Responsible analytics and data mining in education global perspectives on quality, support, and decision making / edited by Badrul H. Khan, Joseph Rene Corbeil, Maria Elena Corbeil.

Other author Khan, Badrul H. (Badrul Huda), 1958-
Other author Corbeil, Joseph Rene.
Other author Vald©♭s-Corbeil, Mar©Ưa Elena.
Format Electronic
Publication InfoNew York, NY : Routledge, Taylor & Francis Group, 2019.
Description1 online resource.
Supplemental ContentFull text available from Taylor & Francis eBooks
Subjects

Contents A framework for implementing responsible data mining and analytics in education / Maria Elena Corbeil, Joseph Rene Corbeil, and Badrul H. Khan -- Evolution and facets of data analytics for educational data mining and learning analytics / Venkat Gudivada, Dhana L. Rao, and Junhua Ding -- Historical and theoretical perspectives of data analytics and data mining in education / Didem Tufan and Soner Yildirim -- Mapping responsible learning analytics : a critical proposal / Paul Prinsloo and Sharon Slade -- Pedagogical and interface design issues -- Data sources for educators : mining meaningful data for course and program decision making / Rick Voithofer and Amir Golan -- The role of data analytics in education : possibilities & limitations / Robert Moore -- Learning about learning online : the methodology of discourse analytics / Linda Harasim -- Technological and resource support issues -- Supporting data analytics in education : human and technical resources for collecting, storing, analyzing, and mining data / Dhana L. Rao, Junhua Ding, and Venkat N. Gudivada -- User model interoperability in education : sharing learner data using the experience API and distributed ledger technology / Konstantinos Karoudis and George D. Magoulas -- Human and technological resources needed to develop and sustain a city-wide educational data observatory / Rachel Shanks, Bruce Scharlau, Hataichanok Saevanee, and Kevin Stelfox -- Evaluation and ethical issues -- Assessing data quality : determining what data to trust and use / Barbara Filipczyk, Krzysztof Kania, Grzegorz Filipczyk, and Joanna Paliszkiewicz -- Ethical issues and potential unintended consequences of data-based decision making / Rick Voithofer and Marcia Ham -- The application of ethical themes for responsible data-driven decision making in education / Gwen White -- Management and institutional issues -- Contingency planning for data breaches / Christopher Stevens and Todd Lindsay Wirth -- Minimizing data errors through reflective process and knowledge management structures / Mark E. Deschaine, Raymond W. Francis, and Sue Ann Sharma.
Bibliography noteIncludes bibliographical references and index.
Access restrictionAvailable only to authorized users.
Technical detailsMode of access: World Wide Web
Source of descriptionDescription based on print version record and CIP data provided by publisher.
Issued in other formPrint version: Responsible analytics and data mining in education New York, NY : Routledge, Taylor & Francis Group, 2019 9781138305885
Genre/formElectronic books.
LCCN 2018043131
ISBN9780203728703 (eBook)
ISBN(hbk)
ISBN(pbk)