Evidence map›Paper›PMID 42249026›Full record

ArticleScientific reports2026

A longitudinal evaluation of a four-level practical engineering education framework based on OBE-CDIO principles.

Fei Chen, Peng Chen, Jianjun Yang, Siyu Liu, Xianke Ma, Zhongwei Meng, Yuan Zhang, Jia Chen

Abstract read
In one paragraph

Article in Scientific reports, 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

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

1 citing paper in PubMed.

  1. Review
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

8 authors.

Fei ChenNational Automotive Engineering Demonstration Center, Xihua University, Chengdu, China.
Peng ChenNational Automotive Engineering Demonstration Center, Xihua University, Chengdu, China.
Jianjun YangNational Automotive Engineering Demonstration Center, Xihua University, Chengdu, China. 332898021@qq.com.
Siyu LiuNational Automotive Engineering Demonstration Center, Xihua University, Chengdu, China.
Xianke MaNational Automotive Engineering Demonstration Center, Xihua University, Chengdu, China.
Zhongwei MengNational Automotive Engineering Demonstration Center, Xihua University, Chengdu, China.
Yuan ZhangYiBin Vocational And Technical College, Yibin, China.
Jia ChenAcademy of Intelligent Manufacturing and Vehicle Engineering, Chengdu Vocational & Technical College of Industry, Chengdu, China.

Funding

The Educational and Teaching Reform Research Project of Xihua University xjjg2025017The Foundation of Chengdu Future Intelligent Manufacturing Industry Development Research Center, Chengdu Vocational & Technical College of Industry 2025WLZZ-YB03The Intelligent Vehicle Industry Collaborative Training Special Research Topic of Sichuan Association of Higher Education GJQZ-2025-ZD-06
6 · The paper itself

Abstract

The transition of engineering education toward competency-oriented training is critical for modern intelligent manufacturing, yet empirical models for resource-constrained local universities remain underexplored. Using a national-level automotive engineering experimental teaching demonstration center in China as a case, this study designed and evaluated a progressive four-level practical teaching system. The system integrates Outcome-Based Education (OBE) and the Conceive-Design-Implement-Operate (CDIO) approach and is supported by a Teaching-Learning-Competition-Innovation (TLCI) linkage mechanism. To evaluate its operation, this study conducted a design-based longitudinal investigation using graduate administrative tracking, competency self-assessment, and employer feedback. Multi-source descriptive evidence showed that, during implementation, the graduate employment rate remained around 95% for four consecutive years, and job-major alignment was approximately 80.0%. In addition, the average starting salary of the 2023 cohort increased by 42% compared with the 2020 cohort, students reported relatively high perceived engineering problem-solving ability, and national competition performance also showed positive trends. These findings suggest that combining industry practice with a competition-driven closed-loop mechanism may provide practical reference for improving the quality of engineering talent cultivation and offer an implementable pathway for educational reform in resource-constrained universities.

Indexed as

Automotive engineeringEngineering ethicsOBE-CDIOSustainable engineering educationTalent cultivationVirtual simulation

Identifiers

PMID42249026
PMCPMC13385652

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.