| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.747 | 0.589 |
|
Retracted Output
|
-0.005 | 0.666 |
|
Institutional Self-Citation
|
0.938 | 0.027 |
|
Discontinued Journals Output
|
1.501 | 0.411 |
|
Hyperauthored Output
|
-1.360 | -0.864 |
|
Leadership Impact Gap
|
-3.720 | 0.147 |
|
Hyperprolific Authors
|
-1.413 | -0.403 |
|
Institutional Journal Output
|
-0.268 | -0.243 |
|
Redundant Output
|
0.523 | -0.139 |
Comilla University demonstrates a solid overall integrity profile, reflected in its low global risk score of 0.024. The institution exhibits significant strengths in areas related to authorship integrity and intellectual leadership, with very low risk signals for hyper-authorship, hyper-prolificacy, and dependency on external collaborators for impact. These strengths are foundational to its notable academic positioning, particularly in key thematic areas such as Economics, Econometrics and Finance, Energy, and Business, Management and Accounting, where it ranks among the top institutions in Bangladesh according to SCImago Institutions Rankings data. However, this profile is contrasted by medium-level risks in publication and citation practices, including institutional self-citation, output in discontinued journals, and redundant publications. These vulnerabilities could undermine the university's mission to achieve "academic excellence" and "high quality research," as they suggest a potential misalignment between productivity metrics and genuine scientific contribution. To fully align its practices with its stated mission of fostering "socially responsible leaders," the university is encouraged to leverage its strong internal governance to refine its publication strategies, thereby ensuring that its demonstrated research capacity translates into globally recognized and unimpeachable scientific impact.
The institution presents a Z-score of 0.747, which is higher than the national average of 0.589. With both the university and the country at a medium risk level, this indicates a high exposure where the institution is more prone to showing alert signals than its environment. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's heightened rate suggests a need to review these patterns to ensure they reflect genuine collaboration rather than strategic attempts to inflate institutional credit or “affiliation shopping.”
With a Z-score of -0.005, the institution shows a significantly lower risk compared to the national average of 0.666. This contrast suggests a high degree of institutional resilience, where internal control mechanisms appear to be successfully mitigating the systemic risks observed at the country level. Retractions can signify responsible supervision when correcting honest errors, and the university's low rate indicates that its quality control mechanisms prior to publication are robust, effectively preventing the kind of recurring malpractice or lack of methodological rigor that may be more prevalent in the national context.
The university's Z-score for this indicator is 0.938, markedly above the national average of 0.027. As both operate within a medium-risk context, this score points to a high exposure, suggesting the institution is more susceptible to this risk than its national peers. A certain level of self-citation is natural, but this disproportionately high rate warns of potential scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This dynamic creates a risk of endogamous impact inflation, where academic influence may be oversized by internal validation rather than recognition from the global community.
The institution's Z-score of 1.501 is substantially higher than the national average of 0.411, placing it in a position of high exposure within a shared medium-risk environment. This elevated rate constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
Comilla University shows a Z-score of -1.360, indicating a very low risk that is well below the country's low-risk average of -0.864. This demonstrates a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. This suggests that the institution's authorship practices are transparent and accountable, successfully distinguishing between necessary massive collaboration and 'honorary' or political authorship practices that can dilute individual responsibility.
The institution has a Z-score of -3.720, a very low-risk value that stands in stark contrast to the country's medium-risk average of 0.147. This profile suggests a preventive isolation, where the university does not replicate the risk dynamics observed in its environment. A negative score indicates that the impact of research led by the institution is strong and not reliant on external partners. This is a sign of robust internal capacity and intellectual leadership, effectively avoiding the sustainability risk of having a scientific prestige that is dependent and exogenous rather than structural.
With a Z-score of -1.413, the university maintains a very low risk, outperforming the national low-risk average of -0.403. This reflects a low-profile consistency, where the institution's practices are even more rigorous than the national standard. This indicates a healthy balance between productivity and quality, successfully avoiding the risks associated with extreme individual publication volumes, such as coercive authorship, 'salami slicing,' or the assignment of authorship without real participation—dynamics that prioritize metrics over scientific record integrity.
The institution's Z-score of -0.268 is almost identical to the national average of -0.243, with both at a very low risk level. This demonstrates integrity synchrony and a total alignment with an environment of maximum scientific security in this area. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review and maintains global visibility rather than using internal channels as 'fast tracks' to inflate CVs.
The university's Z-score of 0.523 places it at a medium risk level, representing a moderate deviation from the country's low-risk average of -0.139. This indicates that the institution shows a greater sensitivity to this risk factor than its peers. This value serves as an alert to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' Such a practice can distort the available scientific evidence and overburden the review system by prioritizing publication volume over the dissemination of significant new knowledge.
