| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.642 | -0.927 |
|
Retracted Output
|
-0.493 | 0.279 |
|
Institutional Self-Citation
|
0.360 | 0.520 |
|
Discontinued Journals Output
|
0.504 | 1.099 |
|
Hyperauthored Output
|
1.192 | -1.024 |
|
Leadership Impact Gap
|
0.172 | -0.292 |
|
Hyperprolific Authors
|
0.882 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.721 | 0.720 |
The University of Jammu presents a balanced integrity profile, demonstrating notable strengths in core areas of scientific quality control while also showing specific vulnerabilities that warrant strategic attention. The institution's overall performance is marked by a commendable resistance to national trends of questionable research practices, particularly in its exceptionally low rates of retracted output and redundant publications. These strengths are foundational to its scientific credibility. However, areas of moderate risk emerge in authorship patterns and impact dependency, including higher-than-average rates of hyper-authored output, hyperprolific authors, and a significant gap between its overall impact and the impact of research it leads. These indicators suggest a potential imbalance between collaborative breadth and the development of endogenous research leadership. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally include Business, Management and Accounting; Energy; Economics, Econometrics and Finance; and Medicine. To fully realize its mission to become an "innovative knowledge institution," it is crucial to address these integrity vulnerabilities. An over-reliance on external leadership for impact or authorship practices that dilute accountability could challenge the development of genuine internal innovation. By reinforcing policies that encourage meaningful intellectual contribution and leadership, the University of Jammu can better align its operational practices with its strategic vision, ensuring its contributions transform the region through robust and self-sustaining knowledge creation.
The University of Jammu shows a Z-score of -0.642, which contrasts with the national average of -0.927. This represents a slight divergence from the national context, indicating the emergence of risk signals at the institutional level that are not yet apparent across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this deviation suggests that the university is beginning to exhibit a pattern that, if unmonitored, could signal strategic attempts to inflate institutional credit. It is advisable to review the nature of these affiliations to ensure they reflect substantive collaboration rather than early signs of "affiliation shopping."
With a Z-score of -0.493, the institution demonstrates an exceptionally low rate of retracted publications, positioning it favorably against the national average of 0.279, which falls into a medium-risk category. This finding suggests a preventive isolation, where the university’s internal quality control mechanisms are successfully preventing the types of systemic failures observed elsewhere in the country. A rate significantly lower than the national average is a strong indicator of a healthy integrity culture and robust methodological rigor, suggesting that supervision and pre-publication review processes are functioning effectively and protecting the institution from the reputational damage associated with recurring scientific malpractice.
The institution's Z-score for self-citation is 0.360, while the national average is 0.520. Although both the university and the country operate within a medium-risk band for this indicator, the university’s lower score points to differentiated management of this risk. It appears to be successfully moderating a practice that is more pronounced nationally. A certain level of self-citation is natural, but high rates can create 'echo chambers' that inflate impact through endogamous validation. The university’s ability to keep this rate below the national trend suggests a greater degree of external engagement and scrutiny, mitigating the risk of its academic influence being perceived as primarily driven by internal dynamics.
The University of Jammu has a Z-score of 0.504, which is notably lower than the national average of 1.099. This indicates a pattern of differentiated management, where the institution demonstrates more effective control over a risk that is common within its national environment. Publishing in journals that are later discontinued poses a critical reputational threat, often signaling a failure in due diligence when selecting publication venues. By maintaining a lower rate than its national peers, the university shows a stronger commitment to channeling its research through stable, quality-assured media, thereby protecting its resources and reputation from association with low-quality or 'predatory' practices.
With a Z-score of 1.192, the institution shows a moderate deviation from the national standard, which stands at a low-risk Z-score of -1.024. This indicates a greater sensitivity to risk factors related to authorship. While extensive author lists are legitimate in 'Big Science' collaborations, a high rate outside these contexts can signal author list inflation, which dilutes individual accountability. The university's tendency towards hyper-authorship is atypical for its environment and warrants a review to distinguish between necessary large-scale collaboration and the potential for 'honorary' authorship practices that compromise transparency.
The institution's Z-score of 0.172 reflects a moderate deviation from the national Z-score of -0.292. This gap suggests the university is more sensitive than its national peers to a dependency on external partners for impact. A wide positive gap, where overall impact is significantly higher than the impact of research led internally, signals a sustainability risk. It suggests that the institution's scientific prestige may be largely exogenous and dependent on its strategic position in collaborations where it does not exercise primary intellectual leadership. This pattern invites reflection on whether its high-impact metrics reflect genuine internal capacity or are a byproduct of collaborations that do not build long-term, independent research strength.
The university's Z-score of 0.882 indicates a moderate deviation from the national average of -0.067, showing a greater institutional sensitivity to this risk factor. Extreme individual publication volumes challenge the perceived limits of meaningful intellectual contribution and can signal an imbalance between quantity and quality. The presence of hyperprolific authors at a rate higher than the national standard serves as an alert for potential risks such as coercive authorship, data fragmentation, or the assignment of authorship without substantive participation. This trend warrants a closer look to ensure that institutional incentives are not prioritizing raw metrics over the integrity of the scientific record.
The University of Jammu's Z-score of -0.268 is in close alignment with the national average of -0.250, placing both in the very low-risk category. This demonstrates integrity synchrony, reflecting a total alignment with an environment of maximum scientific security in this domain. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy by bypassing independent external peer review. The university's minimal use of such channels, consistent with the national norm, confirms its commitment to global visibility and standard competitive validation for its research output, avoiding any perception of using internal journals as 'fast tracks' for publication.
With a Z-score of -0.721, the institution shows a complete absence of risk signals for redundant output, a stark contrast to the national average of 0.720, which indicates a medium-risk environment. This signifies a state of preventive isolation, where the university does not replicate the risk dynamics prevalent in the country. A high rate of bibliographic overlap often indicates 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications to inflate productivity. The university's extremely low score is a testament to a research culture that prioritizes significant new knowledge over volume, thereby upholding the integrity of the scientific evidence base and avoiding overburdening the peer review system.