| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.331 | -0.062 |
|
Retracted Output
|
-0.860 | -0.050 |
|
Institutional Self-Citation
|
-0.273 | 0.045 |
|
Discontinued Journals Output
|
0.205 | -0.024 |
|
Hyperauthored Output
|
-1.338 | -0.721 |
|
Leadership Impact Gap
|
-2.653 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.538 | -0.515 |
Jining University presents a robust scientific integrity profile, reflected in an overall risk score of -0.392, indicating performance superior to the global average. The institution demonstrates significant strengths in maintaining rigorous quality control, with exceptionally low risk signals in retracted output, hyper-prolific authorship, and redundant publications. A standout feature is the university's strong intellectual leadership, evidenced by a minimal gap between its overall impact and the impact of research led by its own faculty. However, this solid foundation is contrasted by moderate risk alerts in the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, which require strategic attention. These integrity metrics are particularly relevant given the university's notable academic standing in key disciplines, with SCImago Institutions Rankings placing it among China's top institutions in Energy, Physics and Astronomy, Engineering, and Chemistry. While the institution's specific mission statement was not available for this analysis, the identified risks could challenge the core principles of academic excellence and social responsibility common to all higher education institutions. To ensure its reputational integrity matches its scientific achievements, it is recommended that Jining University focuses on refining its affiliation policies and enhancing due diligence in publication channel selection, thereby fortifying its position as a leader in both research and ethical practice.
The institution exhibits a Z-score of 2.331, a notable contrast to the national average of -0.062. This suggests a moderate deviation from the national norm, indicating that the university is more sensitive to risk factors in this area than its peers. While multiple affiliations can be a legitimate outcome of collaboration, this disproportionately high rate signals a potential strategic inflation of institutional credit. This pattern warrants a review to ensure that affiliation practices are driven by genuine scientific partnership rather than "affiliation shopping," thereby safeguarding the transparency and accuracy of the university's collaborative footprint.
With a Z-score of -0.860, the institution demonstrates an exceptionally low rate of retractions, which is consistent with and even improves upon the country's low-risk score of -0.050. This near-absence of risk signals is a positive indicator of the effectiveness of its pre-publication quality control mechanisms. The data suggests that research supervision and methodological rigor are strong, as retractions, which can signify the need to correct the scientific record, are exceedingly rare. This reflects a culture of integrity where potential errors are likely identified and resolved before they enter the public domain.
The institution's Z-score of -0.273 is in the low-risk range, showcasing considerable resilience when compared to the national Z-score of 0.045, which signals a medium-risk environment. This indicates that the university's control mechanisms are effectively mitigating a systemic risk present in the country. While a certain level of self-citation is natural, the institution avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This prudent approach suggests that the university's academic influence is validated by the broader global community rather than being inflated by internal dynamics.
The institution's Z-score of 0.205 places it in the medium-risk category, diverging from the low-risk national average of -0.024. This moderate deviation suggests the university has a greater exposure to this risk than its national counterparts. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of the university's scientific output is channeled through media that may not meet international ethical or quality standards, creating reputational vulnerabilities and signaling an urgent need for enhanced information literacy to prevent the use of 'predatory' or low-quality venues.
The institution's Z-score of -1.338 is in the very low-risk category, aligning well with the country's low-risk score of -0.721. This demonstrates a consistent and low-profile approach to authorship, suggesting that the university's practices are in line with national standards. The absence of risk signals in this area indicates that author lists are likely managed with transparency and accountability, successfully distinguishing between necessary large-scale collaboration and potentially problematic 'honorary' authorship practices.
With a Z-score of -2.653, the institution shows a complete absence of risk signals, performing significantly better than the already strong national average of -0.809. This exceptionally low score represents a major institutional strength. It indicates that the university's scientific prestige is not dependent on external partners but is driven by its own structural capacity. This reflects a high degree of intellectual leadership, where the institution's own-led research contributes powerfully to its overall impact, demonstrating sustainable, internally generated excellence.
The institution's Z-score of -1.413 signifies a very low risk, effectively isolating it from the medium-risk dynamics observed at the national level (Z-score of 0.425). This preventive isolation is a clear strength, showing that the university does not replicate the national trend toward hyper-productivity. This low indicator suggests a healthy balance between quantity and quality, steering clear of risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, and instead prioritizing the integrity of the scientific record.
With a Z-score of -0.268, the institution's risk level is very low, consistent with the low-risk national context (Z-score of -0.010). This alignment demonstrates that the university avoids excessive dependence on its own journals for dissemination. This practice mitigates potential conflicts of interest and the risk of academic endogamy, where production might bypass independent external peer review. By favoring external channels, the institution ensures its research undergoes standard competitive validation, enhancing its global visibility and credibility.
The institution's Z-score of -0.538 is almost identical to the national average of -0.515, placing both in the very low-risk category. This reflects a state of integrity synchrony, where the university is in total alignment with a national environment of maximum scientific security. The data strongly suggests that the institution's researchers prioritize the publication of significant, coherent studies over the practice of 'salami slicing,' where work is fragmented into minimal units to inflate productivity. This commitment to substance over volume reinforces the integrity of the scientific evidence it produces.