| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.204 | -0.927 |
|
Retracted Output
|
-0.503 | 0.279 |
|
Institutional Self-Citation
|
2.203 | 0.520 |
|
Discontinued Journals Output
|
0.172 | 1.099 |
|
Hyperauthored Output
|
-1.367 | -1.024 |
|
Leadership Impact Gap
|
-1.983 | -0.292 |
|
Hyperprolific Authors
|
0.271 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.564 | 0.720 |
The National Institute of Technology Silchar demonstrates a robust scientific integrity profile, reflected in an overall score of -0.216, which indicates a predominantly low-risk operational environment. The institution exhibits outstanding performance in key areas of research governance, including a very low rate of retracted output, minimal hyper-authorship, and a negligible gap between its overall impact and the impact of research under its direct leadership, signaling strong internal capacity and intellectual autonomy. Thematic strengths are particularly notable in Chemistry (ranked 51st in India), Environmental Science (59th), and Mathematics (60th), according to SCImago Institutions Rankings data, underscoring its focused academic excellence. However, this solid foundation is contrasted by medium-risk signals in Institutional Self-Citation, Redundant Output (Salami Slicing), and Hyperprolific Authorship, which are more pronounced than the national average. These vulnerabilities could challenge the institutional mission to foster "professional excellence" and "responsible thinking," as they suggest a potential focus on quantitative metrics over qualitative contribution. To fully align its practices with its mission, the institution is encouraged to implement targeted monitoring and awareness campaigns in these specific areas, thereby reinforcing its commitment to unimpeachable scientific integrity and societal betterment.
With a Z-score of -1.204, which is even lower than the national average of -0.927, the institution shows a complete absence of risk signals in this area. This result indicates total operational silence regarding practices like “affiliation shopping” or strategic attempts to inflate institutional credit. The data confirms that the institution's affiliation practices are transparent and well-governed, reflecting a clear and unambiguous assignment of academic contributions, which is a sign of a very healthy and secure research environment.
The institution presents a Z-score of -0.503, a very low-risk value that contrasts sharply with the medium-risk national average of 0.279. This demonstrates a preventive isolation, where the center successfully avoids the systemic risk dynamics observed across the country. A high rate of retractions can signal failing quality control mechanisms, but this institution’s excellent score suggests that its pre-publication supervision and methodological rigor are exceptionally effective. This performance indicates a strong integrity culture that minimizes the likelihood of recurring malpractice and protects its scientific record.
The institution's Z-score for this indicator is 2.203, which, while within the medium-risk category like the national average of 0.520, is significantly higher. This suggests a high exposure to this particular risk factor compared to its peers. A certain level of self-citation is natural, but this disproportionately high rate warns of a potential 'echo chamber' where the institution's work is validated internally without sufficient external scrutiny. This creates a risk of endogamous impact inflation, where academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
With a Z-score of 0.172, the institution operates at a medium-risk level, similar to the national context (Z-score of 1.099). However, its score is considerably lower than the country's average, indicating a differentiated management approach that moderates a common national risk. A high proportion of publications in such journals can signal a lack of due diligence, but this institution appears more discerning in its choice of dissemination channels. This helps mitigate reputational risks associated with 'predatory' practices, although continued efforts in information literacy are needed to fully safeguard against channeling research into low-quality outlets.
The institution's Z-score of -1.367 places it in the very low-risk category, 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 even exceeds, the national standard. This score indicates that authorship practices are well-calibrated and not susceptible to inflation. It serves as a strong signal that collaborations are appropriately scaled, ensuring that individual accountability and transparency are not diluted by 'honorary' or political authorship.
The institution shows an exceptionally strong Z-score of -1.983, a very low-risk value that is significantly better than the low-risk national average of -0.292. This result reflects a low-profile consistency and an absence of risk signals that surpasses the national standard. A wide positive gap can suggest that an institution's prestige is dependent on external partners, but this score indicates the opposite. The institution's scientific excellence is clearly the result of its real internal capacity and intellectual leadership, demonstrating a sustainable and structurally sound research ecosystem.
The institution has a Z-score of 0.271, placing it at a medium-risk level, which represents a moderate deviation from the low-risk national standard (Z-score of -0.067). This suggests the center has a greater sensitivity to risk factors related to extreme publication volumes than its national peers. While high productivity can be legitimate, this indicator serves as an alert for potential imbalances between quantity and quality. It points to risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant a review of internal authorship policies.
With a Z-score of -0.268, the institution's performance is almost identical to the national average of -0.250, both falling within the very low-risk category. This reflects an integrity synchrony and total alignment with an environment of maximum scientific security. By avoiding excessive dependence on its own journals, the institution sidesteps potential conflicts of interest and academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, reinforcing its global visibility and the competitive validation of its research.
The institution's Z-score of 1.564 is in the medium-risk category, reflecting a systemic pattern also seen at the national level (Z-score of 0.720). However, the institution's score is considerably higher, indicating a high exposure to this risk. This elevated value alerts to the potential practice of 'salami slicing,' where a single coherent study is fragmented into minimal publishable units to artificially inflate productivity. This behavior not only overburdens the peer-review system but also distorts the available scientific evidence, prioritizing publication volume over the generation of significant and impactful new knowledge.
