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Compensatory Gaokao admissions, academic performance, and graduate destinations: an empirical study in Henan Province, China
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  • Published: 16 May 2026

Compensatory Gaokao admissions, academic performance, and graduate destinations: an empirical study in Henan Province, China

  • Yihua Hou1,2 &
  • Ahmad Zabidi Bin Abdul Razak1 

Humanities and Social Sciences Communications (2026) Cite this article

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Subjects

  • Economics
  • Education

Abstract

The Three Special Enrollment Programs (TSEP) of China, which are National (NSP), University (SPU) and Local (LSP) programs, are designed to increase access to quality higher education among rural and low-income students. This paper will be based on the relationship between TSEP participation, academic performance, and early post-graduation destinations using data on 3226 graduates of seven universities in Henan Province. We compare scores of Gaokao and cumulative GPA between policy groups and approximate multinomial logistic models of employment outcomes, with the mediation of GPA. Findings demonstrate that there are not very big differences in the Gaokao score and academic performance of urban and rural students at the institutional tier. TSEP impacts are not uniform across levels: TSEP students in Double First-Class Universities have better GPAs than non-TSEP students with similar initial scores, and at local institutions, initial impacts among TSEP students are drawn to similar GPAs. TSEP students are more inclined to continue with their studies and less inclined to work right after graduation compared to other students who are not in TSEP. The mediation analysis shows that TSEP positively indirectly affects employment, through the enhancement of GPA, and negatively directly. On the whole, TSEP seems to achieve positive academic performance, although it is less effective in terms of providing equitable outcomes in the labor-market, which is why the policy should be supported by the levels in terms of tiers.

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Author information

Authors and Affiliations

  1. University of Malaya, Kuala Lumpur, Malaysia

    Yihua Hou & Ahmad Zabidi Bin Abdul Razak

  2. Henan University of Science and Technology, Luoyang, China

    Yihua Hou

Authors
  1. Yihua Hou
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  2. Ahmad Zabidi Bin Abdul Razak
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Corresponding author

Correspondence to Ahmad Zabidi Bin Abdul Razak.

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Competing interests

The authors declare no competing interests.

Ethical approval

The research has been approved by Universiti Malaya Research Ethics Committee. Confirmation that all research was performed in accordance with the Universiti Malaya Research Ethics Guidelines, and the Approval number is UM.TNC2/UMREC_3223. The approval is valid from February 2024 till February 2027.

Informed consent

The study concerns non-interventional research questionnaires, and all participants have been fully informed that their anonymity is assured, why the research is being conducted, how their data will be utilised, and if there are any risks to them of participating. The informed consent was obtained during the period from March 2024 to the end of June 2024.

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Cite this article

Hou, Y., Abdul Razak, A.Z.B. Compensatory Gaokao admissions, academic performance, and graduate destinations: an empirical study in Henan Province, China. Humanit Soc Sci Commun (2026). https://doi.org/10.1057/s41599-026-07571-8

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  • Received: 04 September 2025

  • Accepted: 29 April 2026

  • Published: 16 May 2026

  • DOI: https://doi.org/10.1057/s41599-026-07571-8

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