| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.594 | -0.927 |
|
Retracted Output
|
-0.240 | 0.279 |
|
Institutional Self-Citation
|
-0.749 | 0.520 |
|
Discontinued Journals Output
|
0.436 | 1.099 |
|
Hyperauthored Output
|
-0.717 | -1.024 |
|
Leadership Impact Gap
|
2.220 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
The University of Agricultural Sciences, Dharwad, demonstrates a commendable overall scientific integrity profile, with a global risk score of -0.334 indicating performance that is more robust than the baseline. The institution's primary strengths lie in its exceptionally low rates of multiple affiliations, hyperprolific authorship, and redundant output, suggesting a culture that prioritizes substance over inflated metrics. Furthermore, it shows notable resilience, maintaining low-risk levels for retracted output and institutional self-citation in a national context where these are medium-level concerns. The main vulnerabilities requiring strategic attention are a medium-risk exposure to publication in discontinued journals and, most significantly, a pronounced gap between the impact of its total output and that of research where it holds a leadership role. According to SCImago Institutions Rankings data, the university's clear thematic specialization is in Agricultural and Biological Sciences. While a formal mission statement was not available for this analysis, the institution's strong integrity baseline provides a solid foundation for any mission centered on excellence and social responsibility. However, the identified dependency on external collaboration for impact could challenge the long-term goal of establishing itself as a self-sufficient leader in its field. By leveraging its robust internal controls and addressing this strategic dependency, the university is well-positioned to consolidate its scientific leadership and impact.
The institution exhibits a Z-score of -1.594, a figure that is not only in the lowest risk category but is also significantly lower than the national average of -0.927. This result indicates a complete absence of risk signals related to affiliation integrity, positioning the university as a benchmark of clarity and transparency in this area, even within a low-risk national environment. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's exceptionally low score confirms that its collaborative practices are transparent and free from any indicators of "affiliation shopping," reflecting a straightforward and ethically sound approach to crediting research contributions.
With a Z-score of -0.240, the institution maintains a low-risk profile, demonstrating effective control in an area where the national context presents a medium-level risk (Z-score: 0.279). This suggests that the university's internal quality control mechanisms are successfully mitigating the systemic vulnerabilities observed elsewhere in the country. A high rate of retractions can suggest that pre-publication quality checks are failing. The institution's favorable score indicates that its processes for ensuring methodological rigor are robust, and its integrity culture is strong enough to prevent the recurring issues that might lead to a higher national retraction rate, reflecting responsible scientific supervision.
The institution's Z-score of -0.749 places it in the low-risk category, showcasing strong performance compared to the national average of 0.520, which falls into the medium-risk band. This indicates that the university's research ecosystem is well-integrated with the global scientific community and avoids the endogamous tendencies seen nationally. Disproportionately high rates of self-citation can signal 'echo chambers' where work is validated without sufficient external scrutiny. The university's low score demonstrates institutional resilience, suggesting its academic influence is built on broad external recognition rather than being inflated by internal citation dynamics.
The institution presents a Z-score of 0.436, which, while categorized as a medium risk, is notably better than the national average of 1.099. This suggests that although there is some exposure to questionable publication channels, the university manages this risk more effectively than its national peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination venues. The university's score, though in the medium range, reflects a differentiated management approach that moderates a common national vulnerability, but still points to a need for enhanced information literacy among researchers to avoid channeling work through media that do not meet international ethical or quality standards.
With a Z-score of -0.717, the institution's rate of hyper-authored output is low, yet slightly higher than the national average of -1.024. This indicates a generally healthy authorship profile but also reveals an incipient vulnerability that warrants monitoring before it escalates. Outside of "Big Science" contexts, a high Z-score can indicate author list inflation, which dilutes individual accountability. The university's score is within a normal range, but its position relative to the national average suggests that a review of authorship practices could be beneficial to ensure that all collaborations are substantive and not indicative of 'honorary' or political authorship.
The institution's Z-score of 2.220 represents a medium-level risk and a significant deviation from the low-risk national average of -0.292. This result indicates that the institution is more sensitive than its peers to this risk factor, showing a marked dependency on external collaborations for its normalized impact. A wide positive gap suggests that scientific prestige is largely exogenous and not yet fully structural, posing a potential sustainability risk. This finding calls for a strategic reflection on whether the university's high-impact metrics are derived from its own internal capacity or from its positioning in collaborations where it does not exercise primary intellectual leadership, highlighting an opportunity to foster and promote research led from within.
The institution's Z-score of -1.413 is in the very low-risk category, contrasting sharply with the national Z-score of -0.067, which is in the low-risk tier. This demonstrates a consistent and low-profile approach, where the absence of extreme productivity signals aligns with, and even surpasses, the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of authorship without real participation. The university's excellent score indicates a healthy balance between quantity and quality, suggesting an environment that prioritizes the integrity of the scientific record over the pursuit of inflated productivity metrics.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, placing both in the very low-risk category. This reflects a perfect alignment with a national environment of maximum scientific security regarding this indicator. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy, where production bypasses independent external peer review. The university's score demonstrates integrity synchrony with its context, confirming that its researchers primarily seek validation through competitive, external channels, thereby ensuring global visibility and avoiding the use of internal journals as potential 'fast tracks' for publication.
The institution shows outstanding performance with a Z-score of -1.186, indicating a very low risk of redundant publication, especially when compared to the national average of 0.720, which falls into the medium-risk category. This strong result suggests the university has effectively isolated itself from national trends toward data fragmentation. A high rate of bibliographic overlap often indicates 'salami slicing,' where studies are divided into minimal units to inflate publication counts. The university's score demonstrates a preventive isolation from this practice, reflecting a culture that values the contribution of significant new knowledge over the artificial inflation of productivity metrics.