What the study found
Parental AI investment behaviours were directly associated with greater student engagement in AI-mediated informal digital learning of English (AI-IDLE). The study also found indirect effects through children's perceived AI value and effort expectancy for AI, including a chain mediation pathway.
Why the authors say this matters
The authors conclude that the findings extend the Situational Expectancy-Value Theory to informal, self-regulated, and technology-enhanced language learning contexts. They also say the study underscores the role parents play in out-of-class learning and offers practical insights for guiding children to use AI tools effectively for English proficiency development.
What the researchers tested
The study used the Situational Expectancy-Value Theory (SEVT), a theory about how situations shape motivation through expected value and effort beliefs. The researchers surveyed 2,346 primary and secondary school students in China with a questionnaire and analyzed the data using structural equation modelling (SEM).
What worked and what didn't
The results showed a direct positive link between parental AI investment behaviours and students' AI-IDLE engagement. The study also reported significant indirect effects through perceived AI value, effort expectancy for AI, and their chain mediation.
What to keep in mind
The abstract does not describe detailed limitations. The findings are based on questionnaire data from primary and secondary school students in China, so the summary provided here reflects that scope.
Key points
- Parental AI investment behaviours were directly associated with higher AI-IDLE engagement.
- Perceived AI value and effort expectancy for AI each mediated the relationship.
- The study also found a chain mediation pathway through both mediators.
- Data came from a questionnaire survey of 2,346 primary and secondary school students in China.
- The authors say the findings extend SEVT to informal, self-regulated, technology-enhanced language learning.
Disclosure
- Research title:
- Parental AI investment is linked to greater AI-IDLE engagement
- Authors:
- Honggang Liu
- Institutions:
- Soochow University
- Publication date:
- 2026-02-02
- OpenAlex record:
- View
Get the weekly research newsletter
Stay current with peer-reviewed research without reading academic papers — one filtered digest, every Friday.


