Methods For Analyzing And Leveraging Online Learning Data
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| Author | : Hai-Jew, Shalin |
| Publisher | : IGI Global |
| Total Pages | : 455 |
| Release | : 2018-10-05 |
| Genre | : Education |
| ISBN | : 1522575294 |
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.
| Author | : Laura G. Knapp |
| Publisher | : RTI Press |
| Total Pages | : 124 |
| Release | : 2016-09-29 |
| Genre | : Education |
| ISBN | : 1934831204 |
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.
| Author | : Hai-Jew, Shalin |
| Publisher | : IGI Global |
| Total Pages | : 241 |
| Release | : 2019-05-03 |
| Genre | : Computers |
| ISBN | : 1522585656 |
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.
| Author | : Management Association, Information Resources |
| Publisher | : IGI Global |
| Total Pages | : 2012 |
| Release | : 2022-07-08 |
| Genre | : Computers |
| ISBN | : 1668471248 |
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.
| Author | : Bailey, Liston W. |
| Publisher | : IGI Global |
| Total Pages | : 326 |
| Release | : 2019-01-18 |
| Genre | : Education |
| ISBN | : 1522563628 |
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.
| Author | : Misra, Rupanada |
| Publisher | : IGI Global |
| Total Pages | : 120 |
| Release | : 2019-02-15 |
| Genre | : Education |
| ISBN | : 1522533990 |
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.
| Author | : Jan Vanthienen |
| Publisher | : CRC Press |
| Total Pages | : 265 |
| Release | : 2017-09-29 |
| Genre | : Business & Economics |
| ISBN | : 1498769284 |
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.
| Author | : Santi Caballé |
| Publisher | : Academic Press |
| Total Pages | : 427 |
| Release | : 2021-06-15 |
| Genre | : Computers |
| ISBN | : 0128231270 |
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
| Author | : Kavakl? Uluta?, Nurdan |
| Publisher | : IGI Global |
| Total Pages | : 290 |
| Release | : 2023-12-29 |
| Genre | : Education |
| ISBN | : |
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.
| Author | : Durak, Gürhan |
| Publisher | : IGI Global |
| Total Pages | : 479 |
| Release | : 2023-10-24 |
| Genre | : Education |
| ISBN | : 1668495287 |
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.
