| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.156 | -0.927 |
|
Retracted Output
|
0.737 | 0.279 |
|
Institutional Self-Citation
|
-0.392 | 0.520 |
|
Discontinued Journals Output
|
0.127 | 1.099 |
|
Hyperauthored Output
|
-1.259 | -1.024 |
|
Leadership Impact Gap
|
-1.142 | -0.292 |
|
Hyperprolific Authors
|
-0.185 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Sikkim University presents a balanced integrity profile with an overall score of -0.113, indicating a solid foundation of responsible research practices. The institution demonstrates significant strengths and robust governance in several key areas, showing very low risk signals in multiple affiliations, hyper-authorship, impact dependency, institutional journal usage, and redundant publications. These results point to a healthy research culture. However, areas requiring strategic attention are the rates of retracted output and publications in discontinued journals, which register as areas of potential vulnerability. This integrity profile supports a strong research portfolio, with notable national standing in areas such as Agricultural and Biological Sciences, Medicine, and Economics, Econometrics and Finance, according to SCImago Institutions Rankings data. The identified risks, particularly concerning retractions, could challenge the universal academic mission of pursuing excellence and maintaining public trust, as a high rate can erode the credibility of an institution's research. By leveraging its clear strengths and proactively addressing these vulnerabilities, Sikkim University is well-positioned to consolidate its reputation for scientific integrity, ensuring its thematic leadership is built on a foundation of the highest ethical standards.
The institution's Z-score of -1.156, compared to the national average of -0.927, indicates a complete absence of risk signals in this area, performing even better than the already low national benchmark. This demonstrates exemplary clarity in institutional attribution. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. Sikkim University's data shows no evidence of such "affiliation shopping," reflecting a transparent and well-governed approach to researcher affiliations.
With a Z-score of 0.737, significantly above the national average of 0.279, the institution shows a higher propensity for its publications to be retracted. Retractions are complex events, but a rate notably higher than the norm suggests that pre-publication quality control mechanisms may be failing systemically. This elevated value serves as an alert to a potential vulnerability in the institution's integrity culture, indicating that recurring malpractice or a lack of methodological rigor could be present, warranting immediate qualitative verification by management to safeguard its scientific reputation.
The institution's Z-score of -0.392 contrasts sharply with the national average of 0.520, suggesting that internal control mechanisms are successfully mitigating a risk that is more prevalent at the national level. A certain level of self-citation is natural and reflects the continuity of research lines, but high rates can signal scientific isolation or "echo chambers." Sikkim University's low rate indicates that its research is validated through broad external scrutiny rather than relying on internal dynamics, demonstrating healthy integration into the global scientific community and avoiding the risk of endogamous impact inflation.
The institution demonstrates effective risk moderation with a Z-score of 0.127, substantially lower than the national average of 1.099. This indicates a more discerning approach to selecting publication venues compared to the national trend. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels, often exposing an institution to severe reputational risks from "predatory" or low-quality practices. Sikkim University's performance suggests a differentiated management strategy that successfully guides its researchers toward more reliable and reputable journals.
With a Z-score of -1.259, which is even lower than the national average of -1.024, the institution shows a complete absence of risk signals related to inflated author lists. While extensive author lists are legitimate in "Big Science" contexts, their appearance elsewhere can indicate a dilution of individual accountability through practices like "honorary" authorship. Sikkim University's data confirms that its authorship practices are transparent and well-aligned with disciplinary norms, reinforcing individual responsibility and the integrity of its research contributions.
The institution's Z-score of -1.142, significantly lower than the national average of -0.292, points to a strong and sustainable research model. A very wide positive gap in this indicator can signal that an institution's scientific prestige is dependent on external partners rather than its own intellectual leadership. Sikkim University's very low score demonstrates that its scientific impact is driven by research where it holds a leadership role, reflecting a robust internal capacity for generating high-quality, influential science and mitigating any risk of exogenous dependency.
The institution's Z-score of -0.185, compared to the national average of -0.067, indicates a more rigorous management of author productivity than the national standard. While high productivity can evidence leadership, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. Sikkim University's prudent profile suggests a research environment that prioritizes the integrity of the scientific record over sheer volume, effectively discouraging practices such as coercive authorship or the assignment of authorship without real participation.
With a Z-score of -0.268, the institution is in total alignment with the national average of -0.250, reflecting an environment of maximum scientific security in this regard. While in-house journals can be valuable for local dissemination, excessive dependence on them raises conflict-of-interest concerns and risks academic endogamy. The data confirms that Sikkim University's researchers primarily seek validation through independent, external peer review, ensuring their work has global visibility and is not channeled through internal "fast tracks" that bypass standard competitive validation.
The institution's Z-score of -1.186 stands in stark contrast to the national average of 0.720, demonstrating a clear isolation from a risk dynamic prevalent in its environment. Massive and recurring bibliographic overlap between publications often indicates data fragmentation or "salami slicing"—the practice of dividing a study into minimal units to artificially inflate productivity. Sikkim University's exceptionally low score indicates that its research culture strongly promotes the publication of complete, significant studies, prioritizing new knowledge over volume and avoiding practices that distort the scientific evidence base.
