| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.106 | -0.927 |
|
Retracted Output
|
-0.071 | 0.279 |
|
Institutional Self-Citation
|
1.323 | 0.520 |
|
Discontinued Journals Output
|
0.275 | 1.099 |
|
Hyperauthored Output
|
-1.273 | -1.024 |
|
Leadership Impact Gap
|
-1.314 | -0.292 |
|
Hyperprolific Authors
|
-0.173 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.821 | 0.720 |
Jadavpur University presents a robust and well-balanced scientific integrity profile, reflected in an overall risk score of -0.143. The institution demonstrates significant strengths in maintaining responsible authorship practices, intellectual leadership in collaborations, and rigorous quality control, with exceptionally low-risk indicators for multiple affiliations, hyper-authorship, and output in institutional journals. However, areas requiring strategic attention include a high exposure to institutional self-citation and redundant output (salami slicing), alongside a moderate risk of publishing in discontinued journals. These vulnerabilities, while contained, could challenge the university's mission to provide "a high quality of scholarship." The institution's academic excellence is confirmed by its strong national standing in the SCImago Institutions Rankings, particularly in key areas such as Pharmacology, Toxicology and Pharmaceutics (ranked 38th in India), Computer Science (44th), Mathematics (50th), and Arts and Humanities (56th). To fully align its operational practices with its stated values of quality and social responsibility, it is recommended that the university develops targeted policies to mitigate the risks of academic endogamy and research fragmentation, thereby safeguarding its well-earned reputation and ensuring its scholarly contributions are both impactful and irreproachable.
The institution's Z-score of -1.106 is even lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This demonstrates an exceptionally clear and well-managed affiliation policy, surpassing the already high national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The university's total operational silence on this metric confirms that its collaborative framework is transparent and free from any ambiguity related to "affiliation shopping," reinforcing a culture of straightforward academic credit attribution.
With a Z-score of -0.071, the institution maintains a low-risk profile, in contrast to the medium-risk national average of 0.279. This divergence suggests that the university's internal control mechanisms are successfully mitigating a systemic risk prevalent in its environment. A high rate of retractions can suggest that quality control mechanisms are failing prior to publication. Therefore, the institution’s resilient performance indicates that its supervisory and review processes are robust, effectively preventing the kind of recurring malpractice or lack of methodological rigor that would otherwise compromise its integrity culture.
The institution exhibits a Z-score of 1.323, which is notably higher than the national average of 0.520, although both fall within the medium-risk category. This indicates that the university is more prone to citing its own work than its national peers, signaling a high exposure to this risk. While some self-citation is natural, disproportionately high rates can create 'echo chambers' where work is validated without sufficient external scrutiny. This elevated value warns of a potential for endogamous impact inflation, suggesting a need to ensure the institution's academic influence is driven by global community recognition rather than internal dynamics.
The institution's Z-score of 0.275 is considerably lower than the national average of 1.099, placing it in a more favorable position within the shared medium-risk context. This suggests a differentiated and more effective management of publication channels compared to the national trend. A high proportion of output in such journals constitutes a critical alert regarding due diligence. By moderating this risk, the university better protects itself from the severe reputational damage associated with 'predatory' or low-quality practices, demonstrating a more rigorous vetting process for selecting dissemination venues.
The institution shows a Z-score of -1.273, a very low-risk value that is even stronger than the low-risk national average of -1.024. This absence of risk signals demonstrates a commendable adherence to transparent authorship standards, consistent with the national context. Outside of 'Big Science' contexts, high rates in this indicator can signal author list inflation, which dilutes accountability. The university's excellent result indicates that its authorship practices are well-governed, distinguishing clearly between necessary massive collaboration and inappropriate 'honorary' attributions.
With a Z-score of -1.314, the institution demonstrates a very low-risk profile, significantly better than the low-risk national average of -0.292. This result is consistent with a national environment of scientific autonomy and points to exceptional internal strength. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own capabilities. The university's very low score is a strong positive indicator of sustainability, proving that its high-impact research is a result of genuine internal capacity and that it exercises intellectual leadership within its collaborations.
The institution's Z-score of -0.173 is lower than the national average of -0.067, with both metrics falling in the low-risk category. This prudent profile suggests that the university manages research productivity with more rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or prioritizing metrics over scientific integrity. The institution's controlled, lower-than-average score indicates a healthy balance between quantity and quality, fostering an environment where substantive work is valued.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, showing a total alignment within a very low-risk environment. This integrity synchrony reflects a shared commitment to external, independent validation across the national system. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, allowing production to bypass standard peer review. The university’s minimal reliance on such channels confirms its commitment to global visibility and competitive validation, ensuring its research is assessed by the international scientific community.
The institution's Z-score of 0.821 is higher than the national average of 0.720, indicating that while this is a medium-risk issue nationwide, the university is more exposed to it than its peers. This heightened vulnerability requires attention. A high rate of bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a single study into multiple minimal units to artificially inflate productivity. This elevated score serves as an alert that such practices may be distorting the scientific record and prioritizing publication volume over the generation of significant new knowledge.
