| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.173 | -0.927 |
|
Retracted Output
|
-0.287 | 0.279 |
|
Institutional Self-Citation
|
1.552 | 0.520 |
|
Discontinued Journals Output
|
0.276 | 1.099 |
|
Hyperauthored Output
|
-1.097 | -1.024 |
|
Leadership Impact Gap
|
-1.269 | -0.292 |
|
Hyperprolific Authors
|
-0.396 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.359 | 0.720 |
The University of Kashmir demonstrates a robust scientific integrity profile, with an overall risk score of -0.237 indicating performance superior to the global average. The institution's primary strengths lie in its exceptionally low rates of dependency on external leadership for impact, minimal use of institutional journals, and prudent management of authorship practices, all of which significantly outperform national benchmarks. These indicators of strong internal governance and research autonomy are complemented by high national rankings in several key thematic areas, including Social Sciences, Economics, Econometrics and Finance, and Pharmacology, Toxicology and Pharmaceutics, as per SCImago Institutions Rankings data. However, a notable vulnerability is the high rate of institutional self-citation, which suggests a degree of scientific isolation. This practice, if unmonitored, could challenge the university's mission to "promote excellence" by creating an echo chamber that limits external validation and global impact. To fully align its operational integrity with its strategic vision, the University of Kashmir is encouraged to leverage its clear strengths in research autonomy while fostering greater engagement with the international scientific community to mitigate the risks of academic endogamy.
The institution's Z-score of -1.173 for the Rate of Multiple Affiliations is notably lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This demonstrates total operational silence regarding practices that could be interpreted as "affiliation shopping" or strategic attempts to inflate institutional credit. The university's performance suggests that researcher affiliations are managed with exceptional clarity and transparency, reflecting legitimate collaborations rather than questionable metrics-driven strategies.
With a Z-score of -0.287, the University of Kashmir maintains a low Rate of Retracted Output, contrasting sharply with the medium-risk national environment (Z-score: 0.279). This disparity highlights the institution's resilience and suggests that its internal quality control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. While retractions can sometimes signify responsible supervision through the correction of honest errors, the university's low rate indicates that its pre-publication review processes are robust, preventing the systemic failures or recurring malpractice that a higher rate might imply and reinforcing its commitment to a culture of integrity.
The institution exhibits a medium-risk Z-score of 1.552 in the Rate of Institutional Self-Citation, a figure significantly higher than the national average of 0.520. This indicates a high exposure to the risks associated with academic insularity. While a certain level of self-citation is natural, the university's disproportionately high rate signals a potential 'echo chamber' where its work may not be receiving sufficient external scrutiny. This trend warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence could be oversized by internal dynamics rather than validated by broader recognition from the global community, a pattern that warrants strategic review.
The University of Kashmir's Z-score for Output in Discontinued Journals is 0.276, placing it in the medium-risk category but demonstrating differentiated management compared to the much higher national average of 1.099. This suggests the institution exercises greater due diligence in selecting dissemination channels than its national peers. Nevertheless, a medium-risk score still constitutes an alert, indicating that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. Strengthening information literacy for researchers is crucial to fully mitigate reputational risks and avoid wasting resources on predatory or low-quality publication practices.
The institution displays a prudent profile in its Rate of Hyper-Authored Output, with a Z-score of -1.097 that is even lower than the national standard of -1.024. This indicates that the university manages its authorship processes with more rigor than its peers. The data suggests a strong culture of accountability where authorship is not inflated, distinguishing legitimate large-scale collaborations from 'honorary' or political authorship practices. This responsible approach ensures that individual contributions are transparent and accountability is not diluted.
The university shows exceptional strength in the Gap between its total impact and the impact of its researcher-led output, with a very low-risk Z-score of -1.269, far below the country's low-risk score of -0.292. This low-profile consistency demonstrates that the institution's scientific prestige is not dependent on external partners but is structurally generated by its own internal capacity. The absence of a significant gap signals that excellence is the result of genuine intellectual leadership, ensuring the sustainability and autonomy of its research impact.
With a Z-score of -0.396 for the Rate of Hyperprolific Authors, the institution maintains a prudent profile that is more rigorous than the national standard (-0.067). This low rate indicates a healthy balance between quantity and quality in scientific production. It suggests the university effectively avoids the risks associated with extreme individual publication volumes, such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over the simple inflation of metrics.
The university's Z-score for Output in Institutional Journals is -0.268, showing almost perfect integrity synchrony with the national average of -0.250. This alignment in a very low-risk environment is a positive indicator. It demonstrates that the institution avoids the conflicts of interest and academic endogamy that can arise from excessive dependence on in-house journals. By ensuring its scientific production undergoes independent external peer review, the university promotes global visibility and competitive validation for its research.
For the Rate of Redundant Output, the institution's Z-score of 0.359, while in the medium-risk category, reflects differentiated management compared to the higher national average of 0.720. This indicates that the university is more effective at moderating the practice of 'salami slicing' than its peers. However, the medium-risk signal still warrants attention, as it suggests some instances of dividing coherent studies into minimal publishable units to artificially inflate productivity. Continued monitoring is advisable to ensure that the focus remains on publishing significant new knowledge rather than on volume.