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  1. Education and Information Technologies
  2. Education and Information Technologies : Volume 20
  3. Education and Information Technologies : Volume 20, Issue 4, December 2015
  4. Data science in educational assessment
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Education and Information Technologies : Volume 22
Education and Information Technologies : Volume 21
Education and Information Technologies : Volume 20
Education and Information Technologies : Volume 20, Issue 4, December 2015
Research-informed strategies to address educational challenges in a digitally networked world
A model driven framework to address challenges in a mobile learning environment
Preparing teachers for schooling in the digital age: A meta-perspective on existing strategies and future challenges
Teachers’ professional development for ICT integration: Towards a reciprocal relationship between research and practice
Technology enhanced assessment in complex collaborative settings
Data science in educational assessment
Computational thinking in compulsory education: Towards an agenda for research and practice
Digital citizenship within global contexts
Digital equity and intercultural education
Education and Information Technologies : Volume 20, Issue 3, September 2015
Education and Information Technologies : Volume 20, Issue 2, June 2015
Education and Information Technologies : Volume 20, Issue 1, March 2015
Education and Information Technologies : Volume 19
Education and Information Technologies : Volume 18
Education and Information Technologies : Volume 17
Education and Information Technologies : Volume 16
Education and Information Technologies : Volume 15
Education and Information Technologies : Volume 14
Education and Information Technologies : Volume 13
Education and Information Technologies : Volume 12
Education and Information Technologies : Volume 11
Education and Information Technologies : Volume 10
Education and Information Technologies : Volume 9
Education and Information Technologies : Volume 8
Education and Information Technologies : Volume 7
Education and Information Technologies : Volume 6
Education and Information Technologies : Volume 5
Education and Information Technologies : Volume 4
Education and Information Technologies : Volume 3
Education and Information Technologies : Volume 2

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Data science in educational assessment

Content Provider Springer Nature Link
Author Gibson, David C. Webb, Mary E.
Copyright Year 2015
Abstract This article is the second of two articles in this special issue that were developed following discussions of the Assessment Working Group at EDUsummIT 2013. The article extends the analysis of assessments of collaborative problem solving (CPS) to examine the significance of the data concerning this complex assessment problem and then for educational assessment more broadly. The article discusses four measurement challenges of data science or ‘big data’ in educational assessments that are enabled by technology: 1. Dealing with change over time via time-based data. 2. How a digital performance space’s relationships interact with learner actions, communications and products. 3. How layers of interpretation are formed from translations of atomistic data into meaningful larger units suitable for making inferences about what someone knows and can do. 4. How to represent the dynamics of interactions between and among learners who are being assessed by their interactions with each other as well as with digital resources and agents in digital performance spaces. Because of the movement from paper-based tests to online learning, and in order to make progress on these challenges, the authors call for the restructuring of training of the next generation of researchers and psychometricians to specialize in data science in technology enabled assessments.
Starting Page 697
Ending Page 713
Page Count 17
File Format PDF
ISSN 13602357
Journal Education and Information Technologies
Volume Number 20
Issue Number 4
e-ISSN 15737608
Language English
Publisher Springer US
Publisher Date 2015-06-13
Publisher Place New York
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Digital assessment Educational data science Assessment theory and practice Virtual performance assessment Collaborative problem-solving Tests and measurements Psychometrics Computers and Education Educational Technology User Interfaces and Human Computer Interaction Education (general) Information Systems Applications (incl. Internet) Computer Application in Social and Behavioral Sciences
Content Type Text
Resource Type Article
Subject Education Library and Information Sciences E-learning
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