| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.217 | -0.927 |
|
Retracted Output
|
0.436 | 0.279 |
|
Institutional Self-Citation
|
0.955 | 0.520 |
|
Discontinued Journals Output
|
0.899 | 1.099 |
|
Hyperauthored Output
|
-1.225 | -1.024 |
|
Leadership Impact Gap
|
-0.171 | -0.292 |
|
Hyperprolific Authors
|
-0.883 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.459 | 0.720 |
The University of Kalyani demonstrates a commendable overall integrity profile, reflected in its low global risk score of 0.125. The institution exhibits significant strengths in maintaining low rates of multiple affiliations, hyper-authored output, and publications in its own journals, indicating robust governance and a commitment to external validation. However, areas requiring strategic attention include a high exposure to redundant publications (salami slicing), institutional self-citation, and retracted output, which are more pronounced than the national average. These vulnerabilities contrast with the university's strong academic positioning, particularly in Environmental Science (ranked 76th in India), Medicine (99th), and Pharmacology, Toxicology and Pharmaceutics (129th), as per SCImago Institutions Rankings data. These thematic strengths directly support its mission to create "environmental awareness" and serve community needs. To fully realize its mission of promoting excellence and extending its reach, it is crucial to address the identified integrity risks, as practices like data fragmentation or academic insularity can undermine the credibility and societal impact of its research. By reinforcing its quality assurance mechanisms, the University can better align its operational practices with its strategic vision, ensuring its contributions are both impactful and unimpeachable.
The institution's Z-score of -1.217 is notably lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This operational silence, even when compared to an already secure national environment, suggests that the university's policies on author affiliations are exceptionally clear and transparent. While multiple affiliations can be legitimate, this result confirms that the institution is not exposed to practices like "affiliation shopping" or strategic attempts to inflate institutional credit, reflecting strong and unambiguous governance.
With a Z-score of 0.436, the institution shows a higher rate of retracted publications compared to the national average of 0.279. This suggests a heightened exposure to the factors that lead to retractions. Retractions are complex events, but a rate significantly above the national standard alerts to a potential vulnerability in the institution's integrity culture. This may indicate that quality control mechanisms prior to publication are failing more frequently than in peer institutions, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution's Z-score for self-citation is 0.955, considerably higher than the national average of 0.520. This indicates a high exposure to the risks associated with academic insularity. While a certain level of self-citation is natural, this disproportionately high rate can signal the formation of 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This pattern warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution's Z-score of 0.899, while indicating a moderate risk, is lower than the national average of 1.099. This suggests a degree of differentiated management, where the university is more effectively moderating a risk that is common across the country. Nonetheless, any significant presence in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of scientific production is being channeled through media that may 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.
With a Z-score of -1.225, the institution shows a complete absence of risk signals related to hyper-authorship, a figure that is even more secure than the low national average of -1.024. This low-profile consistency demonstrates that authorship practices are well-aligned with disciplinary norms and show no signs of inflation. This serves as a positive signal, indicating a culture where author lists are transparent and individual accountability is maintained, effectively distinguishing legitimate large-scale collaboration from 'honorary' or political authorship practices.
The institution's Z-score of -0.171 is within a low-risk range but slightly higher than the national average of -0.292, signaling an incipient vulnerability. This metric highlights the risk of depending on external partners for scientific impact. While the current level is not alarming, its position relative to the national context suggests that the institution's prestige may be more reliant on its role in collaborations than on its own structural capacity for intellectual leadership. This warrants a strategic review to ensure the long-term development of internal research excellence and sustainability.
The institution displays a prudent profile with a Z-score of -0.883, which is significantly lower than the national average of -0.067. This indicates that its processes are managed with more rigor than the national standard, effectively preventing the emergence of extreme individual publication volumes. While high productivity can be legitimate, this low rate confirms a healthy balance between quantity and quality, steering clear of risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, demonstrating integrity synchrony and total alignment with an environment of maximum scientific security. This exceptionally low rate of publication in its own journals mitigates potential conflicts of interest and the risk of academic endogamy. By prioritizing external, independent peer review over internal channels, the university ensures its scientific production is validated competitively on a global stage, enhancing its visibility and credibility.
With a Z-score of 1.459, the institution's rate of redundant output is substantially higher than the national average of 0.720, indicating a high exposure to this risk. This metric alerts to the practice of 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. Such a high value suggests a pattern of massive and recurring bibliographic overlap between publications, a practice that distorts the available scientific evidence, overburdens the review system, and prioritizes volume over the generation of significant new knowledge.
