| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.392 | 0.589 |
|
Retracted Output
|
0.117 | 0.666 |
|
Institutional Self-Citation
|
0.823 | 0.027 |
|
Discontinued Journals Output
|
-0.058 | 0.411 |
|
Hyperauthored Output
|
-1.024 | -0.864 |
|
Leadership Impact Gap
|
-0.454 | 0.147 |
|
Hyperprolific Authors
|
-0.353 | -0.403 |
|
Institutional Journal Output
|
-0.268 | -0.243 |
|
Redundant Output
|
3.240 | -0.139 |
Rajshahi University of Engineering and Technology (RUET) demonstrates a complex scientific integrity profile, characterized by commendable strengths in operational governance alongside critical vulnerabilities that require immediate attention. The institution excels in mitigating risks associated with academic endogamy, such as publishing in its own journals, and shows a prudent approach to authorship and affiliation practices, often outperforming national averages. These strengths are reflected in its strong national positioning within the SCImago Institutions Rankings, particularly in key areas like Business, Management and Accounting (Top 5), Social Sciences (Top 5), Engineering (Top 7), and Energy (Top 7). However, this positive performance is severely undermined by an extremely high rate of redundant output ('salami slicing') and a concerning level of institutional self-citation. These practices directly conflict with the university's mission to foster intellectual leadership and address "ethical, social and professional challenges," as they prioritize publication volume over substantive, globally recognized contributions. To fully realize its ambition of placing Bangladesh at the "global forefront," RUET must leverage its existing governance strengths to implement targeted interventions that correct these integrity deviations and ensure its research output is as robust and impactful as its mission statement aspires for it to be.
The institution's Z-score of -0.392 is significantly lower than the national average of 0.589, indicating strong institutional resilience. This suggests that RUET's internal control mechanisms are effectively mitigating the systemic risks of affiliation inflation that are more prevalent across the country. While multiple affiliations often arise from legitimate collaborations, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's prudent management in this area ensures that affiliations are more likely to represent genuine partnerships, thereby safeguarding the credibility of its collaborative footprint.
With a Z-score of 0.117, the institution demonstrates more effective risk management compared to the national average of 0.666, even though both fall within a medium-risk context. Retractions are complex events, and a high rate can suggest that pre-publication quality control mechanisms are failing systemically. RUET's comparatively lower score indicates a differentiated management approach that better moderates this risk. However, the presence of any signal in this area warrants continued attention to the institution's integrity culture and methodological rigor to prevent recurring malpractice and reinforce responsible supervision.
The institution's Z-score of 0.823 is substantially higher than the national average of 0.027, signaling a high exposure to the risks of academic isolation. A certain level of self-citation is natural to reflect the continuity of research lines, but this disproportionately high rate warns of a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. This pattern suggests a risk of endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution's Z-score of -0.058 contrasts sharply with the national average of 0.411, showcasing institutional resilience against publishing in questionable venues. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. RUET's very low score indicates that its researchers are successfully navigating the publishing landscape and avoiding media that fail to meet international ethical or quality standards. This protects the institution from severe reputational risks and ensures research efforts are not wasted on predatory practices.
With a Z-score of -1.024, the institution maintains a more prudent profile than the national standard (-0.864). While extensive author lists are legitimate in 'Big Science,' their prevalence outside these contexts can indicate author list inflation, which dilutes individual accountability. RUET's lower-than-average score suggests its processes are more rigorous in promoting transparency and ensuring authorship accurately reflects meaningful intellectual contributions, effectively discouraging 'honorary' or political authorship practices.
The institution's Z-score of -0.454 indicates a strong, self-sufficient impact profile, contrasting with the national average of 0.147, which signals a greater dependency on external partners. A wide positive gap suggests that scientific prestige is exogenous and not structural. RUET's negative score is a positive sign, indicating that the impact of research where it holds intellectual leadership is robust. This reflects a high degree of internal capacity and sustainable excellence, demonstrating that its scientific prestige is homegrown rather than borrowed.
The institution's Z-score of -0.353, while low, is slightly above the national average of -0.403, pointing to an incipient vulnerability. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and signal an imbalance between quantity and quality. This subtle elevation warrants a review to ensure that high productivity is not indicative of risks such as coercive authorship or 'salami slicing,' thereby protecting the integrity of the scientific record from being compromised by a focus on metrics.
With a Z-score of -0.268, which is even lower than the national average of -0.243, the institution shows a total absence of risk signals related to academic endogamy. Excessive dependence on in-house journals can create conflicts of interest by bypassing independent external peer review. RUET's exceptionally low rate demonstrates a firm commitment to global standards and competitive validation, ensuring its research is scrutinized by the international community rather than being fast-tracked through internal channels that might limit its visibility and impact.
The institution's Z-score of 3.240 represents a severe discrepancy from the national average of -0.139, revealing an atypical and critical risk activity that requires a deep integrity assessment. A high value in this indicator alerts to the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity metrics. This extreme score is a major red flag, suggesting that a culture prioritizing volume over substance may be distorting the scientific evidence, overburdening the review system, and fundamentally undermining the pursuit of significant new knowledge.
