Applying data science and learning analytics throughout a learner's lifespan

Applying data science and learning analytics throughout a learner's lifespan

by Demeter, Marylee Hayes, Heather Trajkovski, Goran

Type Book
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"This publication examines novel and emerging applications of data science and sister disciplines in gaining insights from data to inform interventions into the learners' journey and interactions with an academic or training institution, covering topics such as building models of learners for success, using data to inform courseware and assessmentware development"--

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Title Statements

  • Full title :Applying data science and learning analytics throughout a learner's lifespan / Goran Trajkovski, Marylee Demeter, Heather Hayes.

Summary

"This publication examines novel and emerging applications of data science and sister disciplines in gaining insights from data to inform interventions into the learners' journey and interactions with an academic or training institution, covering topics such as building models of learners for success, using data to inform courseware and assessmentware development"--

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Edition Statements

  • Publication Date:2022

Publication Statements

The Physical Object

  • Description:1 online resource (xxi, 314 pages) : : illustrations (chiefly color)

Edition Identifiers

  • ISBN:9781799896470, 1799896471, 1799896463, 9781799896463
  • oclc:on1290245713
  • LC Classification:LB1028.43
  • Dewey Decimal:371.33/4

Table of Contents

Do we need a digital data exorcism? : end of life considerations of data mining educational content / James Braman, Alfreda Dudley -- Evaluating self-service business intelligence tools : the influence of cognition needs and innovative cognitive style / Mohammad Daradkeh -- Analyzing and predicting learners' sentiment toward specialty schools using machine learning techniques / Md Shamim Hossain, Mst Farjana Rahman -- Univariate and multivariate filtering techniques for feature selection and their applications in field of machine learning / Dharmendra Patel, Nirali Honest, Pranav Vyas, Atul Patel -- Relationships between out-of-school-time lessons and academic performance among adolescents in four high-performing education systems / David Litz, Shaljan Areepattamannil, Scott Parkman -- Mind the gap : from typical LMS traces to learning to learn journeys / Carmel Kent, Abayomi Akanji, Benedict du Boulay, Ibrahim Bashir, Thomas Fikes, Sue Rodríguez De Jesús, Alysha Ramirez Hall, Paul Alvarado, Jennifer Jones, Mutlu Cukurova, Varshita Sher, Canan Blake, Arthur Fisher, Julie Greenwood, Rosemary Luckin.

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