| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.147 | 0.589 |
|
Retracted Output
|
-0.371 | 0.666 |
|
Institutional Self-Citation
|
-0.254 | 0.027 |
|
Discontinued Journals Output
|
0.378 | 0.411 |
|
Hyperauthored Output
|
-1.206 | -0.864 |
|
Leadership Impact Gap
|
-1.320 | 0.147 |
|
Hyperprolific Authors
|
-0.647 | -0.403 |
|
Institutional Journal Output
|
-0.268 | -0.243 |
|
Redundant Output
|
-0.647 | -0.139 |
Chittagong University of Engineering and Technology (CUET) demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.284, which indicates performance significantly better than the global average. This strong foundation is complemented by notable thematic leadership, with SCImago Institutions Rankings data placing CUET as the top institution in Bangladesh for Earth and Planetary Sciences and Mathematics, and among the top national performers in Energy and Computer Science. The institution's main vulnerabilities are observed in the moderate rates of multiple affiliations and publication in discontinued journals, which appear to be systemic challenges within the national context. These risks, while moderate, require attention as they could subtly undermine the university's mission to "contribute to the advancement of knowledge that will best serve the nation and the world." Ensuring that all research output is channeled through high-quality, enduring venues is critical to fulfilling this global commitment. Overall, CUET's profile is one of strength and resilience; a strategic focus on enhancing publication channel selection and clarifying affiliation policies will further solidify its position as a leader in ethical and impactful research.
The institution presents a Z-score of 0.147, which is notably lower than the national average of 0.589. This suggests a differentiated management approach where the university successfully moderates a risk that is more common throughout the country. While multiple affiliations often arise from legitimate collaborations, disproportionately high rates can signal strategic attempts to inflate institutional credit. CUET's more controlled rate indicates a healthier dynamic, suggesting that its collaborative practices are well-governed and less exposed to the risk of "affiliation shopping," thereby preserving the clarity and integrity of its institutional contributions.
With a Z-score of -0.371, the institution shows a near-absence of retracted publications, contrasting sharply with the national Z-score of 0.666. This demonstrates significant institutional resilience, as internal control mechanisms appear to effectively mitigate a systemic risk observed in the broader national environment. A high rate of retractions can suggest that quality control mechanisms are failing prior to publication. CUET's excellent performance in this area is a strong indicator of a healthy integrity culture, robust methodological rigor, and responsible supervision, protecting it from the reputational damage associated with recurring scientific malpractice.
The institution's Z-score for self-citation is -0.254, a low value that stands in positive contrast to the national average of 0.027. This gap highlights the university's effective institutional resilience against the risk of academic insularity. While some self-citation is natural, high rates can create 'echo chambers' where work is not subjected to sufficient external scrutiny. CUET's low score suggests its research has a broad external impact and is validated by the global community, successfully avoiding the risk of endogamous impact inflation and demonstrating a commitment to open scientific dialogue.
The institution's Z-score of 0.378 is nearly identical to the national average of 0.411, indicating a systemic pattern where the risk level reflects shared practices or challenges at a national level. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This shared vulnerability suggests that researchers, both at CUET and nationally, may be channeling work through media that fail to meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent, system-wide need for improved information literacy to avoid predatory practices.
With a Z-score of -1.206, the institution shows a complete absence of risk signals in this area, a figure that is even lower than the country's already low average of -0.864. This demonstrates a low-profile consistency, where the university's practices align perfectly with a national standard of integrity. Outside of 'Big Science' contexts, hyper-authorship can indicate author list inflation and dilute individual accountability. CUET's exceptionally low score is a positive sign of a transparent and meritocratic authorship culture, free from 'honorary' or political attributions.
The institution's Z-score of -1.320 marks a profound and positive deviation from the national average of 0.147. This signifies a state of preventive isolation, where the university does not replicate the risk dynamics of dependency observed in its environment. A high positive score suggests that an institution's prestige is reliant on external partners rather than its own intellectual leadership. CUET's strong negative score indicates the opposite: its scientific impact is structural and driven by internal capacity. This is a clear sign of scientific maturity and sustainability, demonstrating that its excellence is homegrown and not merely the result of strategic positioning in collaborations.
The institution's Z-score of -0.647 is significantly lower than the national average of -0.403, pointing to a prudent profile in managing author productivity. This suggests that the university's processes are governed with more rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. CUET's lower rate indicates a healthy research environment that effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, prioritizing the integrity of the scientific record over sheer volume.
With a Z-score of -0.268, the institution is in close alignment with the national average of -0.243, both of which are very low. This reflects a state of integrity synchrony, where the university's practices are in total harmony with a national environment of maximum scientific security in this regard. Excessive reliance on in-house journals can create conflicts of interest and academic endogamy. The near-zero presence of this practice at both the institutional and national levels demonstrates a strong, shared commitment to independent, external peer review, which enhances global visibility and ensures that research is validated through standard competitive channels.
The institution exhibits a very low Z-score of -0.647, which is considerably better than the country's low-risk score of -0.139. This low-profile consistency, where the absence of risk signals at the university reinforces a positive national standard, is a strong indicator of good scientific practice. A high rate of redundant output, or 'salami slicing,' points to the artificial fragmentation of studies to inflate publication counts. CUET's minimal score suggests its researchers are focused on producing coherent, significant contributions to knowledge rather than prioritizing volume, thereby upholding the integrity of the scientific evidence base.
