Evidence map›Paper›PMID 40709245›Full record

ArticleFrontiers in sociology2025

Identifying key risk factors for Chinese international students: a hybrid AHP-DEMATEL-cross-reinforcement matrix approach with policy implications.

Hongwei Li, Lei Wang, Junhong Gao

Abstract read
In one paragraph

Article in Frontiers in sociology, 2025. 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

What it found

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2 · The registry

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Hongwei LiCollege of Economics and Management, Shandong University of Science and Technology, Qingdao, China.
Lei WangCollege of Economics and Management, Shandong University of Science and Technology, Qingdao, China.
Junhong GaoCollege of Economics and Management, Shandong University of Science and Technology, Qingdao, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Chinese students usually face risks from various aspects in the process of studying abroad. The use of the analytic hierarchy process alone ignores the interplay between the influencing factors and lacks systematic thinking about the identification of key influencing factors due to the intricacies of the factors affecting and constraining these risks. Therefore, we utilize the DEMATEL method and cross-reinforcement matrix to improve the weights obtained from AHP and to enhance the accuracy and scientific rigor of the weight vectors. Finally, five factors with the largest weights of risk factors affecting international students are identified through the analysis. They are self-management ability, language ability, policy of the host country, economic conditions of the host country, and values. Appropriate risk response countermeasures are proposed to reduce the risk potential of international students based on the results. Exploring the risk factors affecting students studying abroad can provide a reference for Chinese students to predict and control the risks of studying abroad. It can also provide support for international institutions to recruit, manage, and assist Chinese students.

Indexed as

AHPChinese student studying abroadcross-reinforcement matrixDEMATELkey risk factors

Identifiers

PMID40709245
PMCPMC12287043

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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.