| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.359 | -0.062 |
|
Retracted Output
|
-0.090 | -0.050 |
|
Institutional Self-Citation
|
-0.043 | 0.045 |
|
Discontinued Journals Output
|
-0.113 | -0.024 |
|
Hyperauthored Output
|
-0.967 | -0.721 |
|
Leadership Impact Gap
|
-0.270 | -0.809 |
|
Hyperprolific Authors
|
0.388 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.230 | -0.515 |
China Jiliang University presents a robust scientific integrity profile, with an overall risk score of -0.149, indicating a performance that is well-aligned with, and in several key areas surpasses, national standards. The institution demonstrates notable strengths in managing risks associated with multiple affiliations, retracted output, and publication in discontinued journals, consistently maintaining a more prudent profile than the national average. A key area of resilience is its low rate of institutional self-citation, which contrasts with a more systemic risk pattern observed across the country. The primary area for strategic attention is the rate of hyperprolific authors, which registers a medium risk level, reflecting a broader national trend. This strong integrity framework underpins the university's academic achievements, particularly in its leading research areas as identified by SCImago Institutions Rankings, including Earth and Planetary Sciences, Medicine, and Agricultural and Biological Sciences. While a specific mission statement was not available for this analysis, such a low-risk profile is fundamental to any mission centered on academic excellence and social responsibility. The identified risk concerning hyperprolificity could, if unaddressed, challenge the perception of quality and rigor, suggesting that a continued focus on research integrity is crucial for safeguarding the university's reputation and ensuring its contributions are both impactful and trustworthy.
With an institutional Z-score of -0.359, significantly lower than the national average of -0.062, the university demonstrates a prudent and well-managed approach to researcher affiliations. This suggests that its processes are more rigorous than the national standard. While multiple affiliations are often a legitimate result of collaboration, the university's low rate indicates a reduced risk of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of transparent and authentic academic contribution.
The institution's Z-score for retracted output is -0.090, compared to the national average of -0.050, indicating a more rigorous management of publication quality than its peers. Retractions are complex events, and the university's comparatively lower rate suggests that its pre-publication quality control mechanisms are effective, minimizing the likelihood of systemic failures in methodological rigor or potential malpractice and thereby protecting its scientific record.
The university exhibits strong institutional resilience in this area, with a low-risk Z-score of -0.043, effectively mitigating the systemic risks observed at the national level, where the average score is 0.045 (medium risk). A certain level of self-citation is natural, but the institution successfully avoids the "echo chambers" that can lead to endogamous impact inflation. This demonstrates that its academic influence is validated by the broader scientific community, not just internal dynamics, reflecting a healthy integration into global research conversations.
With a Z-score of -0.113, well below the national average of -0.024, the university shows a prudent profile in its choice of publication venues. This low rate of publication in discontinued journals is a positive signal of due diligence. It indicates that the institution's researchers are effectively avoiding channels that fail to meet international ethical or quality standards, thereby protecting the university from reputational damage and ensuring that research efforts are not wasted on "predatory" or low-quality practices.
The institution maintains a Z-score of -0.967 for hyper-authored output, substantially lower than the national average of -0.721. This demonstrates a more rigorous approach to authorship than the national standard. The university's low rate in this indicator suggests a strong culture of accountability, effectively distinguishing necessary large-scale collaboration from practices like "honorary" authorship and ensuring that credit is assigned transparently and appropriately.
The university's Z-score of -0.270 indicates a slight divergence from the national context, which shows a very low-risk average of -0.809. This suggests the institution exhibits minor signals of risk in an area where they are largely absent across the country. A wide positive gap can signal a dependency on external partners for impact. The university's score, while still in the low-risk category, points to a potential sustainability risk where its scientific prestige might be more reliant on collaborations where it does not exercise full intellectual leadership, inviting a strategic review of how to bolster its own structural research capacity.
The institution's Z-score of 0.388 places it in the medium-risk category, closely mirroring the national average of 0.425. This alignment suggests the university is reflecting a systemic pattern of behavior common within the country's research ecosystem. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator serves as an alert to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant internal review.
With a very low-risk Z-score of -0.268, the university demonstrates an exemplary absence of risk signals in this area, a profile that is consistent with and even improves upon the low-risk national standard (-0.010). The institution avoids excessive dependence on in-house journals, a practice that mitigates potential conflicts of interest and the risk of academic endogamy, ensuring that its scientific production undergoes independent external peer review and achieves global visibility rather than relying on internal "fast tracks."
The university's Z-score of -0.230, while in the low-risk range, represents a slight divergence from the very low-risk national average of -0.515. This indicates the presence of minor risk signals that are not as prevalent in the broader national context. Massive bibliographic overlap between publications can indicate "salami slicing"—the practice of fragmenting a study into minimal units to inflate productivity. This finding, though not critical, suggests a need for vigilance to ensure that research prioritizes the generation of significant new knowledge over the artificial inflation of publication volume.