| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.033 | -0.062 |
|
Retracted Output
|
-0.700 | -0.050 |
|
Institutional Self-Citation
|
-0.932 | 0.045 |
|
Discontinued Journals Output
|
0.278 | -0.024 |
|
Hyperauthored Output
|
-1.254 | -0.721 |
|
Leadership Impact Gap
|
-0.134 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Ningde Normal University presents a strong overall integrity profile, reflected in its global score of -0.295. The institution demonstrates exceptional performance across a majority of indicators, with very low risk signals in critical areas such as retracted output, institutional self-citation, hyper-prolific authorship, and redundant publications. This robust foundation points to a mature and responsible research culture. However, strategic attention is required for two areas identified with medium risk—the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals—which suggest vulnerabilities in affiliation strategies and publication channel selection. According to SCImago Institutions Rankings data, the university demonstrates notable research capacity in areas such as Pharmacology, Toxicology and Pharmaceutics; Biochemistry, Genetics and Molecular Biology; and Chemistry. While a specific mission statement was not available for analysis, the identified risks could potentially conflict with the universal academic values of excellence and social responsibility. Proactively addressing these vulnerabilities is crucial to safeguard and enhance the institution's reputation. Overall, the university exhibits a commendable foundation of scientific integrity, and a focused effort to mitigate these specific risks will solidify its position as a high-quality academic institution.
The institution's Z-score of 2.033 indicates a moderate deviation from the national average of -0.062, suggesting a greater sensitivity to this risk factor compared to its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this comparatively high rate warrants a closer review. It may signal strategic attempts to inflate institutional credit or "affiliation shopping," where affiliations are claimed without substantive contribution. An internal assessment is recommended to ensure that all declared affiliations are transparent and reflect genuine collaborative work, thereby safeguarding the institution's academic credibility.
With a Z-score of -0.700, the university demonstrates an exceptionally low rate of retracted publications, which is fully consistent with the low-risk national standard (-0.050). This absence of risk signals suggests that the institution's pre-publication quality control and supervision mechanisms are highly effective. A low retraction rate is a hallmark of a responsible integrity culture, indicating that methodological rigor is prioritized and that potential errors are identified and corrected before they can compromise the scientific record, thus reinforcing the reliability of the university's research output.
The institution shows a commendable level of preventive isolation from national trends, with a Z-score of -0.932 in stark contrast to the country's medium-risk average of 0.045. This result indicates that the university does not replicate the risk dynamics of scientific isolation or 'echo chambers' observed elsewhere. A certain level of self-citation is natural, but the university's very low rate suggests its work is validated by the broader scientific community, not just internally. This strong external focus is a positive sign that the institution's academic influence is built on global recognition rather than endogamous impact inflation.
The university's Z-score of 0.278 for output in discontinued journals represents a moderate deviation from the low-risk national average (-0.024), indicating a higher institutional exposure to this risk. Publishing in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern suggests that a portion of the university's 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 points to an urgent need for enhanced information literacy among researchers to avoid predatory or low-quality publication practices.
With a Z-score of -1.254, the institution maintains a very low rate of hyper-authored publications, consistent with and even stronger than the low-risk national standard (-0.721). This low-profile consistency suggests that the university's authorship practices are well-governed and transparent. The data indicates a clear distinction between necessary massive collaboration and potentially problematic 'honorary' authorship, ensuring that author lists accurately reflect individual contributions and that accountability is not diluted, thereby upholding the integrity of its research.
The institution's Z-score of -0.134 shows a slight divergence from the national context, where this risk is very low (-0.809). This indicates the emergence of a small gap where the impact of the university's overall output is slightly higher than the impact of the research it leads. While the signal is low, it suggests a potential for scientific prestige to be dependent on external collaborations rather than being fully driven by endogenous capacity. This invites a strategic reflection on strengthening intellectual leadership in partnerships to ensure the institution's long-term research sustainability and structural excellence.
The university demonstrates a remarkable degree of preventive isolation, with an exceptionally low Z-score of -1.413 for hyperprolific authors, particularly when compared to the medium-risk national average of 0.425. This result indicates that the institution effectively avoids the risks associated with extreme individual publication volumes, which can challenge the limits of meaningful intellectual contribution. This suggests a healthy institutional culture that prioritizes quality over quantity, mitigating risks such as coercive authorship or superficial contributions and protecting the integrity of its scientific record.
The institution's Z-score of -0.268 for publications in its own journals is very low, aligning perfectly with the low-risk national standard (-0.010). This low-profile consistency demonstrates a strong commitment to external validation and global visibility. By avoiding over-reliance on in-house journals, the university effectively mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent, external peer review, allowing it to compete on merit within the global academic community.
With a Z-score of -1.186, the institution exhibits total operational silence in this area, performing significantly better than the already very low national average (-0.515). This absence of risk signals indicates that practices like data fragmentation or 'salami slicing' are not prevalent. The university's research culture appears to value the publication of coherent, significant studies over the artificial inflation of output metrics. This commitment to substance over volume strengthens the scientific record and reinforces the institution's reputation for producing high-quality, impactful research.
