Evidence map›Paper›PMID 42761234›Full record

ArticleFrontiers in public health2026

Associations between perceived campus walkability and self-reported exercise behavior among college students: a cross-sectional serial indirect-effects study of exercise motivation and general self-efficacy.

Guanghui Liu, Jianmin Zhao, Mingyu Zhao, Yang Zhao, Congcong Zhao

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Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Guanghui LiuSchool of Sports and Leisure, Shandong Sport University, Jinan, Shandong, China.
Jianmin ZhaoSchool of Humanities, Beijing Sport University, Beijing, China.
Mingyu ZhaoSchool of Politics and Public Administration, Qufu Normal University, Rizhao, Shandong, China.
Yang ZhaoForeign Language College, Weifang University, Weifang, Shandong, China.
Congcong ZhaoSchool of Basic-Level Two Committees Education, Shandong Open University, Jinan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study examined the cross-sectional association between perceived campus walkability and self-reported exercise behavior among college students and explored indirect associations through exercise motivation and general self-efficacy under a prespecified serial ordering. The study aimed to inform the development of health-promoting university campuses and strategies to support student exercise behavior. Methods: A cross-sectional online questionnaire survey was conducted among 1,739 undergraduate students recruited through multi-institutional convenience sampling from six undergraduate universities located in different regions of Shandong Province, China. Perceived campus walkability, exercise motivation, general self-efficacy, and exercise behavior were assessed using self-report measures. Descriptive statistics, Pearson correlations, and hierarchical multiple linear regression with demographic and background covariates were used to examine associations. Heteroscedasticity-consistent HC3 standard errors were reported. Cross-sectional indirect associations under the prespecified ordering of perceived campus walkability → exercise motivation → general self-efficacy → exercise behavior were estimated using PROCESS version 4.2 Model 6 with 5,000 bootstrap resamples. Because all variables were measured at one time point, the indirect-effect analysis was not interpreted as establishing temporal mediation or causality. Results: The mean scores were 136.99 (SD 15.86) for perceived campus walkability, 58.00 (SD 11.68) for exercise motivation, 26.90 (SD 7.11) for general self-efficacy, and 16.81 (SD 19.88) for exercise behavior. Exercise intensity was classified as light for 714 participants (41.1%), low for 400 (23.0%), moderate for 264 (15.2%), vigorous but non-sustained for 303 (17.4%), and vigorous and sustained for 58 (3.3%). Perceived campus walkability was positively correlated with exercise motivation ( Conclusion: Perceived campus walkability showed a small positive association with self-reported exercise behavior among college students. Exercise motivation accounted for a statistically nonzero indirect association under the prespecified model, whereas indirect associations through general self-efficacy alone and through the serial pathway were not supported. These findings support combining improvements in campus destinations and walking access with strategies that strengthen students' motivation to exercise; however, longitudinal or experimental studies are needed to determine temporal direction and causal mechanisms.

Indexed as

Environment DesignExerciseMotivationSelf EfficacyStudentsWalkingAdolescentAdultChinaCross-Sectional StudiesFemaleHumansMaleSelf ReportSurveys and QuestionnairesUniversitiescollege studentscross-sectional indirect associationexercise behaviorexercise motivationgeneral self-efficacyperceived campus walkability

Identifiers

PMID42761234
PMCPMC13585724

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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.