| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.590 | 0.589 |
|
Retracted Output
|
-0.475 | 0.666 |
|
Institutional Self-Citation
|
-0.127 | 0.027 |
|
Discontinued Journals Output
|
0.131 | 0.411 |
|
Hyperauthored Output
|
-0.823 | -0.864 |
|
Leadership Impact Gap
|
1.417 | 0.147 |
|
Hyperprolific Authors
|
-1.019 | -0.403 |
|
Institutional Journal Output
|
-0.268 | -0.243 |
|
Redundant Output
|
-0.019 | -0.139 |
Khulna University demonstrates a solid overall scientific integrity profile, with a global risk score (-0.164) that indicates performance aligned with international standards. The institution's primary strengths lie in its robust quality control mechanisms, evidenced by extremely low rates of retracted output, hyperprolific authorship, and publication in its own journals. These indicators suggest a culture that prioritizes rigor and external validation over problematic internal metrics. According to SCImago Institutions Rankings data, the university's scientific leadership is most prominent in Agricultural and Biological Sciences (ranked 4th nationally), Biochemistry, Genetics and Molecular Biology (5th), and Medicine (5th). However, a significant vulnerability emerges in the gap between the impact of its total output and that of its internally-led research, which is markedly higher than the national average. This dependency on external collaboration for impact directly challenges the university's mission to "produce self-motivated, aspiring leaders" and "nurture an enabling environment" for independent intellectual exercise. To fully realize its vision of fostering excellence based on "professional ethics, and social responsibilities," it is recommended that the university leverage its strong integrity foundation to develop strategies that bolster its internal research leadership, ensuring that its recognized impact is a direct reflection of its own sustainable capacity.
The institution's Z-score of 0.590 is nearly identical to the national average of 0.589. This alignment indicates that the university's approach to multiple affiliations reflects a systemic pattern common throughout the country's research ecosystem. While multiple affiliations can be a legitimate outcome of collaboration, this shared medium-risk level suggests that both the institution and its national peers may be engaging in practices that could be perceived as strategic attempts to inflate institutional credit. The data points to a nationally prevalent behavior rather than an isolated institutional issue, warranting a sector-wide dialogue on affiliation standards.
With a Z-score of -0.475, the institution demonstrates an exceptionally low rate of retracted publications, positioning it in a state of preventive isolation from the national trend, where the risk is medium (Z-score: 0.666). This is a significant strength, suggesting that the university's quality control and supervision mechanisms are highly effective, successfully filtering out potential issues before publication. While some retractions reflect honest correction, the country's higher average could point to systemic vulnerabilities. Khulna University, in contrast, showcases a robust integrity culture that prevents the kind of recurring malpractice or lack of methodological rigor that may be affecting its environment.
The institution's Z-score of -0.127 is in the low-risk category, showcasing institutional resilience when compared to the country's medium-risk average of 0.027. This indicates that the university's control mechanisms are effectively mitigating the systemic risks of academic insularity observed nationally. While a certain level of self-citation is natural, the country's higher score suggests a broader tendency toward 'echo chambers'. Khulna University, however, appears to maintain a healthier balance, ensuring its work receives sufficient external scrutiny and avoiding the risk of endogamous impact inflation, where influence is oversized by internal dynamics rather than global recognition.
The institution presents a Z-score of 0.131, which, while in the medium-risk category, is considerably better than the national average of 0.411. This demonstrates a differentiated management approach, where the university moderates a risk that appears more common and pronounced across the country. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting publication venues. The university's lower score suggests it is more effective than its peers at avoiding channels that fail to meet international ethical or quality standards, thereby better protecting its reputational integrity and research investment from predatory or low-quality practices.
With a Z-score of -0.823, the institution's risk level is low and statistically normal for its context, though it registers a slight incipient vulnerability compared to the national average of -0.864. This minor deviation suggests that while the university's authorship practices are generally sound, they warrant review to prevent any potential escalation. Outside of 'Big Science' contexts where large author lists are standard, hyper-authorship can signal inflation that dilutes individual accountability. The data encourages a proactive check to ensure all collaborations are substantive and that authorship practices remain transparent and merit-based.
The institution's Z-score of 1.417 indicates high exposure to this risk, significantly surpassing the national average of 0.147. This wide positive gap signals a critical sustainability risk, suggesting that the university's scientific prestige is highly dependent on external partners and not yet fully structural. This finding points to a potential vulnerability where the institution's high-impact metrics may result more from strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own internal capacity. This invites urgent reflection on strategies to foster and showcase the impact of research led by its own faculty.
The institution's Z-score of -1.019 is in the very low-risk category, demonstrating low-profile consistency and outperforming the already low-risk national standard (-0.403). This absence of risk signals is a clear indicator of a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks such as coercive authorship or a problematic focus on quantity over quality. The university's excellent result in this area suggests its culture successfully promotes a sustainable and credible balance between productivity and scientific integrity.
With a Z-score of -0.268, which is even lower than the country's very low-risk average of -0.243, the institution demonstrates total operational silence in this area. This complete absence of risk signals is a testament to its commitment to external validation and global visibility. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, where research bypasses independent peer review. The university's data confirms it avoids this pitfall, ensuring its scientific production is validated through standard competitive channels and not internal 'fast tracks'.
The institution's Z-score of -0.019 places it in the low-risk category, but it signals an incipient vulnerability as it is slightly higher than the national average of -0.139. While the overall risk is contained, this subtle difference suggests the university shows slightly more signals of this practice than its peers. This indicator alerts to potential data fragmentation or 'salami slicing,' where a study is divided into minimal publishable units to artificially inflate productivity. This finding warrants a gentle review of publication practices to ensure that all research outputs represent significant new knowledge rather than redundant fragments.