| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.682 | 0.589 |
|
Retracted Output
|
-0.334 | 0.666 |
|
Institutional Self-Citation
|
-0.338 | 0.027 |
|
Discontinued Journals Output
|
-0.061 | 0.411 |
|
Hyperauthored Output
|
-0.788 | -0.864 |
|
Leadership Impact Gap
|
0.003 | 0.147 |
|
Hyperprolific Authors
|
-1.183 | -0.403 |
|
Institutional Journal Output
|
-0.268 | -0.243 |
|
Redundant Output
|
-0.925 | -0.139 |
Shahjalal University of Science and Technology presents a robust integrity profile, marked by an overall risk score of -0.292 that indicates a performance generally aligned with sound scientific practices, albeit with specific areas requiring strategic attention. The institution demonstrates notable strengths in maintaining very low-risk levels for Hyperprolific Authors, Output in Institutional Journals, and Redundant Output, signaling a culture that values substantive contributions and avoids academic endogamy. However, medium-risk signals in the Rate of Multiple Affiliations and the Gap between institutional and leadership impact suggest vulnerabilities that warrant monitoring. These findings are contextualized by the university's strong positioning in the SCImago Institutions Rankings, particularly its national leadership in Medicine (ranked 3rd) and Arts and Humanities (ranked 5th). To fully realize its mission of becoming a "center of excellence," it is crucial to address the identified risks. Practices that could be perceived as inflating institutional credit or an over-reliance on external partners for impact may subtly undermine this ambition. By leveraging its solid foundation in research integrity to mitigate these specific vulnerabilities, the university can ensure its pursuit of excellence is built on transparent, sustainable, and internally-driven scientific leadership.
The institution presents a Z-score of 0.682, slightly above the national average of 0.589. This value indicates a high exposure to a risk dynamic that is already present at the national level. The university appears more prone than its peers to practices involving multiple institutional signatures on its publications. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate serves as an alert. It signals a potential strategic attempt to inflate institutional credit or engage in “affiliation shopping,” a practice that requires careful review to ensure all listed affiliations correspond to substantive contributions and maintain academic transparency.
With a Z-score of -0.334, the institution demonstrates a low rate of retractions, which contrasts favorably with the medium-risk level observed nationally (0.666). This discrepancy suggests a notable degree of institutional resilience. It appears the university's internal control mechanisms are effectively mitigating the systemic risks present in the wider national context. A low retraction rate, far from indicating a lack of oversight, suggests that quality control and supervision processes prior to publication are robust, preventing the types of recurring malpractice or methodological failures that may be more prevalent elsewhere and safeguarding the institution's scientific record.
The institution's Z-score of -0.338 is in the low-risk range, standing in positive contrast to the national average of 0.027, which falls into the medium-risk category. This indicates effective institutional resilience against a broader national trend. The university successfully avoids the formation of scientific 'echo chambers' where work is validated without sufficient external scrutiny. This low rate of self-citation suggests that the institution's academic influence is genuinely recognized by the global community rather than being inflated by endogamous internal dynamics, reflecting a healthy integration into international scientific discourse.
The university shows a low-risk Z-score of -0.061, a significantly better performance than the national average, which sits at a medium-risk level of 0.411. This difference highlights the institution's resilience and effective filtering of problematic publication venues. While the national environment shows a vulnerability to publishing in journals that fail to meet international standards, the university demonstrates strong due diligence in its selection of dissemination channels. This proactive approach protects its reputation and ensures that research resources are not wasted on 'predatory' or low-quality outlets, a critical component of responsible scientific stewardship.
The institution's Z-score of -0.788 is within the low-risk band, yet it is slightly higher than the national average of -0.864. This subtle difference points to an incipient vulnerability. Although the overall risk is low, the data suggests the university shows early signals that warrant review before they escalate. Outside of 'Big Science' contexts where extensive author lists are normal, even a minor increase can indicate a potential for author list inflation. It serves as a prompt to ensure that authorship practices remain transparent and that every listed author has made a meaningful contribution, thereby preserving individual accountability.
With a Z-score of 0.003, the institution's impact gap is at a medium-risk level, but it is substantially lower than the national average of 0.147. This reflects a differentiated management approach, where the university successfully moderates a risk that appears more common across the country. The smaller gap suggests that the institution's scientific prestige is less dependent on external partners and more rooted in its own structural capacity. This is a positive indicator of sustainability, showing that the university is making progress in building genuine internal capacity and exercising intellectual leadership in its collaborations, rather than primarily gaining impact from a secondary role.
The institution's Z-score of -1.183 places it in the very low-risk category, a stronger position than the national average of -0.403 (low risk). This demonstrates a low-profile consistency, where the complete absence of risk signals at the institutional level aligns with and improves upon the national standard. This lack of extreme individual publication volumes indicates a healthy balance between quantity and quality. It suggests the university's culture effectively discourages practices such as coercive authorship or assigning credit without real participation, 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 -0.243, with both falling in the very low-risk category. This reflects a state of integrity synchrony and total alignment with an environment of maximum scientific security in this domain. By not depending on its own journals for dissemination, the university avoids potential conflicts of interest and academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, which is fundamental for achieving global visibility and competitive validation of its research findings.
With a Z-score of -0.925, the institution exhibits a very low risk of redundant publications, performing significantly better than the national average of -0.139 (low risk). This finding demonstrates low-profile consistency, as the absence of risk signals at the university is even more pronounced than in the national context. It indicates a research culture that discourages 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications. This commitment to publishing complete, significant work protects the integrity of the scientific evidence base and prioritizes the generation of new knowledge over the artificial inflation of productivity metrics.