| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.514 | 0.589 |
|
Retracted Output
|
-0.277 | 0.666 |
|
Institutional Self-Citation
|
0.855 | 0.027 |
|
Discontinued Journals Output
|
0.193 | 0.411 |
|
Hyperauthored Output
|
-1.191 | -0.864 |
|
Leadership Impact Gap
|
1.204 | 0.147 |
|
Hyperprolific Authors
|
-0.620 | -0.403 |
|
Institutional Journal Output
|
-0.268 | -0.243 |
|
Redundant Output
|
-1.186 | -0.139 |
Ahsanullah University of Science and Technology demonstrates a commendable overall integrity profile, with a global risk score of -0.201 indicating performance that is stronger than the international average. The institution's primary strengths lie in its robust control over authorship practices, showing exceptionally low risk in hyper-authorship, hyperprolificacy, and redundant publications, alongside a minimal reliance on institutional journals. These areas of excellence suggest a culture that prioritizes accountability and quality over volume. However, this strong foundation is contrasted by two significant vulnerabilities: a high rate of institutional self-citation and a pronounced gap between its overall research impact and the impact of work where it holds leadership. According to SCImago Institutions Rankings data, the university holds a notable national position in key thematic areas such as Physics and Astronomy, Business, Management and Accounting, and Mathematics. These achievements could be undermined by the identified risks, as they challenge the core of its mission to produce "quality graduates imbued with the spirit of ethical values" for a "globalized world." A tendency towards academic endogamy and a dependency on external partners for impact may hinder the development of graduates fully equipped to lead and innovate independently. To fully align its operational reality with its aspirational mission, the university is encouraged to leverage its solid integrity framework to foster greater external engagement and cultivate independent research leadership, thereby ensuring its contributions are both ethically sound and globally resonant.
With an institutional Z-score of -0.514, which is significantly lower than the national average of 0.589, the university demonstrates strong institutional resilience. While the national context shows a medium risk of multiple affiliations, which can sometimes be used to inflate institutional credit, this institution maintains a low-risk profile. This suggests that its internal governance and affiliation policies are effective, acting as a clear mitigating factor against the systemic risks observed elsewhere in the country and ensuring that collaborative credit is managed with transparency.
The institution's Z-score of -0.277 indicates a low rate of retracted publications, contrasting favorably with the country's medium-risk average of 0.666. This disparity points to effective institutional resilience, suggesting that the university's quality control and supervision mechanisms are more robust than the national standard. By maintaining a low retraction rate in an environment with higher systemic risk, the institution demonstrates a strong commitment to methodological rigor and integrity, successfully filtering out potential malpractice or recurring errors before they compromise the scientific record.
The university exhibits a medium-risk Z-score of 0.855, a figure notably higher than the national average of 0.027. This indicates a high level of exposure to this particular risk, suggesting the institution is more prone to internal citation patterns than its national peers. While some self-citation reflects focused research lines, this disproportionately high rate signals a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. This dynamic poses a risk of endogamous impact inflation, where academic influence may be oversized by internal practices rather than by genuine recognition from the global scientific community.
The institution's Z-score of 0.193, while indicating a medium risk, is considerably lower than the national average of 0.411. This reflects a differentiated management approach, where the university appears to moderate a risk that is more common across the country. Although a medium risk level still warrants attention, the lower score suggests that the institution exercises greater due diligence in selecting dissemination channels than its peers. This proactive stance helps protect its reputation and resources from being wasted on predatory or low-quality publication practices, though continued vigilance is necessary.
The institution presents a Z-score of -1.191, marking a very low-risk profile that is even more conservative than the country's low-risk score of -0.864. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. This result indicates a healthy authorship culture that is not prone to the inflation of author lists, thereby upholding individual accountability and transparency in its collaborative research and distinguishing its work from questionable 'honorary' authorship practices.
With a Z-score of 1.204, the institution shows a significantly wider impact gap than the national average of 0.147. This high exposure to risk is a critical alert regarding the sustainability of its scientific prestige. The score suggests that the institution's high-impact publications are heavily dependent on external collaborations where it does not exercise intellectual leadership. This raises important strategic questions about whether its excellence metrics are the result of genuine internal capacity or a reliance on partnerships, signaling a need to strengthen its ability to lead and generate high-impact research independently.
The institution maintains a Z-score of -0.620, reflecting a prudent profile that is more rigorous than the national standard (-0.403). Both scores fall within the low-risk category, but the university's lower value indicates a stronger control over authorship practices. This suggests an environment that effectively discourages dynamics where publication volume is prioritized over the quality and integrity of the scientific record, thereby mitigating risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution.
The institution's Z-score of -0.268 is almost identical to the country's average of -0.243, with both at a very low-risk level. This reflects a state of integrity synchrony, showing total alignment with a national environment where there is no reliance on in-house journals for scholarly communication. By avoiding this practice, the university successfully sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific production is validated through independent, external peer review and enhancing its global visibility.
With a Z-score of -1.186, the institution demonstrates a near-total absence of redundant output, a stark contrast to the national Z-score of -0.139, which indicates a low but present risk. This low-profile consistency highlights an exemplary commitment to scientific integrity. The data suggests the university actively avoids 'salami slicing'—the practice of fragmenting a single study into multiple publications to inflate output. This approach strengthens the value of its research by prioritizing the communication of significant, coherent findings over sheer volume.