| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.771 | -0.927 |
|
Retracted Output
|
-0.249 | 0.279 |
|
Institutional Self-Citation
|
-0.444 | 0.520 |
|
Discontinued Journals Output
|
1.429 | 1.099 |
|
Hyperauthored Output
|
-1.335 | -1.024 |
|
Leadership Impact Gap
|
-0.288 | -0.292 |
|
Hyperprolific Authors
|
-0.823 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.195 | 0.720 |
JC Bose University of Science and Technology YMCA presents a balanced scientific integrity profile, with an overall risk score of -0.069 that indicates general alignment with expected standards. The institution demonstrates significant strengths in managing authorship practices, particularly in avoiding hyper-authorship, hyper-prolificacy, and reliance on institutional journals, while also showing commendable resilience against national trends in retractions and self-citation. These strengths provide a solid foundation for its mission to foster an "enviable research environment." Key areas of academic strength, as evidenced by SCImago Institutions Rankings data, include national leadership in Environmental Science, Mathematics, Energy, and Computer Science. However, medium-risk signals in the Rate of Output in Discontinued Journals and the Rate of Redundant Output pose a direct challenge to the mission's call for "world class leaders" and "social responsibilities," as these practices can undermine research quality and credibility. To fully realize its vision, the university is encouraged to leverage its robust internal controls to implement targeted training and policies that address publication channel selection and promote the dissemination of comprehensive, high-impact research.
The institution's Z-score of -0.771 shows a slight divergence from the national Z-score of -0.927. While the risk level is low, this subtle increase compared to an almost inert national baseline suggests a nascent pattern of risk activity not widely seen elsewhere in the country. Multiple affiliations are often a legitimate result of researcher mobility or partnerships, but this slight uptick warrants observation to ensure it reflects genuine collaboration and not strategic attempts to inflate institutional credit through “affiliation shopping.”
With a Z-score of -0.249, the institution demonstrates notable resilience when compared to the national Z-score of 0.279. This contrast indicates that the university's internal control mechanisms are effectively mitigating the systemic risks that appear more prevalent across the country. A high rate of retractions can suggest that quality control mechanisms are failing prior to publication. The university's low score, however, points to a strong integrity culture and responsible supervision, successfully preventing recurring malpractice or a lack of methodological rigor from escalating into public corrections.
The university's Z-score of -0.444 reflects strong institutional resilience, especially when set against the national average of 0.520. This performance suggests that the institution's control mechanisms effectively mitigate a risk that is more pronounced at the national level. While some self-citation is natural, the university's low rate indicates it successfully avoids the "echo chambers" and endogamous impact inflation that can arise from excessive self-validation. This demonstrates that the institution's academic influence is driven by recognition from the global community rather than by internal dynamics.
The institution's Z-score of 1.429 indicates high exposure to this risk, a situation amplified by the fact that it exceeds the national average of 1.099. This suggests the university is more prone than its peers to channeling research into problematic venues. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a significant portion of scientific production is being directed to media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' practices.
With a Z-score of -1.335, the institution shows low-profile consistency, performing even better than the low-risk national average of -1.024. This complete absence of risk signals demonstrates a strong alignment with national standards and best practices. It indicates that authorship is managed with high transparency and accountability, clearly distinguishing between necessary massive collaboration in "Big Science" contexts and inappropriate practices like 'honorary' authorship, thereby safeguarding the value of individual contributions.
The institution's Z-score of -0.288 is in near-perfect alignment with the national Z-score of -0.292, indicating a state of statistical normality. The risk level is as expected for its context, showing a healthy and sustainable balance between the impact generated in collaboration and that produced under its own intellectual leadership. This result suggests that the institution's scientific prestige is not overly dependent on external partners but is built on genuine internal capacity, mitigating the risk of having an exogenous and non-structural reputation.
The university maintains a prudent profile with a Z-score of -0.823, which is significantly lower than the national Z-score of -0.067. This demonstrates that the institution manages its processes with more rigor than the national standard. By effectively curbing extreme individual publication volumes, the university mitigates the risks of imbalances between quantity and quality. This control helps prevent practices such as coercive authorship or 'salami slicing,' which prioritize metrics over the integrity of the scientific record, ensuring that authorship reflects meaningful intellectual contribution.
With a Z-score of -0.268, which is nearly identical to the country's Z-score of -0.250, the institution demonstrates integrity synchrony. There is a total alignment with an environment of maximum scientific security, as both the university and the country show a negligible reliance on institutional journals. This practice avoids conflicts of interest where the institution would act as both judge and party. By prioritizing independent external peer review, the university ensures its scientific production is validated through standard competitive channels, enhancing its global visibility and credibility.
The institution's Z-score of 0.195, while indicating a medium risk, reflects differentiated management when compared to the higher national Z-score of 0.720. This shows that the university is successfully moderating a risk that is more common throughout the country. A high rate of redundant output often points to 'salami slicing'—the practice of fragmenting a study into minimal publishable units to artificially inflate productivity. The university's ability to keep this indicator below the national average suggests a conscious effort to prioritize significant new knowledge over sheer volume, although continued vigilance is warranted.