Evidence map›Paper›PMID 41884539›Full record

ArticleFrontiers in psychology2026

How autonomous motivation predicts college students' academic performance: a cross-sectional study on the mediating roles of self-control and learning habits.

Jihong Xie, Xiaoyong Hu, Penghui Wang, Dan Wang

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Jihong XieSchool of Education, Tianshui Normal University, Tianshui, China.
Xiaoyong HuDepartment of Psychology, Wuhan University, Wuhan, China.
Penghui WangSchool of Education, Tianshui Normal University, Tianshui, China.
Dan WangCounseling Center of Psychology, Tianshui Normal University, Tianshui, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Autonomous motivation can effectively predict students' academic performance; however, the underlying mechanisms through which this occurs require further exploration. Therefore, the purpose of this study is to explore the mediating roles of self-control and learning habits in this relationship among Chinese college students. A cross-sectional survey design was employed. Data were collected via an online questionnaire platform between November and December 2024. Using a convenience sampling method, a total of 796 university students (Mage = 20.49, SD = 1.32) were recruited. Participants completed a series of questionnaires assessing autonomous motivation, self-control, and learning habits. Academic performance scores were also collected. Data analysis was conducted using SPSS 24.0 and the SPSS PROCESS plug-in developed by Hayes. The findings showed that college students' autonomous motivation directly and positively predicted academic performance (effect = 0.072), accounting for 59.02%. Notably, learning habits partially mediated the relationship between autonomous motivation and academic performance (effect = 0.021). In addition, autonomous motivation indirectly and positively affected academic performance through the chain mediating effect of self-control and learning habits (effect = 0.029). The total indirect effect was significant (effect = 0.050), accounting for 40.98% of the total effect. However, the mediating role of self-control alone was not significant. The results of this study elucidate the internal mechanisms linking autonomous motivation to academic performance and provide actionable insights for college teachers and educational departments to improve students' academic outcomes.

Indexed as

academic performanceautonomous motivationcollege studentslearning habitsself-control

Identifiers

PMID41884539
PMCPMC13008987

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.