| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.473 | -0.927 |
|
Retracted Output
|
-0.071 | 0.279 |
|
Institutional Self-Citation
|
4.964 | 0.520 |
|
Discontinued Journals Output
|
2.071 | 1.099 |
|
Hyperauthored Output
|
-1.290 | -1.024 |
|
Leadership Impact Gap
|
-3.495 | -0.292 |
|
Hyperprolific Authors
|
0.443 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
6.767 | 0.720 |
Mohan Babu University presents a profile of pronounced contrasts, with an overall integrity score of 0.610 that reflects both exceptional strengths and critical vulnerabilities. The institution demonstrates exemplary performance in areas of collaborative integrity, showing a very low risk in multiple affiliations, hyper-authorship, and output in institutional journals. Most notably, its negative gap between total and leadership impact indicates a robust internal capacity for generating high-quality, independent research. However, this foundation of strength is severely undermined by significant risk levels in Institutional Self-Citation (Z-score: 4.964) and Redundant Output (Z-score: 6.767), alongside medium risks in hyperprolific authorship and publishing in discontinued journals. These indicators suggest a systemic pressure for quantitative output that could compromise the quality and integrity of the scientific record. The university's strong positioning in the SCImago Institutions Rankings, particularly in Business, Management and Accounting (ranked 4th in India), Physics and Astronomy (16th), and Environmental Science (53rd), provides a solid platform for global recognition. Yet, the identified integrity risks directly challenge its mission to uphold "high standards of professional ethics" and foster "innovation, and integrity." The practices of self-citation and data fragmentation create an illusion of impact rather than genuine innovation, threatening the very "transformative learning experience" the university aims to provide. To fully leverage its thematic strengths and achieve its mission, it is imperative for the institution to implement robust governance and quality control mechanisms that re-align its research culture with its stated ethical principles, ensuring that its pursuit of excellence is built on a foundation of unimpeachable scientific integrity.
The institution exhibits a Z-score of -1.473, which is even lower than the national average of -0.927. This result indicates a complete absence of risk signals related to the strategic inflation of institutional credit. The university's performance demonstrates total operational silence in this area, surpassing the already low-risk national standard. This suggests that affiliations declared by its researchers are transparent and reflect legitimate collaborations, rather than any attempt at "affiliation shopping," reinforcing a culture of clear and honest academic attribution.
With a Z-score of -0.071, the institution shows a low risk of retracted publications, contrasting favorably with the medium-risk national average of 0.279. This demonstrates notable institutional resilience, suggesting that the university's internal control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. While retractions can sometimes signify responsible error correction, the university's low rate indicates that its quality control and supervision processes prior to publication are robust, preventing the kind of recurring malpractice or lack of methodological rigor that can lead to a high volume of retractions and damage an institution's integrity culture.
The institution's Z-score for this indicator is 4.964, a significant risk level that starkly contrasts with the country's medium-risk average of 0.520. This score suggests a pattern of risk accentuation, where the university is not merely reflecting a national trend but amplifying it to a critical degree. A certain level of self-citation is natural, but this disproportionately high rate signals a concerning scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This practice creates a serious risk of endogamous impact inflation, suggesting that the institution's perceived academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community.
The university presents a Z-score of 2.071, a medium risk level that is notably higher than the national average of 1.099. This indicates a high exposure to this particular risk, suggesting the center is more prone to channeling its research into questionable outlets than its national peers. While some instances may be unintentional, a high proportion of publications in journals that fail to meet international ethical or quality standards is a critical alert. It signals a potential weakness in due diligence and information literacy regarding the selection of dissemination channels, exposing the institution to severe reputational risks and indicating an urgent need to guide researchers away from 'predatory' or low-quality practices.
With a Z-score of -1.290, the institution demonstrates a very low risk in this area, which is consistent with and even improves upon the country's low-risk average of -1.024. This low-profile consistency shows that the absence of risk signals aligns perfectly with the national standard. The data suggests that the university's authorship practices are transparent and accountable, showing no signs of the author list inflation or 'honorary' authorships that can dilute individual responsibility. This indicates a healthy distinction between necessary large-scale collaboration and practices that compromise authorship integrity.
The institution's Z-score of -3.495 is exceptionally low, indicating a strong positive performance that is significantly better than the national average of -0.292. This low-profile consistency reflects an absence of risk signals that aligns with the national standard of integrity. A highly negative score in this indicator is a sign of strength, suggesting that the impact of research led by the institution's own authors is substantially higher than its overall average impact. This points to a high degree of internal capacity and intellectual leadership, indicating that its scientific prestige is structural and sustainable, not dependent on external partners where it does not exercise leadership.
The institution has a Z-score of 0.443, placing it at a medium risk level, which represents a moderate deviation from the country's low-risk average of -0.067. This discrepancy suggests the university shows a greater sensitivity to risk factors associated with extreme productivity than its national peers. While high output can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. This indicator serves as an alert for potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
With a Z-score of -0.268, the institution's risk is very low and almost identical to the national average of -0.250. This demonstrates a clear integrity synchrony, indicating total alignment with a national environment of maximum scientific security in this regard. The data confirms that the university does not rely excessively on its own journals for dissemination, thereby avoiding potential conflicts of interest and academic endogamy. This commitment to external, independent peer review strengthens the credibility of its research and ensures its work is validated through standard competitive channels, enhancing its global visibility.
The institution's Z-score of 6.767 is a significant risk and a critical outlier compared to the country's medium-risk average of 0.720. This pattern indicates a severe risk accentuation, where the university is amplifying a national vulnerability to an alarming extent. This high value alerts to the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. Such data fragmentation, or 'salami slicing,' distorts the available scientific evidence, overburdens the peer review system, and signals a culture that may prioritize volume of publications over the generation of significant new knowledge, posing a direct threat to research integrity.
