Evidence map›Paper›PMID 42220390›Full record

ArticleFrontiers in psychology2026

Supervisor support and engineering identity among engineering postgraduates: engineering self-efficacy as a mediator and psychological capital as a moderator.

Weiwei Li, Liangting Jia, Jinfeng Lu, Liangyu Cao

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. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Weiwei LiFaculty of Education, East China Normal University, Shanghai, China.
Liangting JiaOffice of Development Planning, Shanghai Customs University, Shanghai, China.
Jinfeng LuSchool of Education Science and Technology, Nanjing University of Posts and Telecommunications, Nanjing, China.
Liangyu CaoGraduate School, Northwestern Polytechnical University, Xi'an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: In contemporary society, engineering postgraduates face substantial academic and career-related pressures. Some students may choose to leave the engineering field during their study or employment stage. Notably, engineering postgraduates tend to report relatively low levels of engineering identity, a condition that may be linked to an increased risk of engineering talent attrition, warranting closer scholarly scrutiny. During postgraduate training, supervisors play a pivotal role, and the support they provide constitutes a critical resource for addressing this challenge. Consequently, it is crucial to systematically examine the relationship between supervisor support and engineering postgraduates' engineering identity. Method: This study utilized a cross-sectional online survey design to collect data from 869 engineering postgraduates in China. Established and validated measurement instruments were employed to assess supervisor support, engineering self-efficacy, psychological capital, and engineering identity. A mediation and moderation model was tested to examine the relationship between supervisor support and engineering identity, the mediating role of engineering self-efficacy, and the moderating effect of psychological capital on the direct path. Results: The findings revealed that supervisor support was positively associated with engineering postgraduates' engineering identity. Engineering self-efficacy mediated this relationship. Furthermore, psychological capital moderated the association between supervisor support and engineering identity, such that the positive relationship was stronger among postgraduates with higher psychological capital. Discussion: These results emphasize the significance of adopting effective supervisor support strategies and cultivating engineering postgraduates' engineering self-efficacy and psychological capital, factors that are positively associated with engineering identity among Chinese engineering postgraduates.

Indexed as

engineering identityengineering postgraduatesengineering self-efficacypsychological capitalsupervisor support

Identifiers

PMID42220390
PMCPMC13216220

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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.