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008 220518b2019 nyu||||| |||| 00| 0 eng d
020 _a9781138305908 (pbk)
040 _beng
_cHNU
_erda
082 _223
_3GC
_a371.334 R31 2019
245 _aResponsible analytics and data mining in education :
_bglobal perspectives on quality, support, and decision-making /
_cedited by Badrul H. Khan, Joseph Rene Corbeil, Maria Elena Corbeil.
264 _aNew York ;
_aLondon :
_bRoutledge, Taylor & Francis Group,
_c©2019.
300 _axxvi, 291 pages :
_billustrations ;
_c23 cm
504 _aIncludes bibliographical references and index
505 _aPart I. Introduction -- 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 -- Part II. 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 L. Moore -- Learning about learning online : the methodology of discourse analytics / Linda Harasim -- Part III. 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 -- Part IV. 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 -- Part V. Management and institutional issues -- Contingency planning for data breaches / Christopher R. Stevens and Todd L. Wirth -- Minimizing data errors through reflective process and knowledge management structures / Mark E. Deschaine, Ray Francis, and Sue Ann Sharma.
520 _aResponsible Analytics and Data Mining in Education addresses the thoughtful and purposeful navigation, evaluation, and implementation of these emerging forms of educational data analysis.
521 _aCoED
_bBachelor of Secondary Education major in Science
521 _aCoED
_bGeneral Education Curriculum (GEC)
521 _aCoEDG
_bMaster of Arts in Education Major in Elementary Science Teaching
521 _aCoEDG
_bMaster of Arts in Education Major in Teaching Elementary School Subjects
521 _aCoEDG
_bMaster of Arts in Education Major in Teaching Secondary School Subjects
546 _aText in English
650 _aEducation -- Data processing.
650 _aEducation -- Research -- Statistical methods.
650 _aEducation -- Decision making.
650 _aData mining.
650 _aEducational planning.
700 _aKhan, Badrul H.,
_eeditor.
700 _aCorbeil, Joseph Rene,
_eeditor.
700 _aCorbeil, Maria Elena,
_eeditor.
942 _2ddc
_cBK
_h300-399