| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.752 | -0.927 |
|
Retracted Output
|
-0.503 | 0.279 |
|
Institutional Self-Citation
|
-0.458 | 0.520 |
|
Discontinued Journals Output
|
1.687 | 1.099 |
|
Hyperauthored Output
|
-1.241 | -1.024 |
|
Leadership Impact Gap
|
0.980 | -0.292 |
|
Hyperprolific Authors
|
-0.525 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.372 | 0.720 |
Sikkim Manipal University demonstrates a commendable overall integrity profile, marked by a low aggregate risk score of 0.065. The institution exhibits significant strengths in maintaining robust quality control, as evidenced by very low rates of retracted output, hyper-authored publications, and output in its own journals, effectively insulating itself from risks prevalent at the national level. These areas of excellence are foundational to its mission. However, strategic attention is required for a few medium-risk indicators, notably the rate of publication in discontinued journals, a dependency on external partners for research impact, and the rate of redundant publications. These vulnerabilities, if unaddressed, could challenge the institution's ambition to develop "professionals of excellent calibre" who are "globally competent." The University's recognized research activity in fields such as Physics and Astronomy, Energy, and Earth and Planetary Sciences, as per SCImago Institutions Rankings data, provides a strong platform for growth. To fully align its scientific practices with its mission, the institution is encouraged to enhance due diligence in publication venue selection and foster greater intellectual leadership, ensuring that its pursuit of excellence is built upon a foundation of unimpeachable scientific integrity.
The institution presents a Z-score of -0.752, while the national average is -0.927. This represents a slight divergence from the national context, where risk signals in this area are virtually non-existent. While the institution's risk level remains low, this minor deviation suggests the emergence of practices that warrant observation. Multiple affiliations can be a legitimate outcome of collaboration, but it is crucial to ensure they do not become a strategic tool for inflating institutional credit or engaging in “affiliation shopping,” thereby maintaining transparency in academic contributions.
With a Z-score of -0.503, the institution demonstrates a strong performance, especially when contrasted with the national average of 0.279, which indicates a medium level of risk. This result suggests a preventive isolation, where the university does not replicate the risk dynamics observed in its environment. A very low rate of retractions is a positive sign of responsible supervision and effective pre-publication quality control. This performance indicates that, unlike the systemic trend in the country, the institution's integrity culture and methodological rigor are effectively preventing the kind of recurring errors or malpractice that lead to retractions.
The institution's Z-score of -0.458 is significantly healthier than the national average of 0.520. This demonstrates institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks of academic insularity present in the country. A certain level of self-citation is natural, but the country's medium-risk score points to a broader tendency toward 'echo chambers'. In contrast, the university's low rate suggests its work is validated through sufficient external scrutiny, avoiding the endogamous inflation of impact and reflecting a genuine integration with the global scientific community.
The institution's Z-score of 1.687 is notably higher than the national average of 1.099, although both fall within the medium-risk category. This indicates a high exposure, suggesting the center is more prone to this particular risk than its peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a significant portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need to improve information literacy to avoid predatory practices.
The institution's Z-score of -1.241 is in the very low-risk range, slightly better than the national average of -1.024. This reflects a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. This strong result suggests that the institution's authorship practices are transparent and accountable. By avoiding the inflation of author lists, the university ensures that credit is assigned appropriately, which is a key element in distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices.
With a Z-score of 0.980, the institution shows a moderate deviation from the national average of -0.292. This indicates a greater sensitivity to this risk factor than its peers, pointing to a potential dependency on external collaborators for impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This suggests that the university's scientific prestige may be more exogenous than structural, prompting a strategic reflection on whether its excellence metrics stem from genuine internal capacity or from a supporting role in collaborations where it does not exercise intellectual leadership.
The institution's Z-score of -0.525 is lower than the national average of -0.067, both of which are in the low-risk category. This indicates a prudent profile, as the university appears to manage its processes with more rigor than the national standard. While high productivity can be legitimate, this controlled rate suggests the institution fosters a healthy balance between quantity and quality. This helps to mitigate risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over the simple inflation of metrics.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, placing both in the very low-risk category. This demonstrates integrity synchrony, a total alignment with an environment of maximum scientific security in this regard. By not relying on its own journals for dissemination, the university avoids potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, which is essential for achieving global visibility and competitive validation, rather than using internal channels as potential 'fast tracks' for publication.
The institution's Z-score of 1.372 is considerably higher than the national average of 0.720, though both are classified as medium risk. This signals high exposure, as the university is more prone to showing alert signals for this behavior than its environment. A high value in this indicator points to the practice of 'salami slicing,' where a single 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 peer-review system, prioritizing publication volume over the generation of significant new knowledge.