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The Learning Analytics Value Chain

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

Abstract

A persistent challenge for the learning analytics community is how to achieve a meaningful impact on educational practice. This paper proposes that Porter’s Value Chain framework provides a useful lens for addressing this challenge. This study developed operational definitions of a Learning Analytics Value Chain and mapped learning analytics research output (3,720 publications) over the last 16 years to its five stages: 1. Concept Development, 2. Prototyping & Efficacy, 3. Evaluation, 4. Dissemination, and 5. Impact & Iteration. SoLAR supported learning analytics venues show heavy concentration in Prototyping & Efficacy (41.5-43.2%) and Evaluation (43.4-53.4%), with minimal Dissemination (0.1-3.8%) and Impact & Iteration (2.8-6.1%) research. Non-SoLAR supported research demonstrates a slightly more balanced distribution, specifically, higher Concept Development (22.5% vs. 0-6.7%) and Dissemination (9.0% vs. 0.1-3.8%) emphasis. These findings suggest that achieving impact has been hampered by insufficient research examining how innovations reach educators. The 470-fold difference between evaluation (46.7%) and dissemination research (0.1%) represents a critical missing piece of the research landscape. The field has developed strong technical capabilities while neglecting implementation science and scaling strategies. Addressing the impact gap requires portfolio re-balancing toward dissemination research, longitudinal studies, and theoretical development rather than continued technical emphasis alone.

Original languageEnglish
Title of host publication16th International Learning Analytics and Knowledge Conference, LAK 2026
PublisherAssociation for Computing Machinery (ACM)
Pages793-801
Number of pages9
ISBN (Electronic)9798400720666
DOIs
Publication statusPublished - 26 Apr 2026
Event16th International Conference on Learning Analytics and Knowledge, LAK 2026 - Bergen, Norway
Duration: 27 Apr 20261 May 2026

Publication series

Name16th International Learning Analytics and Knowledge Conference, LAK 2026

Conference

Conference16th International Conference on Learning Analytics and Knowledge, LAK 2026
Country/TerritoryNorway
CityBergen
Period27/04/261/05/26

Keywords

  • evaluation
  • implementation
  • learning analytics
  • Value chain

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