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Widening the digital divide: the mediating role of Intelligent Tutoring Systems in the relationship between rurality, socioeducational advantage, and mathematics learning outcomes

Widening the digital divide: the mediating role of Intelligent Tutoring Systems in the relationship between rurality, socioeducational advantage, and mathematics learning outcomes
Widening the digital divide: the mediating role of Intelligent Tutoring Systems in the relationship between rurality, socioeducational advantage, and mathematics learning outcomes
This study examines how the effects of school socioeducational advantage and rurality upon mathematics learning outcomes, are impacted by students’ usage of the ITS platform AdaptiveMath. Activity log data from the AdaptiveMath platform was merged with school sociodemographic data from the public MySchool database. The final analytic sample comprised of 66,451 Australian high school students across 304 schools in Years 7–10, who used the AdaptiveMath ITS platform in 2023. Structural Equation Modelling was employed to examine both the direct and indirect effects of school socioeducational advantage and rurality on student usage of the AdaptiveMath platform, and the resulting student learning outcomes.
This study finds marginal, but statistically significant relationships between ITS usage and learning outcomes, and the socioeducational advantage and rurality of a student's school. Students who are from more affluent and urban schools use the ITS platform earlier in their school career, for more years, and have higher learning outcomes than their rural, less affluent peers. Further, ITS usage was found to mediate the relationship between socioeducational advantage and rurality, such that it amplified the positive effects of socioeducational advantage, and the negative effects of rurality, upon learning outcomes.
The results suggest that introducing ITS platforms into Australian mathematics teaching will not reduce achievement gaps between affluent and disadvantaged schools. Rather, a Matthew Effect may be observed, whereby students attending privileged schools use ITS platforms more effectively, thereby contributing to an even greater disparities in learning outcome.
Digital divide, Mathematics learning, Rurality, Socioeconomic Status, Socioeducational advantage, intelligent tutoring systems, Intelligent Tutoring Systems, Educational inequality, Mathematics learning outcomes, socioeconomic status
0360-1315
Hannan, Brody
e6b40a0e-ac22-4fbd-ba51-1fc844e73e76
Eynon, Rebecca
fedd5e30-0f93-4b43-b3b6-1a53d97bd41c
Hannan, Brody
e6b40a0e-ac22-4fbd-ba51-1fc844e73e76
Eynon, Rebecca
fedd5e30-0f93-4b43-b3b6-1a53d97bd41c

Hannan, Brody and Eynon, Rebecca (2025) Widening the digital divide: the mediating role of Intelligent Tutoring Systems in the relationship between rurality, socioeducational advantage, and mathematics learning outcomes. Computers & Education, 233, [105312]. (doi:10.1016/j.compedu.2025.105312).

Record type: Article

Abstract

This study examines how the effects of school socioeducational advantage and rurality upon mathematics learning outcomes, are impacted by students’ usage of the ITS platform AdaptiveMath. Activity log data from the AdaptiveMath platform was merged with school sociodemographic data from the public MySchool database. The final analytic sample comprised of 66,451 Australian high school students across 304 schools in Years 7–10, who used the AdaptiveMath ITS platform in 2023. Structural Equation Modelling was employed to examine both the direct and indirect effects of school socioeducational advantage and rurality on student usage of the AdaptiveMath platform, and the resulting student learning outcomes.
This study finds marginal, but statistically significant relationships between ITS usage and learning outcomes, and the socioeducational advantage and rurality of a student's school. Students who are from more affluent and urban schools use the ITS platform earlier in their school career, for more years, and have higher learning outcomes than their rural, less affluent peers. Further, ITS usage was found to mediate the relationship between socioeducational advantage and rurality, such that it amplified the positive effects of socioeducational advantage, and the negative effects of rurality, upon learning outcomes.
The results suggest that introducing ITS platforms into Australian mathematics teaching will not reduce achievement gaps between affluent and disadvantaged schools. Rather, a Matthew Effect may be observed, whereby students attending privileged schools use ITS platforms more effectively, thereby contributing to an even greater disparities in learning outcome.

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Accepted/In Press date: 2 April 2025
e-pub ahead of print date: 8 April 2025
Published date: 18 April 2025
Keywords: Digital divide, Mathematics learning, Rurality, Socioeconomic Status, Socioeducational advantage, intelligent tutoring systems, Intelligent Tutoring Systems, Educational inequality, Mathematics learning outcomes, socioeconomic status

Identifiers

Local EPrints ID: 505434
URI: http://eprints.soton.ac.uk/id/eprint/505434
ISSN: 0360-1315
PURE UUID: 7cf3674b-33c1-4e8a-a1d9-d4d2c0b70d4f
ORCID for Brody Hannan: ORCID iD orcid.org/0000-0003-0433-6014

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Date deposited: 08 Oct 2025 16:37
Last modified: 09 Oct 2025 02:22

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Contributors

Author: Brody Hannan ORCID iD
Author: Rebecca Eynon

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