| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.366 | -0.927 |
|
Retracted Output
|
-0.043 | 0.279 |
|
Institutional Self-Citation
|
2.265 | 0.520 |
|
Discontinued Journals Output
|
1.832 | 1.099 |
|
Hyperauthored Output
|
-1.102 | -1.024 |
|
Leadership Impact Gap
|
-0.927 | -0.292 |
|
Hyperprolific Authors
|
2.343 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Davangere University presents a profile of significant strengths alongside specific areas requiring strategic attention. With an overall integrity score of 0.377, the institution demonstrates robust control over several key risk indicators, particularly in preventing redundant publications, managing institutional journal output, and ensuring intellectual leadership in its collaborations. These strengths provide a solid foundation for its academic mission. The university's excellence is clearly reflected in its national standing within the SCImago Institutions Rankings, with prominent positions in Physics and Astronomy (2nd), Engineering (8th), Mathematics (25th), and Chemistry (28th). However, this strong performance is contrasted by notable vulnerabilities, specifically a significant rate of hyperprolific authorship and medium-risk levels for institutional self-citation and publication in discontinued journals. These risk signals directly challenge the university's mission to achieve "global competitiveness" and establish "strong research practices," as they can undermine the credibility and external validation of its research. By leveraging its clear thematic strengths and addressing these integrity vulnerabilities, Davangere University can fully align its operational practices with its stated commitment to academic excellence and sustainable development.
The university's Z-score of -1.366, which is lower than the national average of -0.927, demonstrates an exemplary standard in managing author affiliations. This total operational silence in risk signals suggests that collaborations are managed with high integrity, effectively avoiding any perception of strategic attempts to inflate institutional credit or engage in “affiliation shopping.” The data reflects a clear and legitimate representation of collaborative work.
Davangere University demonstrates notable institutional resilience, with a Z-score of -0.043 that contrasts sharply with the medium-risk national average of 0.279. This indicates that the university's quality control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. A rate significantly lower than the national average suggests that its pre-publication review processes are robust, preventing the systemic failures that can lead to a high volume of retracted work and protecting its integrity culture.
The university shows high exposure to this risk, with a Z-score of 2.265, significantly exceeding the national average of 0.520. This suggests the institution is more prone than its peers to practices that could lead to concerning scientific isolation. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a potential 'echo chamber' where work is validated internally without sufficient external scrutiny, warning of a risk that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community.
With a Z-score of 1.832, which is notably higher than the national average of 1.099, the university demonstrates a high exposure to publishing in discontinued journals. This pattern constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. The score indicates that a significant portion of scientific production may be channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
The university maintains a prudent profile regarding hyper-authorship, with a Z-score of -1.102 that is more rigorous than the national standard of -1.024. This low rate indicates that authorship practices are well-managed and align with disciplinary norms, avoiding the risk of author list inflation. The data suggests a healthy culture of accountability and transparency, where authorship is likely tied to meaningful contributions rather than diluted by 'honorary' or political additions.
The university demonstrates low-profile consistency in its research impact, with a Z-score of -0.927 compared to the national value of -0.292. The absence of a significant positive gap indicates that the institution's scientific prestige is not overly dependent on external partners. This suggests that its excellence metrics are a result of genuine internal capacity and that the university exercises intellectual leadership in its collaborations, reflecting a sustainable and structurally sound research ecosystem.
A severe discrepancy is observed in this indicator, with the university's Z-score of 2.343 representing a significant risk level, in stark contrast to the low-risk national average of -0.067. This atypical activity requires a deep integrity assessment. While high productivity can evidence leadership, extreme individual publication volumes challenge the limits of meaningful intellectual contribution. This high indicator alerts to potential imbalances between quantity and quality, pointing to urgent risks such as coercive authorship, 'salami slicing,' or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The university demonstrates integrity synchrony with the national context, with its Z-score of -0.268 being almost identical to the country's average of -0.250. This total alignment reflects an environment of maximum scientific security regarding the use of institutional journals. The data confirms that the university avoids excessive dependence on its own publications, thus mitigating potential conflicts of interest and ensuring its research undergoes independent external peer review, which is essential for maintaining global visibility and competitive validation.
The university achieves a state of preventive isolation in this area. Its Z-score of -1.186 indicates a very low risk, in sharp contrast to the medium-risk dynamic observed at the national level (0.720). This suggests the institution does not replicate the risk of data fragmentation found in its environment. The low value is a strong indicator that research is published as coherent, significant studies rather than being divided into minimal publishable units to artificially inflate productivity, thereby upholding the integrity of the scientific evidence base.
