature. This book was released on 2020-02-14 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-workshop proceedings of the 4th International Symposium, SETE 2019, held in conjunction with ICWL 2019, in Magdeburg, Germany, in September 2019. The 10 full and 6 short papers presented together with 24 papers from 5 workshops were carefully reviewed and selected from 34 submissions. The papers cover the latest findings in various areas, such as: virtual reality and game-based learning; learning analytics; K-12 education; language learning; design, model and implementation of e-learning platforms and tools; digitalization and industry 4.0; pedagogical issues, practice and experience sharing.