Applying Data Science and Learning Analytics Throughout a Learner’s Lifespan
Author: Goran Trajkovski,Marylee Demeter,Heather Hayes (Editor)
Publisher finelybook 出版社: Information Science Reference (May 6, 2022)
Language 语言: English
Print Length 页数: 330 pages
ISBN-10: 1799896447
ISBN-13: 9781799896449
Book Description
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Research in the domains of learning analytics and educational data mining has prototyped an approach where methodologies from data science and machine learning are used to gain insights into the learning process Author: using large amounts of data. As many training and academic institutions are maturing in their data-driven decision making, useful, scalable, and interesting trends are emerging. Organizations can benefit from sharing information on those efforts. Applying Data Science and Learning Analytics Throughout a Learner’s Lifespan examines novel and emerging applications of data science and sister disciplines for gaining insights from data to inform interventions into learners’ journeys and interactions with academic institutions. Data is collected at various times and places throughout a learner’s lifecycle, and the learners and the institution should benefit from the insights and knowledge gained from this data. Covering topics such as learning analytics dashboards, text network analysis, and employment recruitment, this book is an indispensable resource for educators, computer scientists, faculty of higher education, government officials, educational administration, students of higher education, pre-service teachers, business professionals, researchers, and academicians.