| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.455 | 0.589 |
|
Retracted Output
|
-0.277 | 0.666 |
|
Institutional Self-Citation
|
-0.753 | 0.027 |
|
Discontinued Journals Output
|
1.002 | 0.411 |
|
Hyperauthored Output
|
-0.095 | -0.864 |
|
Leadership Impact Gap
|
1.549 | 0.147 |
|
Hyperprolific Authors
|
-0.636 | -0.403 |
|
Institutional Journal Output
|
-0.268 | -0.243 |
|
Redundant Output
|
0.389 | -0.139 |
Independent University, Bangladesh demonstrates a commendable overall integrity profile, reflected in a low aggregate risk score of 0.036. The institution's primary strengths lie in its effective mitigation of systemic risks prevalent at the national level, particularly concerning multiple affiliations, retracted publications, and institutional self-citation, where it maintains a significantly lower risk profile than the country average. These areas of control suggest robust internal governance and a commitment to quality. However, areas requiring strategic attention include a high exposure to publishing in discontinued journals, a significant gap between its overall research impact and the impact of its internally-led output, and a moderate deviation in redundant publications. The university's academic strengths, as evidenced by its SCImago Institutions Rankings, are most prominent in Economics, Econometrics and Finance; Mathematics; and Computer Science. To fully align with its mission of fostering "sustainable economic growth" and a strong "community and university" relationship, it is crucial to address the identified integrity risks. A reliance on external partners for impact or association with low-quality journals could undermine the long-term sustainability and credibility that are central to this mission. By focusing on strengthening intellectual leadership and enhancing publication due diligence, the university can ensure its pursuit of excellence is built upon a foundation of unimpeachable scientific integrity, thereby solidifying its role as a key contributor to national development.
The institution presents a Z-score of -0.455, a value indicating very low risk, which contrasts favorably with the national average of 0.589. This disparity suggests the presence of effective institutional resilience. While the national context shows a medium level of risk, the university's control mechanisms appear to successfully mitigate these systemic trends. This demonstrates a clear policy against the strategic inflation of institutional credit through "affiliation shopping," ensuring that affiliations reflect legitimate scientific collaboration rather than a pursuit of inflated metrics.
With a Z-score of -0.277, the institution maintains a low-risk profile, standing in stark contrast to the country's medium-risk score of 0.666. This performance points to strong institutional resilience, indicating that the university's quality control mechanisms are more effective than the national standard. A low rate of retractions suggests that pre-publication supervision and methodological rigor are robust, preventing the systemic failures that can lead to recurring malpractice. This proactive approach to integrity safeguards the institution's reputation and reinforces a culture of responsible research.
The institution's Z-score of -0.753 is firmly in the low-risk category, differing significantly from the national average of 0.027, which sits at a medium-risk level. This demonstrates strong institutional resilience against the risk of scientific isolation. The university successfully avoids the "echo chambers" that can arise from excessive self-validation. This low rate of self-citation is a positive sign of broad external scrutiny and global engagement, suggesting that the institution's academic influence is genuinely recognized by the international community rather than being inflated by internal dynamics.
The institution exhibits a Z-score of 1.002, a medium-risk value that indicates high exposure, particularly when compared to the national average of 0.411. This score suggests the university is more prone than its national peers to channeling research into questionable outlets. A significant presence in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This practice exposes the institution to severe reputational risks and suggests an urgent need to improve information literacy among researchers to avoid wasting resources on "predatory" or low-quality publications that do not meet international ethical or quality standards.
With a Z-score of -0.095, the institution's risk level is low, though slightly higher than the national average of -0.864. This subtle difference points to an incipient vulnerability that warrants monitoring. While the rate is not alarming, it suggests the institution shows signals that should be reviewed before they escalate. It is important to ensure that authorship lists accurately reflect meaningful contributions and do not drift towards "honorary" or political practices that dilute individual accountability and transparency.
The institution's Z-score of 1.549 represents a medium-risk level and a high exposure to this particular vulnerability, especially when contrasted with the national average of 0.147. This wide positive gap signals a significant sustainability risk, suggesting that the university's scientific prestige is heavily dependent on external partners and may not be structural. This invites critical reflection on whether the institution's excellence metrics are the result of genuine internal capacity or a strategic positioning in collaborations where it does not exercise intellectual leadership, a dynamic that could hinder long-term autonomous growth.
The institution maintains a Z-score of -0.636, which is lower than the national average of -0.403, placing both in the low-risk category. This indicates a prudent profile in managing author productivity. By demonstrating more rigor than the national standard, the university effectively mitigates the risks associated with hyperprolificacy. This suggests a healthy balance between quantity and quality, avoiding dynamics such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over the inflation of metrics.
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, where the university's practices are in total alignment with a secure national environment. This minimal reliance on in-house journals is a sign of good governance, as it avoids potential conflicts of interest and the risk of academic endogamy. By favoring external, independent peer review, the institution ensures its scientific production undergoes standard competitive validation, enhancing its global visibility and credibility.
The institution's Z-score of 0.389 places it at a medium-risk level, representing a moderate deviation from the national average of -0.139, which is in the low-risk category. This indicates that the university shows a greater sensitivity to risk factors associated with data fragmentation than its peers. This value serves as an alert for the practice of "salami slicing," where a single study may be divided into minimal publishable units to artificially inflate productivity. Such a practice not only distorts the available scientific evidence but also overburdens the peer-review system, prioritizing publication volume over the generation of significant new knowledge.
