| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.151 | -0.927 |
|
Retracted Output
|
1.714 | 0.279 |
|
Institutional Self-Citation
|
1.850 | 0.520 |
|
Discontinued Journals Output
|
1.429 | 1.099 |
|
Hyperauthored Output
|
-1.321 | -1.024 |
|
Leadership Impact Gap
|
-1.209 | -0.292 |
|
Hyperprolific Authors
|
0.441 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.776 | 0.720 |
Kuvempu University presents a mixed integrity profile, characterized by areas of exceptional governance alongside specific, significant vulnerabilities that require strategic attention. With an overall score of 0.629, the institution demonstrates notable strengths in preventing questionable affiliation practices, hyper-authorship, redundant publications, and academic endogamy, often performing better than the national average in these domains. However, this robust performance is contrasted by a significant alert in the Rate of Retracted Output and medium-risk signals in Institutional Self-Citation, publication in Discontinued Journals, and the presence of Hyperprolific Authors. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Physics and Astronomy, Agricultural and Biological Sciences, Chemistry, and Mathematics. While any institutional mission is built on the pursuit of academic excellence and societal trust, the identified risks, particularly the high rate of retractions, directly challenge these core values by potentially compromising the reliability and quality of its scientific contributions. To safeguard its reputation and build upon its thematic strengths, it is recommended that the university leverages its clear capacity for sound governance to develop targeted interventions that address these specific vulnerabilities, thereby fostering a more resilient and uniformly robust culture of scientific integrity.
The institution demonstrates an exceptionally low rate of multiple affiliations, with a Z-score of -1.151 that is even more conservative than the already low national average of -0.927. This complete absence of risk signals in this area indicates robust and transparent affiliation practices. It confirms that the institution is not engaging in strategic attempts to inflate institutional credit or "affiliation shopping," reflecting a strong commitment to clear and honest academic representation.
The university's Z-score of 1.714 for retracted publications is significantly higher than the national average of 0.279, indicating that it is amplifying a vulnerability already present in the national research system. This high rate of retractions suggests that quality control mechanisms prior to publication may be failing systemically. Beyond individual cases, a rate significantly higher than the global average alerts to a vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor requiring immediate qualitative verification by management to protect its scientific reputation.
With a Z-score of 1.850, the institution shows a higher rate of self-citation compared to the national average of 0.520, despite both falling within the medium-risk category. This suggests the university is more exposed than its national peers to practices that could lead to scientific isolation. A disproportionately high rate can signal concerning 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This trend warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition.
The institution's Z-score of 1.429 for publications in discontinued journals is notably higher than the national average of 1.099, indicating a greater exposure to this risk compared to its peers. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution maintains a very low Z-score of -1.321 in hyper-authored output, which is consistent with and even slightly better than the low-risk national profile (Z-score of -1.024). This absence of risk signals demonstrates that the university's authorship practices are well-aligned with national standards, effectively avoiding the potential for author list inflation. This reflects a healthy approach to assigning credit and maintaining individual accountability in its research collaborations.
With a Z-score of -1.209, the institution shows no signs of a problematic gap between its overall impact and the impact of its led research, a result that aligns with the low-risk national context (Z-score of -0.292). This indicates a healthy and sustainable research model where the scientific prestige generated is a direct result of the institution's own intellectual leadership and internal capacity, rather than being dependent on external partners.
The institution's Z-score of 0.441 indicates a medium-risk level for hyperprolific authorship, a moderate deviation from the low-risk national standard of -0.067. This suggests the university is more sensitive than its peers to factors that encourage extreme publication volumes. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant a review of internal incentive structures.
The university shows a total absence of risk signals related to publishing in its own journals, with a Z-score of -0.268 that is even lower than the national average of -0.250. This demonstrates an exemplary commitment to seeking external validation for its research. By avoiding excessive dependence on in-house journals, the institution effectively mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent peer review and achieves broader global visibility.
The institution exhibits a very low Z-score of -0.776 for redundant publications, effectively isolating itself from a risk that is moderately present at the national level (Z-score of 0.720). This preventive stance shows that the university does not replicate the risk dynamics observed in its environment. It indicates strong editorial oversight and a culture that discourages data fragmentation or 'salami slicing,' prioritizing the publication of significant, coherent studies over artificially inflating productivity metrics.
