| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.962 | -0.927 |
|
Retracted Output
|
-0.249 | 0.279 |
|
Institutional Self-Citation
|
-0.914 | 0.520 |
|
Discontinued Journals Output
|
0.641 | 1.099 |
|
Hyperauthored Output
|
-1.198 | -1.024 |
|
Leadership Impact Gap
|
2.040 | -0.292 |
|
Hyperprolific Authors
|
-0.567 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.572 | 0.720 |
Sher-e-Kashmir University of Agricultural Sciences and Technology-Jammu demonstrates a robust scientific integrity profile, with an overall risk score of -0.159 indicating performance that is slightly better than the global average. The institution exhibits exceptional governance in key areas, maintaining very low-risk levels for institutional self-citation, redundant output, and hyper-authorship, effectively insulating itself from vulnerabilities present at the national level. These strengths are foundational to its academic mission. However, strategic attention is required for two medium-risk indicators: a tendency to publish in discontinued journals and, more critically, a significant gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university's thematic strengths are clearly defined in Agricultural and Biological Sciences, Veterinary, Biochemistry, Genetics and Molecular Biology, and Environmental Science. To fulfill its mission of becoming a "leading agriculture University in India," it is crucial to address the identified dependency on external leadership for impact, as true leadership requires the generation of structural, endogenous scientific prestige. By strengthening its due diligence in publication channels and fostering greater intellectual autonomy, the university can fully align its operational integrity with its thematic excellence and strategic aspirations.
The institution's Z-score of -0.962 is in complete alignment with the national average of -0.927, reflecting a shared environment of maximum security in this area. This synchrony indicates that the university's policies and researcher practices regarding affiliations are consistent with the national standard, which itself shows no signs of risk. While multiple affiliations can be a legitimate outcome of collaboration, the data confirms an absence of any signals related to strategic attempts to inflate institutional credit or engage in “affiliation shopping,” demonstrating a stable and transparent operational model.
With a Z-score of -0.249, the institution demonstrates notable resilience by maintaining a low-risk profile in a national context that exhibits medium-level risk (Z-score: 0.279). This suggests that the university's internal quality control and supervision mechanisms are effectively mitigating systemic vulnerabilities observed elsewhere in the country. Retractions are complex events, but a rate significantly below the national average points towards a healthy integrity culture and robust methodological rigor, indicating that pre-publication checks are successfully preventing the types of errors or malpractice that might otherwise lead to retractions.
The university exhibits a commendable preventive isolation from national trends, with a Z-score of -0.914 in a country context showing medium risk (Z-score: 0.520). This very low rate of self-citation is a strong indicator of scientific extroversion and external validation. It suggests the institution actively avoids the 'echo chambers' that can arise from endogamous practices, ensuring its work is scrutinized and recognized by the global community. This practice directly counters the risk of inflating academic impact through internal dynamics, reinforcing the credibility and external relevance of its research.
The institution's Z-score of 0.641 indicates a medium level of risk, though it demonstrates differentiated management by maintaining a lower rate than the national average of 1.099. While the university appears to moderate a risk that is common in the country, this indicator remains a critical alert regarding due diligence in selecting dissemination channels. A notable presence in journals that fail to meet international ethical or quality standards exposes the institution to severe reputational damage. This signal suggests an urgent need to enhance information literacy among researchers to avoid channeling valuable scientific work into 'predatory' or low-quality outlets.
With a Z-score of -1.198, the institution shows an exceptionally low-risk profile that is fully consistent with, and even slightly better than, the low-risk national standard (Z-score: -1.024). The complete absence of risk signals in this area indicates that authorship practices are transparent and accountable. The data confirms that the university's research output does not show patterns of author list inflation, a practice that can dilute individual responsibility. This reflects a culture that values meaningful contributions over 'honorary' or political authorship.
A Z-score of 2.040 marks a moderate deviation from the national context, which has a low-risk score of -0.292. This gap represents a significant strategic vulnerability for the institution. The high positive value indicates that while the university participates in high-impact research, its overall prestige is heavily dependent on collaborations where it does not exercise intellectual leadership. This suggests that its scientific excellence may be more exogenous than structural, posing a sustainability risk. This metric invites deep reflection on whether the institution's impact results from its own core capacities or from a strategic positioning in partnerships led by others.
The institution maintains a prudent profile with a Z-score of -0.567, managing its processes with more rigor than the national standard (Z-score: -0.067). This low value indicates a healthy balance between quantity and quality in research output. It suggests the university fosters an environment that discourages practices such as coercive authorship or data fragmentation, which can be associated with extreme publication volumes. By avoiding the signals of hyper-prolificacy, the institution demonstrates a commitment to the integrity of the scientific record over the simple inflation of metrics.
The institution's Z-score of -0.268 is in perfect synchrony with the national average of -0.250, reflecting a shared and secure practice in this domain. This alignment with a very low-risk environment indicates that the university does not excessively depend on its own journals for dissemination. This practice mitigates potential conflicts of interest and avoids academic endogamy, ensuring that its scientific production undergoes independent external peer review. By prioritizing external validation, the institution strengthens its global visibility and the credibility of its research findings.
The institution demonstrates strong preventive isolation with a Z-score of -0.572, indicating a very low risk in an area where the national system shows medium-level vulnerability (Z-score: 0.720). This result suggests a research culture that prioritizes the publication of significant, coherent studies over the artificial inflation of output through data fragmentation. By effectively avoiding 'salami slicing,' the university upholds the integrity of the scientific evidence base and contributes meaningfully to cumulative knowledge, distinguishing itself from the risk dynamics observed in its environment.
