| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.349 | -0.927 |
|
Retracted Output
|
-0.475 | 0.279 |
|
Institutional Self-Citation
|
0.816 | 0.520 |
|
Discontinued Journals Output
|
0.411 | 1.099 |
|
Hyperauthored Output
|
-1.238 | -1.024 |
|
Leadership Impact Gap
|
-1.775 | -0.292 |
|
Hyperprolific Authors
|
-0.418 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.155 | 0.720 |
Vidyasagar University presents a robust scientific integrity profile, with an overall risk score of -0.381 indicating a performance that is significantly better than the global average. The institution demonstrates exceptional control in key areas such as the Rate of Retracted Output, Multiple Affiliations, and Hyper-Authored Output, suggesting strong internal governance and quality control mechanisms. However, areas requiring strategic attention include a medium-risk level in Institutional Self-Citation, which exceeds the national average, and the Rate of Output in Discontinued Journals. These strengths in research integrity provide a solid foundation for the university's notable academic performance, particularly in its highest-ranked fields according to SCImago Institutions Rankings data: Agricultural and Biological Sciences (ranked 35th in India), Arts and Humanities (43rd), and Economics, Econometrics and Finance (54th). While the specific institutional mission was not available for this analysis, the identified vulnerabilities, though moderate, could potentially undermine universal academic goals of fostering objective knowledge and societal trust. By addressing these specific risk factors, the university can further align its operational practices with the principles of excellence and social responsibility, ensuring its reputational and scientific leadership.
With a Z-score of -1.349, significantly lower than the national average of -0.927, the university shows a complete absence of risk signals in this area. This indicates total operational silence, suggesting that institutional affiliations are managed with exceptional clarity and transparency, even surpassing the already low-risk national standard. While multiple affiliations can be a legitimate result of collaboration, the university's extremely low rate confirms that its practices are far from any strategic inflation of institutional credit or “affiliation shopping”.
The institution demonstrates remarkable preventive isolation from national trends, with a Z-score of -0.475 in a country context showing medium risk (0.279). This strong negative score suggests that the university does not replicate the risk dynamics observed in its environment, effectively insulating itself from systemic issues. Retractions can be complex, but a rate significantly below the average points to robust and effective quality control mechanisms prior to publication. This performance indicates a healthy integrity culture that successfully prevents the type of recurring malpractice or lack of methodological rigor that may be affecting other parts of the national system.
The university's Z-score for institutional self-citation is 0.816, which is notably higher than the national average of 0.520. This indicates a high exposure to this particular risk, suggesting the center is more prone to showing alert signals than its environment. While a certain level of self-citation is natural to reflect ongoing research lines, this disproportionately high rate signals a potential for scientific isolation or 'echo chambers.' This value warns of the risk of endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than validated by broader recognition from the global scientific community, warranting a review of citation practices.
Vidyasagar University shows evidence of differentiated management in its publication strategy, with a Z-score of 0.411, considerably lower than the national average of 1.099. This suggests the institution successfully moderates a risk that appears to be more common across the country. Although a medium-risk signal is present, the university's relative control is a positive sign. A high proportion of output in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. The university's better-than-average performance indicates a more effective, though not yet perfect, process for avoiding media that do not meet international ethical or quality standards, thereby mitigating severe reputational risks.
The institution maintains a profile of low-profile consistency, with a Z-score of -1.238 compared to the country's low-risk score of -1.024. The complete absence of risk signals in this indicator aligns with, and even improves upon, the national standard. This demonstrates that authorship practices at the university are well within conventional norms. In fields outside of 'Big Science,' high rates of hyper-authorship can indicate author list inflation. The university's very low score confirms that its collaborative practices are transparent and avoid the dilution of individual accountability associated with 'honorary' or political authorship.
With a Z-score of -1.775, far below the national Z-score of -0.292, the university demonstrates low-profile consistency and a strong capacity for independent research leadership. The absence of risk signals aligns with the national standard of low risk, but the university's performance is exceptionally strong. A wide positive gap in this indicator can signal a dependency on external partners for impact. The university's very low score indicates the opposite: its scientific prestige is structural and built on genuine internal capacity, reflecting a sustainable model where institutional excellence is driven by its own intellectual leadership.
The university exhibits a prudent profile regarding author productivity, with a Z-score of -0.418, which is significantly lower than the national average of -0.067. This indicates that the institution manages its research processes with more rigor than the national standard. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's low score suggests a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record.
The university's Z-score of -0.268 is almost identical to the national average of -0.250, demonstrating integrity synchrony with its environment. This total alignment reflects a shared context of maximum scientific security regarding this indicator. In-house journals can be valuable, but excessive dependence on them raises concerns about conflicts of interest and academic endogamy. The university's very low score confirms that its scientific production is overwhelmingly channeled through external, independent peer-reviewed venues, ensuring global visibility and competitive validation.
The institution shows significant resilience, with a low-risk Z-score of -0.155 in a national context where this indicator presents a medium-risk challenge (0.720). This suggests that internal control mechanisms are effectively mitigating systemic risks prevalent in the country. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing' to artificially inflate productivity. The university's controlled, low-risk score demonstrates a commitment to publishing complete, significant studies over prioritizing volume, thereby protecting the integrity of the scientific evidence base.