| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.143 | -0.062 |
|
Retracted Output
|
-0.606 | -0.050 |
|
Institutional Self-Citation
|
0.041 | 0.045 |
|
Discontinued Journals Output
|
-0.055 | -0.024 |
|
Hyperauthored Output
|
-0.267 | -0.721 |
|
Leadership Impact Gap
|
-1.083 | -0.809 |
|
Hyperprolific Authors
|
1.193 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.461 | -0.515 |
The University of Jinan demonstrates a robust scientific integrity profile, reflected in an overall score of -0.175, which indicates performance slightly above the global baseline. The institution's primary strengths lie in its exceptionally low rates of retracted output, minimal dependency on external leadership for impact, and negligible use of institutional journals for publication, signaling strong internal quality controls and a commitment to external validation. However, areas requiring strategic attention include the rates of multiple affiliations, institutional self-citation, and hyperprolific authors, all of which register at a medium risk level. These integrity metrics are contextualized by the university's notable academic strengths, particularly in fields where it holds a high international standing according to SCImago Institutions Rankings data, including Energy, Chemistry, Environmental Science, and Biochemistry, Genetics and Molecular Biology. The identified risks, while moderate, could challenge the university's mission to become "one of the prestigious universities in China or even in Asia," as a perception of inflated metrics or academic endogamy can undermine true excellence. To fully align its operational practices with its ambitious vision, the institution is advised to proactively develop and communicate clear policies on authorship, affiliation, and citation to ensure its growing reputation is built on an unshakeable foundation of scientific integrity.
The institution presents a Z-score of 0.143, while the national average is -0.062. This moderate deviation from the national standard suggests the university shows a greater sensitivity to risk factors than its peers. While multiple affiliations are often legitimate, the elevated rate here warrants a review. It could signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that, if unmonitored, could create a perception of opportunism rather than genuine collaboration, diverging from the more conservative trend observed across the country.
With a Z-score of -0.606, significantly lower than the national average of -0.050, the institution demonstrates an exemplary record in this area. This low-profile consistency, where the absence of risk signals surpasses the already low national standard, points to highly effective quality control mechanisms prior to publication. Such a low rate is a positive indicator of a strong integrity culture and responsible supervision, suggesting that potential methodological errors are successfully identified and corrected internally, safeguarding the institution's scientific record.
The institution's Z-score of 0.041 is nearly identical to the country's average of 0.045. This alignment indicates a systemic pattern, where the university's citation practices reflect a shared norm at the national level. A certain level of self-citation is natural to show research continuity; however, a medium-risk level suggests a broader tendency toward 'echo chambers' where work is validated internally. This shared dynamic warns of a potential for endogamous impact inflation, where academic influence may be shaped more by internal networks than by broader recognition from the global scientific community.
The institution's Z-score of -0.055 is lower than the national average of -0.024. This reflects a prudent profile, indicating that the university manages its publication processes with more rigor than the national standard. By effectively avoiding discontinued journals, the institution demonstrates superior due diligence in selecting dissemination channels. This proactive stance minimizes reputational risks associated with 'predatory' or low-quality publishing and shows a commitment to channeling its scientific output through reputable and enduring media.
The institution's Z-score of -0.267, while in the low-risk category, is higher than the national average of -0.721. This suggests an incipient vulnerability that warrants observation. Although the overall risk is low, the university shows slightly more activity in this area than its national peers. This serves as a minor signal to ensure that authorship practices remain transparent and accountable, distinguishing between necessary massive collaboration and any potential emergence of 'honorary' authorship that could dilute individual responsibility.
With an exceptionally low Z-score of -1.083, far below the national average of -0.809, the institution shows total operational silence in this risk indicator. This outstanding result, which surpasses an already strong national benchmark, demonstrates that the university's scientific prestige is structurally sound and not dependent on external partners for impact. It is a clear sign of robust internal capacity and intellectual leadership, confirming that its high-impact research is a direct result of its own capabilities.
The institution's Z-score of 1.193 is significantly higher than the national average of 0.425, even though both fall within the medium-risk category. This indicates a high exposure, suggesting the university is more prone to this risk than its environment. Extreme individual publication volumes challenge the limits of meaningful intellectual contribution and can signal an imbalance between quantity and quality. This heightened value alerts to potential risks such as coercive authorship or the assignment of authorship without real participation, dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is well below the national average of -0.010, placing it in the very low-risk category while the country is at a low-risk level. This low-profile consistency demonstrates a clear commitment to external, independent peer review. By largely avoiding in-house journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice enhances the global visibility and credibility of its research, ensuring its work is validated through standard competitive channels rather than internal 'fast tracks'.
The institution's Z-score of -0.461 is slightly higher than the national average of -0.515, though both are firmly in the very low-risk category. This minimal difference points to residual noise; the risk is negligible, but the university is the first to show faint signals in an otherwise inert environment. While there is no immediate concern, this subtle activity related to bibliographic overlap could indicate the earliest signs of data fragmentation or 'salami slicing.' It is a minor point that warrants no action but can be monitored over time to ensure it does not develop into a trend.