| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.110 | -0.927 |
|
Retracted Output
|
-0.465 | 0.279 |
|
Institutional Self-Citation
|
1.007 | 0.520 |
|
Discontinued Journals Output
|
0.836 | 1.099 |
|
Hyperauthored Output
|
-1.301 | -1.024 |
|
Leadership Impact Gap
|
-1.078 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.302 | 0.720 |
Guru Jambheshwar University of Science and Technology demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.305, which indicates a performance well within the parameters of responsible research conduct. The institution's primary strengths lie in its exceptionally low rates of hyper-authored and hyperprolific output, minimal issues with retracted publications, and a clear pattern of leadership impact, showcasing a solid foundation of ethical practice. These strengths are complemented by notable academic achievements, with SCImago Institutions Rankings placing the University among India's elite in key areas such as Chemistry (Top 30), Medicine (Top 75), Environmental Science (Top 80), and Pharmacology, Toxicology and Pharmaceutics (Top 100). However, moderate risk signals in institutional self-citation, redundant output, and publication in discontinued journals present a potential misalignment with its mission "to be a globally recognized Centre of excellence" and its commitment to "professional ethical issues." These practices, if unmonitored, could create an impression of insular validation and prioritization of quantity over impact, subtly undermining the pursuit of genuine global excellence. By addressing these specific vulnerabilities, the University can fully harmonize its operational practices with its ambitious vision, ensuring its reputation for quality and integrity is as strong as its disciplinary rankings.
The institution exhibits a Z-score of -1.110, which is even lower than the national average of -0.927. This result signifies a complete absence of risk signals related to affiliation practices, positioning the University's performance as more rigorous than the already secure national standard. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can suggest strategic "affiliation shopping" to inflate institutional credit. The University's exceptionally low score indicates total operational silence in this area, reflecting clear and transparent authorship and affiliation protocols that reinforce its commitment to academic integrity.
With a Z-score of -0.465, the institution demonstrates a very low incidence of retracted publications, in stark contrast to the national average of 0.279, which falls into a medium risk category. This disparity suggests the University has successfully established a framework of preventive isolation, avoiding the systemic risk dynamics observed across the country. Retractions can sometimes result from honest corrections, but a high rate often points to failures in pre-publication quality control. The institution's excellent performance indicates that its internal review and supervision mechanisms are effective, acting as a firewall against the recurring malpractice or lack of methodological rigor that may be affecting its environment, thereby safeguarding its scientific record and reputation.
The University's Z-score for institutional self-citation is 1.007, a value notably higher than the national average of 0.520, although both fall within the medium risk level. This indicates that the institution has a higher exposure to this risk factor than its national peers. While some self-citation is natural to build upon established research lines, the observed rate suggests a potential vulnerability to creating scientific 'echo chambers.' This elevated score serves as a warning for the risk of endogamous impact inflation, where the institution's academic influence may be disproportionately shaped by internal validation rather than by broader recognition from the global scientific community, warranting a review of citation practices.
The institution presents a Z-score of 0.836 in this category, which, while indicating a medium risk, is favorably lower than the national average of 1.099. This suggests a differentiated management approach, where the University is more effectively moderating a risk that appears to be more common nationwide. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels, as it may expose research to 'predatory' or low-quality outlets. The University's comparatively better performance indicates more rigorous vetting of publication venues, though continued vigilance is necessary to fully mitigate reputational risks and ensure resources are not wasted.
The institution's Z-score of -1.301 is significantly lower than the national average of -1.024, placing it in the very low-risk category while the country is at a low-risk level. This demonstrates a prudent profile, where the University manages its authorship practices with more rigor than the national standard. Outside of 'Big Science' contexts, high rates of hyper-authorship can indicate author list inflation, which dilutes individual accountability. The institution's very low score suggests its authorship criteria are well-defined and transparent, effectively distinguishing between necessary large-scale collaboration and questionable 'honorary' authorship practices.
With a Z-score of -1.078, the institution shows a very low-risk profile in this indicator, contrasting with the national average of -0.292, which is in the low-risk tier. This prudent profile indicates that the University's scientific prestige is structurally sound and not overly dependent on external partners for impact. A wide positive gap can signal a sustainability risk, where an institution's perceived excellence is driven by collaborations in which it does not hold intellectual leadership. The University's strong negative score, however, suggests that its internal capacity for high-impact, leadership-driven research is robust, reflecting genuine and sustainable scientific strength.
The institution registers a Z-score of -1.413, a very low-risk value that is substantially better than the national average of -0.067 (low risk). This result points to a prudent and well-managed research environment that avoids the pressures of hyper-productivity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The University's exceptionally low score indicates the absence of practices like coercive or honorary authorship, suggesting a culture that prioritizes the integrity of the scientific record over the artificial inflation of publication metrics.
The University's Z-score of -0.268 is almost identical to the national average of -0.250, with both comfortably situated in the very low-risk category. This reflects an integrity synchrony, showing complete alignment with a national environment of maximum security in this area. While institutional journals can be valuable, excessive reliance on them can create conflicts of interest and academic endogamy. The institution's minimal score indicates that its researchers overwhelmingly seek validation through independent, external peer review in global channels, reinforcing the credibility and visibility of their work and avoiding any risk of using internal journals as 'fast tracks' for publication.
The institution's Z-score for redundant output is 0.302, a medium-risk value that is nevertheless significantly lower than the national average of 0.720. This indicates a differentiated management approach, where the University is successfully moderating a risk that is more pronounced at the national level. Massive bibliographic overlap between publications can suggest 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity, which distorts scientific evidence. The University's more controlled score suggests that while some signals of this behavior exist, its governance is more effective than its peers' in promoting the publication of complete, significant studies over fragmented outputs.
