| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.946 | -0.062 |
|
Retracted Output
|
-0.484 | -0.050 |
|
Institutional Self-Citation
|
-0.456 | 0.045 |
|
Discontinued Journals Output
|
-0.016 | -0.024 |
|
Hyperauthored Output
|
-1.015 | -0.721 |
|
Leadership Impact Gap
|
-0.316 | -0.809 |
|
Hyperprolific Authors
|
-0.132 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.461 | -0.515 |
Hainan Normal University presents a robust scientific integrity profile, with an overall risk score of -0.206, indicating a performance that is generally well-aligned with or exceeds national standards. The institution demonstrates significant strengths in maintaining a very low rate of retracted output, redundant publications, and output in its own journals, reflecting strong quality control and a commitment to external validation. The primary area requiring strategic attention is the Rate of Multiple Affiliations, which registers at a medium risk level and deviates from the national norm. According to SCImago Institutions Rankings data, the university's key thematic strengths lie in areas such as Business, Management and Accounting, Earth and Planetary Sciences, and Physics and Astronomy. While the institution's formal mission was not available for this analysis, the observed low-risk profile strongly supports the universal academic values of excellence and social responsibility. However, the elevated risk in multiple affiliations could, if unmonitored, subtly undermine the perceived integrity of its research achievements. The university is advised to leverage its solid foundation of scientific integrity to further enhance its research impact, while developing clear institutional guidelines for affiliation practices to ensure they transparently reflect genuine collaboration and contribution.
The institution's Z-score of 0.946 for this indicator contrasts with the national average of -0.062. This moderate deviation suggests the university is more sensitive to this risk factor than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, the notable difference compared to the country's low-risk profile indicates that institutional practices may be encouraging a disproportionately high rate. This warrants a review to ensure these affiliations are a result of substantive partnerships rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping,” which could compromise the transparency of its research ecosystem.
With a Z-score of -0.484, the institution demonstrates an exemplary record in this area, which is consistent with the low-risk national environment (Z-score -0.050). This absence of risk signals aligns perfectly with the national standard, indicating that the university's quality control mechanisms prior to publication are highly effective. Such a low rate is a strong testament to the institution's integrity culture and suggests that issues of methodological rigor or potential malpractice are not systemic vulnerabilities, reinforcing the reliability of its scientific output.
The institution shows a Z-score of -0.456, a low-risk value that stands in positive contrast to the country's medium-risk average of 0.045. This demonstrates significant institutional resilience, as control mechanisms appear to be successfully mitigating a systemic risk prevalent in the national context. A certain level of self-citation is natural, but the university's ability to keep this rate low suggests it actively avoids the 'echo chambers' and endogamous impact inflation that can occur at a broader level. This indicates that the institution's academic influence is validated by the global community rather than being oversized by internal dynamics.
The institution's Z-score of -0.016 is statistically normal when compared to the national average of -0.024. This alignment indicates that the risk level is as expected for its context and size. The low rate suggests that the university's researchers generally perform adequate due diligence in selecting dissemination channels. While not an area of exceptional outperformance, it confirms that there is no systemic vulnerability exposing the institution to the reputational risks associated with channeling work through media that fail to meet international ethical or quality standards.
With a Z-score of -1.015, the institution exhibits a prudent profile, managing its processes with more rigor than the national standard (Z-score -0.721). This lower-than-average rate, within a low-risk context, is a positive indicator. It suggests that, outside of legitimate 'Big Science' collaborations, the university is less prone to author list inflation. This prudent approach reinforces individual accountability and transparency, signaling a culture that discourages 'honorary' or political authorship practices more effectively than its peers.
The institution's Z-score of -0.316 represents a slight divergence from the national average of -0.809. This indicates the emergence of a minor risk signal that is not as apparent in the rest of the country. While the risk level is low, this gap suggests a potential sustainability risk where the institution's scientific prestige may be somewhat dependent on external partners rather than being fully structural. It invites reflection on whether its high-impact metrics are consistently derived from real internal capacity and intellectual leadership, or if they are partially reliant on strategic positioning in collaborations led by others.
The institution's Z-score of -0.132 reflects a low-risk profile, which is a sign of institutional resilience against the medium-risk trend observed at the national level (Z-score 0.425). This suggests that the university's governance effectively mitigates the systemic pressures that can lead to extreme individual publication volumes. By maintaining a low rate, the institution discourages potential imbalances between quantity and quality, avoiding risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution's rate is very low and consistent with the low-risk national environment (Z-score -0.010). This absence of risk signals is a positive indicator of the university's commitment to global dissemination standards. By avoiding dependence on in-house journals, the institution sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and confirming that internal channels are not used as 'fast tracks' to inflate publication records without standard competitive validation.
The institution's Z-score of -0.461 is in the very low-risk category, as is the national average of -0.515. However, the university's score represents a level of residual noise, being the first to show faint signals in an otherwise inert environment. While the risk is minimal, this slight uptick suggests that the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, known as 'salami slicing,' is not entirely absent. Though currently negligible, it is a dynamic that warrants passive monitoring to ensure it does not grow and distort the institution's contribution to the scientific record.