| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.066 | 0.589 |
|
Retracted Output
|
-0.447 | 0.666 |
|
Institutional Self-Citation
|
-0.205 | 0.027 |
|
Discontinued Journals Output
|
-0.128 | 0.411 |
|
Hyperauthored Output
|
-1.034 | -0.864 |
|
Leadership Impact Gap
|
1.103 | 0.147 |
|
Hyperprolific Authors
|
-1.264 | -0.403 |
|
Institutional Journal Output
|
-0.268 | -0.243 |
|
Redundant Output
|
-0.558 | -0.139 |
Khulna University of Engineering and Technology (KUET) demonstrates a robust scientific integrity profile, with an overall risk score of -0.341 that is notably healthier than the global average. The institution's primary strengths lie in its exceptionally low-risk indicators for Retracted Output, Hyperprolific Authorship, and Redundant Output, signaling strong internal quality controls and an academic culture that prioritizes substance over volume. While most indicators reflect either resilience or alignment with national standards, a medium-risk signal in the gap between its total and led-research impact (NI Difference) suggests a strategic vulnerability related to dependency on external collaborations for visibility. This finding is particularly relevant given KUET's prominent national standing, as evidenced by SCImago Institutions Rankings data where it ranks among the top five in Bangladesh in key disciplines such as Agricultural and Biological Sciences (#1), Mathematics (#2), Engineering (#3), and Computer Science (#4). This performance aligns with its mission to foster leadership and technological development; however, the identified dependency risk could challenge the long-term sustainability of this leadership. To fully embody its commitment to "high ethical standard and professionalism," KUET is encouraged to leverage its solid integrity foundation to develop strategies that strengthen its internal research leadership, ensuring its excellent reputation is built upon a sustainable and sovereign scientific capacity.
The institution presents a Z-score of 0.066, which is significantly lower than the national average of 0.589. Although both the institution and the country fall within a medium-risk context for this indicator, the university demonstrates a differentiated and more controlled management of this practice. This suggests that KUET has effectively moderated a risk that appears more common or pronounced within the national system. While multiple affiliations can be a legitimate outcome of collaboration, the institution's lower rate indicates a reduced exposure to the risk of strategic "affiliation shopping" or artificial inflation of institutional credit, reflecting more rigorous internal policies compared to its national peers.
With a Z-score of -0.447, the institution shows a complete absence of risk signals, placing it in a state of preventive isolation from the national trend, where the average Z-score is 0.666. This stark contrast highlights the effectiveness of the university's internal governance, as it does not replicate the risk dynamics observed in its environment. A high rate of retractions can suggest systemic failures in pre-publication quality control. KUET's very low score is a testament to a robust integrity culture and responsible supervision, successfully safeguarding its scientific record from the vulnerabilities affecting the broader national system.
The institution's Z-score of -0.205 is indicative of low risk, demonstrating institutional resilience when compared to the country's medium-risk average of 0.027. This suggests that the university's internal control mechanisms are successfully mitigating systemic risks present at the national level. While a certain level of self-citation is natural, the country's average points towards a broader tendency for scientific isolation. KUET, in contrast, appears to avoid the formation of 'echo chambers,' ensuring its work receives sufficient external scrutiny and that its academic influence is validated by the global community rather than being inflated by endogamous dynamics.
Displaying a low-risk Z-score of -0.128 against a medium-risk national average of 0.411, the institution showcases notable resilience. This performance indicates that its control mechanisms are effectively mitigating a systemic national risk related to publication channel selection. A high proportion of output in discontinued journals can signal a failure in due diligence and expose an institution to severe reputational damage from association with 'predatory' practices. KUET's ability to filter out these low-quality channels, a challenge evident at the national level, points to a well-informed research community and strong information literacy policies.
The institution maintains a prudent profile with a Z-score of -1.034, which is more rigorous than the national standard of -0.864. Both scores are in the low-risk category, but the university's lower value suggests a more stringent management of its authorship processes. In fields outside of 'Big Science,' high rates of hyper-authorship can indicate author list inflation or the dilution of individual accountability. KUET's data suggests it is particularly effective at distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices, managing this aspect with greater rigor than its national counterparts.
The institution's Z-score of 1.103 indicates a high exposure to this risk, especially when compared to the national average of 0.147. Although both operate in a medium-risk environment, the university is significantly more prone to showing alert signals in this area. This wide positive gap suggests that while the institution's overall scientific prestige is high, it may be heavily dependent on external partners, with a lower impact from research where it exercises intellectual leadership. This signals a potential sustainability risk, inviting reflection on whether its excellence metrics stem from genuine internal capacity or from strategic positioning in collaborations led by others.
With a Z-score of -1.264, the institution demonstrates a complete absence of risk signals, achieving low-profile consistency within a national context that already shows low risk (Z-score of -0.403). This result is commendable, as it aligns with and even surpasses the national standard for responsible productivity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. KUET's very low score indicates a healthy academic environment that effectively avoids risks such as coercive authorship or the assignment of credit without real participation.
The institution's Z-score of -0.268 shows a total alignment with the national environment (Z-score of -0.243), reflecting a shared state of maximum scientific security in this area. This integrity synchrony indicates that, like its national peers, the university avoids excessive dependence on its own journals for dissemination. This practice mitigates potential conflicts of interest and the risk of academic endogamy, where production might bypass independent external peer review. By favoring external channels, KUET ensures its research is validated competitively, thereby enhancing its global visibility and credibility.
The institution's Z-score of -0.558 is in the very low-risk category, indicating low-profile consistency when compared to the country's low-risk average of -0.139. The complete absence of risk signals at the institutional level, in an environment where some low-level risk is present, is a positive finding. It suggests a strong institutional culture that discourages data fragmentation or 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. This commitment to publishing significant new knowledge rather than prioritizing volume strengthens the integrity of the scientific record and demonstrates responsible research practices.