| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.999 | 0.589 |
|
Retracted Output
|
-0.071 | 0.666 |
|
Institutional Self-Citation
|
0.263 | 0.027 |
|
Discontinued Journals Output
|
-0.361 | 0.411 |
|
Hyperauthored Output
|
-0.896 | -0.864 |
|
Leadership Impact Gap
|
-0.152 | 0.147 |
|
Hyperprolific Authors
|
-1.413 | -0.403 |
|
Institutional Journal Output
|
-0.268 | -0.243 |
|
Redundant Output
|
-0.831 | -0.139 |
Bangladesh Agricultural University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.243. The institution exhibits significant strengths in maintaining low-risk practices, particularly in its selection of publication venues, avoidance of hyperprolific authorship, and minimal reliance on institutional journals. These positive indicators are complemented by a commendable resilience against national trends in retracted publications and impact dependency. However, areas requiring strategic attention include the rates of multiple affiliations and institutional self-citation, which are higher than the national average and suggest potential vulnerabilities in collaboration transparency and academic endogamy. These findings are critical in the context of the university's leadership, as evidenced by its SCImago Institutions Rankings, where it holds top national positions in Veterinary (#1), Chemistry (#5), and Pharmacology, Toxicology and Pharmaceutics (#11). To fully align with its mission of educating professionals to "high standards of scientific, managerial and professional competence," it is essential to address these moderate risks, ensuring that its excellent research output is matched by unimpeachable integrity. By focusing on these areas, the university can further solidify its reputation as a national and global leader in agricultural sciences.
The institution presents a Z-score of 0.999, which is notably higher than the national average of 0.589. Although both the university and the country operate within a medium-risk context for this indicator, the institution's elevated score suggests a greater exposure to practices that could be perceived as problematic. While multiple affiliations are often a legitimate result of valuable collaborations, this higher rate warrants a review to ensure all partnerships are transparent and not driven by strategic attempts to inflate institutional credit or engage in “affiliation shopping.” A proactive approach to clarifying the nature of these affiliations will reinforce the university's commitment to transparent research conduct.
With a Z-score of -0.071, the university demonstrates remarkable institutional resilience, standing in stark contrast to the national average of 0.666. While the country shows a medium-risk signal for retractions, the institution maintains a low-risk profile, indicating that its internal control mechanisms are effectively mitigating systemic vulnerabilities. This suggests that the university's quality control and supervision processes prior to publication are robust, successfully preventing the kind of recurring malpractice or lack of methodological rigor that may be more prevalent elsewhere. This is a strong testament to a healthy culture of integrity and responsible research oversight.
The university's Z-score for institutional self-citation is 0.263, significantly higher than the national average of 0.027. This places the institution in a position of high exposure within a national context that already shows medium risk. A certain level of self-citation is natural, reflecting the continuation of established research lines. However, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This pattern warns of a potential risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution exhibits a Z-score of -0.361, indicating a state of preventive isolation from a problematic national trend, where the country's average is 0.411. While the national environment shows a medium risk of publishing in journals that fail to meet quality standards, the university's very low rate demonstrates exceptional due diligence in selecting dissemination channels. This practice effectively shields the institution from the severe reputational risks associated with predatory or low-quality publishing and ensures that its scientific production is channeled through credible and enduring media, reflecting a strong commitment to research quality.
The university's Z-score of -0.896 is closely aligned with the national average of -0.864, indicating a state of statistical normality. With both the institution and the country showing a low risk in this area, the observed co-authorship patterns are as expected for the research context. This alignment suggests that practices such as author list inflation or the inclusion of 'honorary' authors are not a widespread concern, and that author lists generally reflect legitimate collaborative contributions.
With a Z-score of -0.152, the university shows strong institutional resilience compared to the national average of 0.147. While the country's medium-risk score suggests a systemic dependency on external partners for achieving research impact, the university maintains a low-risk profile. This indicates that its scientific prestige is more structurally sound and less reliant on collaborations where it does not exercise intellectual leadership. This is a positive sign that the institution is successfully building its own internal capacity for high-impact research, aligning its recognized excellence with genuine internal capabilities.
The institution's Z-score of -1.413 signifies a near-total absence of risk signals, demonstrating a low-profile consistency that is even stronger than the low-risk national standard of -0.403. This exceptionally low rate indicates a healthy institutional balance between the quantity and quality of publications. It suggests that the university's culture does not encourage practices such as coercive authorship or assigning credit without real participation, but instead prioritizes meaningful intellectual contributions over the pursuit of extreme publication volumes, thereby upholding the integrity of the scientific record.
The university's Z-score of -0.268 reflects an integrity synchrony with the national environment, which has a score of -0.243. The total alignment between the institution and the country at a very low-risk level demonstrates a shared commitment to maximum scientific security in this area. This indicates that the university avoids over-reliance on its in-house journals, ensuring its research undergoes independent external peer review. This practice prevents potential conflicts of interest and academic endogamy, thereby enhancing the global visibility and credibility of its scientific output.
With a Z-score of -0.831, the institution demonstrates an exemplary low-profile consistency, with its very low risk being even more pronounced than the low-risk national average of -0.139. This near-absence of signals for redundant publication indicates a strong institutional culture that discourages the practice of dividing a coherent study into 'minimal publishable units' to artificially inflate productivity. This commitment to publishing significant, new knowledge upholds the integrity of the scientific evidence base and shows respect for the academic review system.