Evidence on whether AI helps students learn
Version 1.0, last checked 4 October 2026
Published by SuperIntelligenceGuide.co.uk
Page: https://superintelligenceguide.co.uk/students/does-ai-help-students-learn/

FILES
ai-student-learning-assessments.csv
  14 ways students use AI, each with its assessment, evidence maturity, the
  reasoning for both, what happened to the work and to learning measured
  without AI, whether AI was available during the test, who was studied,
  limitations and key sources.
ai-student-learning-sources.csv
  65 sources (ST01-ST65), one record each: authors or issuing body, year, full
  title, publication, status and link, plus study design, developer or vendor
  involvement, comparison, AI tool and date, whether AI was available during the
  test, findings, limitations, and how each source and any quotation was checked.
  60 of the 65 are cited on the page (column cited_on_page). The others
  are further evidence reviewed for the page, including sources that did not
  contribute directly to its conclusions.
  The file does not reproduce quotations from sources. Column quoted_on_page shows
  which sources the page quotes; quote_check gives the result of our two-pass check.
Both files are UTF-8 CSV with a header row. The data dictionary is on the page,
in the section "Download the data".

LICENCE
SuperIntelligenceGuide.co.uk's compilation, classifications, assessments and original
analytical text are licensed under Creative Commons Attribution 4.0 (CC BY 4.0):
https://creativecommons.org/licenses/by/4.0/
Please credit: SuperIntelligenceGuide.co.uk, "Does AI help students learn, or just
help them do the work?", https://superintelligenceguide.co.uk/students/does-ai-help-students-learn/

NOT COVERED BY THE LICENCE
Source titles and other third-party material remain the copyright of their owners.

ATTRIBUTION STATEMENT
Contains public sector information licensed under the Open Government Licence v3.0.