| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.568 | -0.062 |
|
Retracted Output
|
-0.146 | -0.050 |
|
Institutional Self-Citation
|
0.736 | 0.045 |
|
Discontinued Journals Output
|
-0.109 | -0.024 |
|
Hyperauthored Output
|
-1.025 | -0.721 |
|
Leadership Impact Gap
|
-0.749 | -0.809 |
|
Hyperprolific Authors
|
1.487 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.719 | -0.515 |
Kunming University of Science and Technology demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.088 that indicates a performance well-aligned with international best practices. The institution exhibits significant strengths in operational diligence, showing very low to low risk levels in areas such as the Rate of Redundant Output, Output in Institutional Journals, and Multiple Affiliations, often outperforming national averages. These results suggest strong internal governance and a culture that prioritizes quality and transparency. However, the analysis identifies two areas requiring strategic attention: a medium-risk exposure to Institutional Self-Citation and a notably high rate of Hyperprolific Authors. These vulnerabilities stand in contrast to the institution's otherwise excellent standing and its global leadership in key thematic areas, including top-tier rankings in Environmental Science (70th), Agricultural and Biological Sciences (95th), Energy (104th), and Earth and Planetary Sciences, as per SCImago Institutions Rankings data. While the institution's mission was not available for review, any commitment to excellence and social responsibility is inherently challenged by practices that could suggest academic insularity or a prioritization of quantity over quality. Addressing these specific risks will be crucial to safeguarding the institution's reputation and ensuring its prestigious research output is built upon an unimpeachable foundation of scientific integrity.
The institution presents a Z-score of -0.568, which is significantly lower than the national average of -0.062. This comparison suggests a prudent and well-managed approach to academic collaboration. The data indicates that the university's processes are more rigorous than the national standard, effectively mitigating the risks associated with this indicator. While multiple affiliations can be a legitimate outcome of researcher mobility and partnerships, the institution's controlled rate signals that its collaborations are likely driven by genuine scientific synergy rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby reinforcing the transparency and legitimacy of its research network.
With a Z-score of -0.146, the institution demonstrates a lower incidence of retracted publications compared to the national average of -0.050. This favorable result points to a prudent profile where internal processes are managed with greater rigor than the national standard. A low rate of retractions suggests that the university's quality control mechanisms prior to publication are functioning effectively. This performance is a positive sign of responsible supervision and a strong institutional integrity culture, indicating that potential methodological flaws or malpractice are successfully identified and corrected before they can damage the scientific record.
The institution's Z-score for this indicator is 0.736, a value that signals a medium risk level and is notably higher than the national average of 0.045. This discrepancy indicates a high exposure, suggesting the center is more prone to this behavior than its national peers. A certain degree of self-citation is natural, reflecting ongoing research lines. However, this disproportionately high rate warns of potential scientific isolation or an 'echo chamber' where work is validated internally without sufficient external scrutiny. This dynamic creates a risk of endogamous impact inflation, where the institution's academic influence may appear oversized due to internal citation patterns rather than genuine recognition from the global scientific community, warranting a review of citation practices.
The institution records a Z-score of -0.109, which is lower than the national average of -0.024. This demonstrates a prudent profile, indicating that the university manages its publication processes with more diligence than the national standard. By maintaining a low rate of publication in journals that fail to meet international ethical or quality standards, the institution effectively avoids severe reputational risks. This performance suggests a high level of information literacy among its researchers and a successful institutional strategy for guiding authors toward credible and impactful dissemination channels, thereby protecting its scientific output and resources.
With a Z-score of -1.025, the institution shows a significantly lower rate of hyper-authored publications than the national average of -0.721. This result reflects a prudent profile, where the university's authorship practices appear more rigorous and controlled than the national norm. This is a strong positive signal, indicating that the institution effectively distinguishes between necessary large-scale collaboration and potential author list inflation. By maintaining this control, the university upholds individual accountability and transparency in its research, avoiding practices like 'honorary' or political authorship that can dilute the meaning of scientific contribution.
The institution's Z-score of -0.749 (Low Risk) shows a slight divergence from the national Z-score of -0.809 (Very Low Risk). This subtle difference indicates that while the national environment is almost entirely free of risk signals in this area, the university shows a minor signal of activity. This suggests a slight dependency on external partners for achieving high-impact research, where the institution's overall prestige may be partially reliant on collaborations in which it does not exercise primary intellectual leadership. While not a critical issue, this gap signals a potential sustainability risk and invites reflection on strategies to strengthen internal capacity and ensure that excellence metrics are a direct result of homegrown scientific leadership.
The institution exhibits a Z-score of 1.487, a medium-risk value that is substantially higher than the national average of 0.425. This significant difference highlights a high exposure, suggesting the university is far more prone to hosting hyperprolific authors than its peers. While high productivity can be legitimate, extreme publication volumes challenge the limits of meaningful intellectual contribution and can signal an imbalance between quantity and quality. This indicator serves as an urgent alert for potential risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record and require immediate review.
With a Z-score of -0.268, the institution operates at a very low risk level, which is consistent with and even improves upon the low-risk national average of -0.010. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns perfectly with a secure national environment. By avoiding dependence on its own journals, the university effectively sidesteps potential conflicts of interest and academic endogamy. This commitment to external, independent peer review strengthens the credibility of its research, enhances its global visibility, and confirms that internal channels are not used as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score of -0.719 is in the very low risk category and is even more favorable than the national average of -0.515. This result signifies a state of total operational silence, with an absence of risk signals that is even below the already secure national baseline. This exceptional performance indicates a strong institutional culture that discourages the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. It suggests that researchers at the university are focused on producing significant new knowledge rather than engaging in data fragmentation, thereby upholding the integrity of scientific evidence and respecting the academic review system.
