000 | 04082nam a22003857a 4500 | ||
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999 |
_c125222 _d125222 |
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003 | OSt | ||
005 | 20220916103734.0 | ||
007 | ta | ||
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. |
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300 |
_axxvi, 291 pages : _billustrations ; _c23 cm |
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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 |
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521 |
_aCoED _bGeneral Education Curriculum (GEC) |
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521 |
_aCoEDG _bMaster of Arts in Education Major in Elementary Science Teaching |
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521 |
_aCoEDG _bMaster of Arts in Education Major in Teaching Elementary School Subjects |
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521 |
_aCoEDG _bMaster of Arts in Education Major in Teaching Secondary School Subjects |
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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. |
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700 |
_aCorbeil, Joseph Rene, _eeditor. |
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700 |
_aCorbeil, Maria Elena, _eeditor. |
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942 |
_2ddc _cBK _h300-399 |