| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.289 | -0.062 |
|
Retracted Output
|
-0.268 | -0.050 |
|
Institutional Self-Citation
|
-0.403 | 0.045 |
|
Discontinued Journals Output
|
-0.137 | -0.024 |
|
Hyperauthored Output
|
0.130 | -0.721 |
|
Leadership Impact Gap
|
-0.621 | -0.809 |
|
Hyperprolific Authors
|
0.916 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.617 | -0.515 |
Fudan University presents a robust scientific integrity profile, with an overall risk score of -0.148 that indicates a performance well-aligned with global standards of responsible research. The institution demonstrates exceptional strengths in maintaining low rates of institutional self-citation, redundant output, and publication in its own journals, showcasing a commitment to external validation and impactful knowledge creation. This solid foundation of integrity underpins its world-class standing, as evidenced by its Top 10 global ranking in critical SCImago Institutions Rankings subject areas such as Biochemistry, Genetics and Molecular Biology, and Pharmacology, Toxicology and Pharmaceutics, as well as its Top 15 position in Medicine. However, moderate risk signals in the Rate of Hyper-Authored Output and the Rate of Hyperprolific Authors present a strategic challenge. While the university's mission is not specified, the pursuit of global excellence is implicit in its performance. These authorship-related vulnerabilities could potentially undermine this pursuit by creating a perception that quantitative metrics are prioritized over the integrity of the scientific record. To fully align its operational practices with its demonstrated academic leadership, it is recommended that the university reviews and reinforces its authorship policies to ensure transparency and accountability, thereby solidifying its reputation as a global leader in both research excellence and scientific integrity.
The institution demonstrates a prudent profile in managing multiple affiliations, with a Z-score of -0.289, which is notably lower than the national average of -0.062. This indicates that the university manages its affiliation processes with more rigor than the national standard. While multiple affiliations can be a legitimate outcome of collaboration, the university’s controlled rate minimizes any potential signals of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting a clear and transparent approach to academic partnerships.
With a Z-score of -0.268, significantly below the national average of -0.050, the university exhibits a commendable and prudent approach to publication quality. This superior performance suggests that its internal quality control mechanisms are more rigorous than the national standard. A low rate of retractions is a strong indicator of effective pre-publication supervision and methodological soundness, confirming that potential errors are addressed before they enter the scientific record and showcasing a culture of integrity that prevents systemic failures.
The university displays strong institutional resilience, with a Z-score of -0.403 in a national context that shows a moderate risk trend (Z-score of 0.045). This demonstrates that the institution's control mechanisms effectively mitigate the systemic risks of self-citation prevalent in the country. A certain level of self-citation is natural, but the university's exceptionally low rate signals a strong reliance on external validation and global community recognition, successfully avoiding the creation of scientific 'echo chambers' and ensuring its impact is not inflated by endogamous dynamics.
The institution maintains a prudent profile regarding its choice of publication venues, with a Z-score of -0.137 that is more favorable than the national average of -0.024. This suggests that the university's researchers exercise greater due diligence in selecting dissemination channels than their national peers. This careful management effectively mitigates the severe reputational risks associated with channeling work through media that fail to meet international ethical or quality standards, indicating a high level of information literacy and a commitment to avoiding 'predatory' practices.
A moderate deviation from the national norm is observed in this indicator, with the university's Z-score at 0.130 compared to the country's low-risk score of -0.721. This suggests the institution is more sensitive to risk factors related to authorship than its peers. While extensive author lists are legitimate in 'Big Science' disciplines, this elevated rate warrants a closer look to distinguish between necessary massive collaboration and potential author list inflation. It serves as a signal to ensure that authorship practices remain transparent and that credit reflects genuine contribution, thereby maintaining individual accountability.
The university's profile shows a slight divergence from the national baseline, with a Z-score of -0.621 compared to the country's very low score of -0.809. This indicates the emergence of a minor risk signal that is not apparent in the rest of the country. A wider positive gap can signal a sustainability risk where prestige is dependent on external partners. Although the current gap is small, it suggests that the institution's impact is slightly more reliant on collaborations where it does not hold intellectual leadership. This invites reflection to ensure that its high-impact metrics are increasingly driven by its own structural capacity.
The institution shows high exposure to this risk, with a Z-score of 0.916 that is more than double the national average of 0.425, even though both fall within a medium-risk context. This indicates the university is significantly more prone to hosting authors with extreme publication volumes. Such hyper-productivity challenges the limits of meaningful intellectual contribution and raises concerns about potential imbalances between quantity and quality. This alert points to possible risks such as coercive authorship or the assignment of credit without real participation, highlighting a need to review institutional dynamics that may prioritize metrics over the integrity of the scientific record.
In this area, the university's performance is exemplary, with a Z-score of -0.268 (very low risk) that is significantly better than the country's low-risk score of -0.010. This low-profile consistency demonstrates an absence of risk signals that aligns perfectly with a secure national standard. By avoiding dependence on its own journals, the institution circumvents potential conflicts of interest and academic endogamy. This practice reinforces its commitment to independent external peer review, enhances its global visibility, and ensures its scientific output is validated through standard competitive channels rather than internal 'fast tracks'.
The university demonstrates total operational silence on this indicator, with a Z-score of -0.617 that signals a complete absence of risk, performing even better than the already strong national average of -0.515. This exceptional result indicates a robust institutional culture that discourages the practice of dividing studies into 'minimal publishable units' to artificially inflate productivity. It reflects a clear prioritization of significant new knowledge over volume, thereby protecting the integrity of the scientific evidence base and respecting the academic review system.
