| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.018 | -0.927 |
|
Retracted Output
|
0.681 | 0.279 |
|
Institutional Self-Citation
|
0.810 | 0.520 |
|
Discontinued Journals Output
|
0.129 | 1.099 |
|
Hyperauthored Output
|
-1.351 | -1.024 |
|
Leadership Impact Gap
|
-0.895 | -0.292 |
|
Hyperprolific Authors
|
-0.798 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.057 | 0.720 |
The National Institute of Technology, Srinagar, presents a profile of commendable scientific integrity, reflected in an overall risk score of 0.003. The institution's primary strengths lie in its robust internal governance, with very low risk signals in the Rate of Multiple Affiliations, Hyper-Authored Output, and a minimal gap between its overall impact and the impact of research under its direct leadership. These indicators point to a culture of clear accountability and sustainable, self-driven research capacity. However, areas requiring strategic attention emerge in indicators with medium risk levels, specifically the Rate of Retracted Output, Institutional Self-Citation, and Redundant Output, where the institution's scores exceed the national average, suggesting vulnerabilities in pre-publication quality control and a tendency towards academic insularity. These observations are critical in the context of the institution's strong thematic positioning, with notable national rankings in Social Sciences (Top 70), Computer Science (Top 125), and Business, Management and Accounting (Top 165), according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, any commitment to excellence and societal impact is inherently challenged by risks that could compromise the credibility of its research. By focusing on strengthening peer review and promoting broader external engagement, the National Institute of Technology, Srinagar, can ensure its operational integrity fully aligns with its academic strengths, solidifying its role as a leading national institution.
The institution demonstrates an exceptionally low risk profile in this area, with a Z-score of -1.018, which is even more favorable than the national average of -0.927. This reflects a state of total operational silence regarding this indicator, suggesting that the institution's affiliation practices are clear and transparent, falling below even the minimal risk signals present at the national level. While multiple affiliations can be legitimate, an absence of high rates indicates that the institution is not exposed to risks of strategic "affiliation shopping" or artificial inflation of institutional credit, reinforcing a culture of straightforward academic attribution.
With a Z-score of 0.681, the institution shows a medium risk level that is notably higher than the national average of 0.279. This suggests a high exposure to the factors leading to retractions, indicating that the institution is more prone to these events than its national peers. Retractions are complex, but a rate significantly above the norm serves as a critical alert. It suggests that quality control mechanisms prior to publication may be failing systemically, pointing to a potential vulnerability in the institution's integrity culture or a lack of methodological rigor that requires immediate qualitative verification by management to prevent recurring malpractice.
The institution's Z-score for self-citation is 0.810, a medium risk level that is considerably higher than the national average of 0.520. This indicates a high exposure to insular citation practices, suggesting the institution is more prone than its peers to referencing its own work. While some self-citation is natural, this disproportionately high rate signals a potential "echo chamber" where work is validated internally without sufficient external scrutiny. This pattern warns of a significant risk of endogamous impact inflation, where the institution's perceived academic influence may be oversized by internal dynamics rather than recognition from the global scientific community.
The institution exhibits a Z-score of 0.129, a medium risk value that is, however, substantially lower than the national average of 1.099. This demonstrates a case of differentiated management, where the institution successfully moderates a risk that appears to be more common across the country. By maintaining a lower rate of publication in such journals, the institution shows superior due diligence in selecting dissemination channels. This proactive approach helps it avoid the severe reputational risks and wasted resources associated with "predatory" or low-quality publishing practices, a challenge that is more pronounced in the broader national context.
With a Z-score of -1.351, the institution shows a very low risk, performing better than the already low-risk national average of -1.024. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. In fields outside of "Big Science," high rates of hyper-authorship can indicate inflation of author lists, diluting accountability. The institution's excellent score suggests that its authorship practices are transparent and well-governed, effectively distinguishing between necessary collaboration and questionable honorary attributions.
The institution's Z-score of -0.895 indicates a very low risk, significantly better than the national low-risk average of -0.292. This low-profile consistency, where the absence of risk signals surpasses the national standard, is a strong positive indicator. A wide gap can suggest that an institution's prestige is dependent on external partners rather than its own capabilities. The minimal gap here signals that the institution's scientific excellence is the result of genuine internal capacity and intellectual leadership, indicating a sustainable and structurally sound research ecosystem not reliant on exogenous factors for its impact.
The institution maintains a Z-score of -0.798, which, while in the low-risk category, is notably more rigorous than the national average of -0.067. This prudent profile suggests that the institution manages its authorship and productivity expectations with greater control than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The institution's lower score indicates a healthy mitigation of risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution is almost perfectly aligned with the national average of -0.250, both of which are in the very low-risk category. This reflects an integrity synchrony, 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 institution's negligible rate demonstrates a firm commitment to global validation standards, ensuring its scientific production is assessed through competitive, external channels.
The institution's Z-score of 1.057 places it in the medium risk category, a level of exposure that is higher than the national average of 0.720. This indicates that the institution is more prone to showing alert signals for this behavior than its environment. A high value in this indicator alerts to the practice of "salami slicing," where a coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the review system, suggesting a need to reinforce policies that prioritize significant new knowledge over publication volume.