| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.628 | -0.927 |
|
Retracted Output
|
-0.447 | 0.279 |
|
Institutional Self-Citation
|
0.721 | 0.520 |
|
Discontinued Journals Output
|
0.334 | 1.099 |
|
Hyperauthored Output
|
-1.319 | -1.024 |
|
Leadership Impact Gap
|
-1.259 | -0.292 |
|
Hyperprolific Authors
|
-1.060 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.091 | 0.720 |
Netaji Subhas University of Technology presents a robust scientific integrity profile, with an overall risk score of -0.360 indicating a performance that is healthier than the global average. The institution demonstrates significant strengths in maintaining very low rates of retracted output, hyper-prolific authorship, and hyper-authored publications, effectively insulating itself from risks that are more prevalent at the national level. Key areas for strategic monitoring include a moderate and slightly elevated rate of institutional self-citation, which suggests a tendency towards internal validation. According to SCImago Institutions Rankings data, the university's strongest research areas include Economics, Econometrics and Finance; Earth and Planetary Sciences; Computer Science; and Physics and Astronomy. Although the institution's specific mission statement was not available for this analysis, this low-risk profile provides a solid foundation for any mission centered on academic excellence and social responsibility, as high integrity is a prerequisite for trustworthy and impactful research. The university is well-positioned to leverage its sound integrity practices as a strategic asset to further enhance its national and global standing.
The institution's Z-score of -0.628 indicates a low rate of multiple affiliations, yet this represents a slight divergence from the national baseline, which is almost non-existent (Z-score: -0.927). This suggests the emergence of a minor but observable trend of risk activity that is not prevalent in the rest of the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this small deviation warrants proactive attention to ensure it does not evolve into a strategic attempt to inflate institutional credit through practices like “affiliation shopping.”
The institution exhibits an exemplary record regarding retracted publications, with a Z-score of -0.447, positioning it in a state of preventive isolation from the moderate risk dynamics observed nationally (Z-score: 0.279). This strong negative score suggests that the university's quality control and supervision mechanisms are highly effective, preventing the systemic failures that may lead to retractions elsewhere. A rate significantly lower than the average is a positive indicator of a robust integrity culture, where methodological rigor is prioritized and potential errors are corrected before publication, safeguarding the scientific record.
With a Z-score of 0.721, the institution's rate of self-citation is more pronounced than the national average of 0.520, signaling a high exposure to this particular risk. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this elevated rate suggests the institution is more prone to creating scientific 'echo chambers' where its work is validated internally without sufficient external scrutiny. This pattern warns of a potential for endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution demonstrates differentiated management in its selection of publication venues, with a moderate Z-score of 0.334 that is substantially better than the national average of 1.099. This performance indicates that the university is successfully moderating a risk that appears to be a more common challenge across the country. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence, exposing an institution to severe reputational risks. The university's ability to contain this risk suggests a more informed approach, though continued vigilance is essential to avoid channeling resources into 'predatory' or low-quality practices.
The institution maintains a very low rate of hyper-authored publications (Z-score: -1.319), a result that shows low-profile consistency with, and is even stronger than, the low-risk national standard (Z-score: -1.024). This absence of risk signals indicates that authorship practices are well-aligned with international norms. As high rates of hyper-authorship outside of "Big Science" can indicate author list inflation and dilute individual accountability, the institution's excellent result points to a culture of transparency where authorship is correctly attributed, reinforcing the credibility of its research.
With a Z-score of -1.259, the institution shows a very low gap between its overall impact and the impact of research where it holds a leadership role, a profile that demonstrates low-profile consistency with the national standard (Z-score: -0.292). A narrow gap is a strong indicator that the institution's scientific prestige is built on solid internal capacity and intellectual leadership, rather than being dependent on external partners. This result suggests a sustainable model of excellence, where impact is structural and endogenous, reflecting genuine research capabilities and not just strategic positioning in collaborations.
The institution shows a very low incidence of hyperprolific authors (Z-score: -1.060), a position that is consistent with the low-risk national context (Z-score: -0.067). This strong performance is a positive sign of a healthy research environment. Since extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality, the institution's low score suggests it prioritizes scientific integrity over pure metrics, thereby avoiding risks such as coercive authorship or the assignment of authorship without real participation.
The institution's rate of publication in its own journals is minimal (Z-score: -0.268), demonstrating integrity synchrony with the national environment of maximum scientific security in this regard (Z-score: -0.250). This total alignment indicates that the institution is not reliant on internal channels for dissemination. By consistently seeking external, independent peer review, the university avoids potential conflicts of interest and academic endogamy, which in turn enhances its global visibility and confirms its commitment to standard competitive validation for its research output.
The institution demonstrates notable institutional resilience against the risk of redundant publications, commonly known as 'salami slicing.' Its low Z-score of -0.091 stands in stark contrast to the moderate risk level seen nationally (Z-score: 0.720), suggesting that its internal control mechanisms effectively mitigate a systemic national trend. High rates of bibliographic overlap often indicate data fragmentation designed to artificially inflate productivity. The university's low score points to a research culture that values the generation of significant new knowledge over volume, thereby protecting the integrity of the scientific record.
