| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.765 | -0.062 |
|
Retracted Output
|
5.931 | -0.050 |
|
Institutional Self-Citation
|
-1.150 | 0.045 |
|
Discontinued Journals Output
|
1.578 | -0.024 |
|
Hyperauthored Output
|
-1.136 | -0.721 |
|
Leadership Impact Gap
|
-0.843 | -0.809 |
|
Hyperprolific Authors
|
-1.156 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.997 | -0.515 |
Zhoukou Normal University demonstrates a complex scientific integrity profile, characterized by a notable contrast between areas of exceptional governance and specific, significant vulnerabilities. With an overall risk score of 1.922, the institution's performance reveals critical points requiring strategic intervention. Its primary strengths lie in maintaining very low-risk levels for Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authorship, and ensuring a minimal gap in impact from led research, indicating a robust internal capacity and a culture that avoids academic endogamy. However, these strengths are overshadowed by a significant risk in the Rate of Retracted Output and medium-level risks in Multiple Affiliations, publication in Discontinued Journals, and Redundant Output. These vulnerabilities could undermine the credibility of the university's strongest research areas, identified by SCImago Institutions Rankings data in Earth and Planetary Sciences, Energy, Biochemistry, Genetics and Molecular Biology, and Engineering. While the institution's specific mission is not localized, any pursuit of academic excellence and social responsibility is fundamentally threatened by integrity risks that erode trust and devalue scientific contributions. A focused effort to strengthen pre-publication quality control and promote responsible publication practices will be essential to protect its reputation and leverage its clear thematic strengths for sustainable growth.
The institution presents a Z-score of 0.765, which indicates a moderate deviation from the national average of -0.062. This suggests that the university shows a greater sensitivity to risk factors related to author affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review of institutional policies. The data points to a potential strategic use of affiliations aimed at inflating institutional credit or engaging in “affiliation shopping,” a practice that could artificially enhance visibility without a corresponding contribution to the research itself.
With a Z-score of 5.931, the institution exhibits a severe discrepancy compared to the national average of -0.050. This risk activity is highly atypical for the national context and requires a deep integrity assessment. Retractions are complex events, but a rate this significantly higher than the global average alerts to a critical vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to prevent further damage to its scientific reputation.
The institution's Z-score of -1.150 is in stark contrast to the national average of 0.045, demonstrating a successful preventive isolation from risk dynamics observed elsewhere in the country. A certain level of self-citation is natural, but the university's very low rate is a positive indicator of robust external validation and integration into the global scientific community. This performance suggests the institution effectively avoids the creation of scientific 'echo chambers' and does not rely on internal dynamics to inflate its academic impact, ensuring its influence is based on broad recognition.
The university's Z-score of 1.578 shows a moderate deviation from the national average of -0.024, indicating a greater institutional sensitivity to this risk factor. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. The score indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
With a Z-score of -1.136, the institution demonstrates low-profile consistency, as its absence of risk signals aligns with the national standard (Z-score of -0.721). This very low rate indicates a healthy approach to authorship, suggesting that author lists are managed with transparency and reflect genuine contributions. This performance signals that the institution effectively avoids practices like author list inflation or 'honorary' authorships, thereby reinforcing individual accountability and the integrity of its research collaborations.
The institution's Z-score of -0.843 is in almost perfect alignment with the national average of -0.809, reflecting integrity synchrony with its environment. This very low gap is a strong indicator of scientific maturity and sustainability. It demonstrates that the institution's scientific prestige is structural and driven by its own intellectual leadership, rather than being dependent on external partners. This result confirms that its excellence metrics are a product of genuine internal capacity, a crucial foundation for long-term academic influence.
The institution shows a Z-score of -1.156, a clear case of preventive isolation from the medium-risk dynamics observed at the national level (Z-score of 0.425). This very low rate is a positive sign of a balanced research culture that prioritizes quality over sheer volume. It suggests that the university effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, ensuring that productivity metrics do not compromise the integrity of the scientific record and that intellectual contributions remain meaningful.
With a Z-score of -0.268, the institution exhibits low-profile consistency, aligning with the low-risk national standard (Z-score of -0.010). This indicates a commendable reliance on external, independent peer review for validating its research. By avoiding excessive dependence on its own journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice enhances the global visibility and credibility of its scientific production, ensuring it is vetted through standard competitive channels.
The institution's Z-score of 0.997 constitutes a monitoring alert, as this risk level is highly unusual for the national standard, where the average is -0.515. This value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. Such data fragmentation can distort the available scientific evidence and overburden the peer review system. This signal requires a review of internal evaluation criteria to ensure that incentives are aligned with the production of significant new knowledge rather than just publication volume.
