| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.141 | -0.927 |
|
Retracted Output
|
-0.287 | 0.279 |
|
Institutional Self-Citation
|
0.970 | 0.520 |
|
Discontinued Journals Output
|
1.039 | 1.099 |
|
Hyperauthored Output
|
-1.332 | -1.024 |
|
Leadership Impact Gap
|
-1.233 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.712 | 0.720 |
Devi Ahilya University presents a robust scientific integrity profile, with an overall risk score of -0.276 indicating a performance significantly better than the global average. The institution demonstrates remarkable strengths in maintaining low rates of hyper-authored and hyperprolific output, and effectively avoids redundant publications and dependency on external leadership for impact—areas where national trends show vulnerability. These strengths are foundational to its research excellence, particularly in its highest-ranking fields according to SCImago Institutions Rankings data, including Pharmacology, Toxicology and Pharmaceutics, Computer Science, Engineering, and Chemistry. However, two medium-risk indicators, namely Institutional Self-Citation and Output in Discontinued Journals, require strategic attention. These practices could potentially undermine the university's mission to serve society with a "righteous blending of knowledge, skills, and values," as they suggest a degree of academic insularity and risk association with low-quality dissemination channels. By addressing these specific vulnerabilities, the university can fully align its operational practices with its stated commitment to excellence and social responsibility, solidifying its position as a leader in ethical research.
The institution's Z-score of -1.141, even lower than the national average of -0.927, indicates a complete absence of risk signals in this area. This demonstrates a clear and unambiguous affiliation policy. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's exceptionally low rate confirms that its collaborative practices are transparent and free from any signs of “affiliation shopping,” reflecting a strong commitment to accurate academic credit attribution.
The institution demonstrates notable resilience with a low-risk Z-score of -0.287, contrasting sharply with the medium-risk national average of 0.279. This suggests that the university's internal control mechanisms are effectively mitigating a systemic risk present in its environment. A high rate of retractions can alert to a vulnerability in an institution's integrity culture. In this case, the university's performance indicates that its quality control and supervision processes prior to publication are robust, successfully preventing the recurring methodological or ethical issues observed elsewhere in the country.
With a Z-score of 0.970, the institution shows a higher exposure to this risk than the national average of 0.520. This moderate deviation warrants attention, as disproportionately high rates of self-citation can signal concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. The university's tendency in this area is more pronounced than its national peers, warning of a potential for endogamous impact inflation. This suggests that its academic influence may be at risk of being oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution's Z-score of 1.039 reflects a medium-risk pattern that is prevalent nationally (country score 1.099), but it also indicates a slightly better management of this issue. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. While the university is not immune to this national trend, its slightly lower score suggests it exercises more control than its peers. Nevertheless, the medium risk level indicates that a portion of its scientific production may still be channeled through media that do not meet international standards, highlighting a need to reinforce information literacy and protect institutional resources from 'predatory' practices.
The institution maintains a very low-risk profile with a Z-score of -1.332, which is consistent with and even improves upon the low-risk national standard (-1.024). This absence of risk signals is a positive indicator of its authorship practices. Outside of "Big Science" contexts, extensive author lists can indicate inflation and dilute individual accountability. The university's data confirms that its research output is free from such patterns, suggesting a culture that values transparency and meaningful contributions over 'honorary' or political authorship.
With a Z-score of -1.233, the institution demonstrates a very low-risk profile, aligning with the national low-risk context (score -0.292) and showing exemplary performance. A wide positive gap in this indicator can signal that an institution's prestige is dependent on external partners rather than its own capabilities. The university's very low score indicates the opposite: its scientific impact is strongly linked to research where it exercises intellectual leadership. This reflects a high degree of scientific maturity and confirms that its excellence metrics are the result of genuine internal capacity and sustainable research programs.
The institution's Z-score of -1.413 places it in the very low-risk category, a result that aligns favorably with the low-risk national average of -0.067. This indicates a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The university's excellent score suggests a culture that prioritizes the integrity of the scientific record and fosters a balanced approach to academic productivity, avoiding the pressures that can lead to such questionable dynamics.
The institution's Z-score of -0.268 is in perfect alignment with the national average of -0.250, with both indicating a very low-risk environment. This synchrony demonstrates a shared commitment to global dissemination standards. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy, bypassing independent peer review. The data confirms that the university, like its national peers, avoids this pitfall, ensuring its scientific production is validated through competitive external channels and maintaining high standards of objectivity.
The institution demonstrates a remarkable preventive isolation from a risk that is prevalent at the national level. Its very low-risk Z-score of -0.712 stands in stark contrast to the country's medium-risk score of 0.720. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing' to artificially inflate productivity. The university's performance shows that it does not replicate these national dynamics, instead fostering a culture that values significant, coherent studies over the distortion of scientific evidence for metric-driven gains.
