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A gap analysis of noncognitive constructs in evaluation instruments designed for computing education

  • Knox College
  • Findings Group Decatur
  • Haynie Research and Evaluation

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

16 Scopus citations

Abstract

A growing body of evidence indicates that there is a deep effect of noncognitive factors on academic achievement and learning. In this study, we analyzed a set of 31 evaluation instruments designed to measure noncognitive constructs (e.g., self-efficacy, confidence, motivation) within computing education. Using the Lee and Shute framework, we assigned each of the 115 unique constructs found in the instruments into one of the four components (Student Engagement, Learning Strategies, School Climate, Social-familial Influences) and their subcomponents to determine which constructs are most frequently measured. We found that the majority of constructs were designed to measure Student Engagement (Affect and Cognition) and School Climate (Teacher Variables). Constructs measuring Learning Strategies and Social-Familial Influences (e.g., homework strategies, peer influences) occur the least. This study may enable further discussions of what noncognitive factors are/are not currently being measured within the computing education community.

Original languageEnglish
Title of host publicationSIGCSE 2019 - Proceedings of the 50th ACM Technical Symposium on Computer Science Education
PublisherAssociation for Computing Machinery, Inc
Pages706-712
Number of pages7
ISBN (Electronic)9781450358903
DOIs
StatePublished - Feb 22 2019
Event50th ACM Technical Symposium on Computer Science Education, SIGCSE 2019 - Minneapolis, United States
Duration: Feb 27 2019Mar 2 2019

Publication series

NameSIGCSE 2019 - Proceedings of the 50th ACM Technical Symposium on Computer Science Education

Conference

Conference50th ACM Technical Symposium on Computer Science Education, SIGCSE 2019
Country/TerritoryUnited States
CityMinneapolis
Period02/27/1903/2/19

Keywords

  • Assessment
  • Constructs
  • Education
  • Evaluation
  • Noncognitive

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