| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.312 | -0.062 |
|
Retracted Output
|
-0.287 | -0.050 |
|
Institutional Self-Citation
|
-0.721 | 0.045 |
|
Discontinued Journals Output
|
0.130 | -0.024 |
|
Hyperauthored Output
|
-0.455 | -0.721 |
|
Leadership Impact Gap
|
-0.949 | -0.809 |
|
Hyperprolific Authors
|
-0.040 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.813 | -0.515 |
Jinan University presents a robust scientific integrity profile, with an overall risk score of -0.269 indicating performance that is significantly more secure than the global average. The institution demonstrates exceptional strengths in fostering genuine intellectual leadership, with a minimal gap between its overall impact and the impact of its self-led research. Furthermore, the university shows exemplary control over redundant publications and institutional self-citation, reflecting a culture that prioritizes substantive contributions and external validation. The primary area for strategic attention is the rate of publication in discontinued journals, which represents a moderate deviation from the national trend and warrants a review of researcher guidance on selecting publication venues. According to SCImago Institutions Rankings data, these strong integrity practices underpin areas of world-class research excellence, particularly in Pharmacology, Toxicology and Pharmaceutics (ranked 26th globally), Economics, Econometrics and Finance (70th), and Environmental Science (99th). This commitment to ethical research aligns directly with the university's mission to uphold "loyalty, sincerity, integrity and respect." However, the identified risk in journal selection could potentially undermine the goal of being a "prestigious university," as it associates valuable research with low-quality channels. To fully realize its vision, it is recommended that the university strengthens its information literacy programs to ensure that its high-quality research is disseminated through equally high-quality, reputable venues, thereby safeguarding its growing international reputation.
With a Z-score of -0.312, which is notably lower than the national average of -0.062, the university demonstrates a prudent and well-managed approach to academic collaboration. This suggests that the institution's processes are more rigorous than the national standard in this regard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate indicates a transparent environment that effectively avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that collaborative credit is assigned with clarity and integrity.
The institution exhibits a prudent profile in its publication quality control, with a Z-score of -0.287 that is considerably lower than the national average of -0.050. This indicates that the university's pre-publication review and supervision mechanisms are more rigorous and effective than the national norm. A low rate of retractions is a sign of a healthy integrity culture, suggesting that potential methodological errors are identified and corrected internally, preventing the systemic failures that often lead to the withdrawal of published work and protecting the institution's scientific reputation.
Jinan University demonstrates remarkable institutional resilience in this area, with a Z-score of -0.721 that stands in stark contrast to the national average of 0.045. This performance indicates that the university's control mechanisms effectively mitigate the systemic risks of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, but the university's very low rate signals a strong connection to the global scientific community and an absence of 'echo chambers.' This ensures that the institution's academic influence is driven by external validation and global recognition, not by endogamous impact inflation.
This indicator presents a point of moderate deviation, as the university's Z-score of 0.130 shows greater sensitivity to this risk factor compared to the national average of -0.024. This suggests a vulnerability in the due diligence processes for selecting dissemination channels. A high proportion of publications in journals that cease to meet international ethical or quality standards constitutes a critical alert. It exposes the institution to severe reputational risks and indicates an urgent need for enhanced information literacy and guidance for researchers to avoid channeling valuable scientific output through 'predatory' or low-quality media.
The university's Z-score of -0.455, while within a low-risk range, is higher than the national average of -0.721, signaling an incipient vulnerability that warrants review. This suggests that while not a widespread issue, there are pockets of activity that could indicate author list inflation. It is important to proactively monitor these signals to ensure a clear distinction is maintained between necessary massive collaboration, which is legitimate in some fields, and the dilutive effects of 'honorary' or political authorship practices that can obscure individual accountability.
In this domain, the university displays total operational silence regarding risk, with a Z-score of -0.949 that is even stronger than the country's already low-risk average of -0.809. This exceptional result signifies a complete absence of dependency on external partners for impact. It confirms that the institution's scientific prestige is structural and sustainable, driven by genuine internal capacity and intellectual leadership. This reflects a mature research ecosystem where excellence is generated from within, not merely imported through strategic collaborations.
The institution demonstrates significant institutional resilience, with a Z-score of -0.040 that effectively counters the medium-risk trend seen at the national level (0.425). This suggests that the university's control mechanisms successfully promote a balance between research quantity and quality. The absence of extreme individual publication volumes indicates a culture that prioritizes meaningful intellectual contribution over metric-driven productivity, thereby mitigating risks such as coercive authorship or assigning credit without substantive participation.
With a Z-score of -0.268, the university maintains a very low-risk profile that aligns consistently with the low-risk national standard (-0.010). This absence of risk signals demonstrates a clear commitment to external, independent peer review. By avoiding over-reliance on its own journals, the institution effectively sidesteps potential conflicts of interest and academic endogamy. This practice ensures its research is validated through competitive international channels, maximizing its global visibility and credibility.
The university exhibits an exemplary profile of total operational silence in this area, with a Z-score of -0.813 that is substantially lower than the national average of -0.515. This indicates a robust institutional culture that values the publication of complete, coherent studies over the artificial inflation of output metrics. The data suggests that researchers are not engaging in the practice of fragmenting studies into 'minimal publishable units,' thereby upholding the integrity of the scientific record and contributing significant, rather than incremental, new knowledge.
