| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.902 | -0.615 |
|
Retracted Output
|
0.295 | 0.777 |
|
Institutional Self-Citation
|
0.239 | -0.262 |
|
Discontinued Journals Output
|
-0.040 | 0.094 |
|
Hyperauthored Output
|
-1.186 | -0.952 |
|
Leadership Impact Gap
|
-0.872 | 0.445 |
|
Hyperprolific Authors
|
-1.177 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
0.262 | -0.390 |
Shahid Beheshti University demonstrates a robust scientific integrity profile, with an overall risk score of -0.232 indicating performance that is commendably better than the global average. The institution exhibits exceptional strengths in governance and operational transparency, with very low risk signals in areas such as the Rate of Multiple Affiliations, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These results point to a culture of clear accountability and a strong adherence to international best practices. However, areas requiring strategic attention include a moderate risk level in Retracted Output, Institutional Self-Citation, and Redundant Output. These vulnerabilities, while not critical, suggest a need to reinforce pre-publication quality controls and promote broader external validation of research. These findings are particularly relevant given the university's strong national standing in key thematic areas, including top-10 national rankings in Psychology, Business, Management and Accounting, and Arts and Humanities, according to SCImago Institutions Rankings data. To fully realize its mission of "human excellence" and "solving the problems of the society," it is crucial that the university addresses these integrity risks. Practices like excessive self-citation or data fragmentation could inadvertently undermine the real-world impact and trustworthiness of its research. By focusing on enhancing the quality and originality of its scientific record, Shahid Beheshti University can ensure its impressive research capacity is perfectly aligned with its profound commitment to ethical leadership and societal benefit.
The institution's Z-score of -0.902 is significantly lower than the national average of -0.615, indicating an exemplary and very low-risk profile. This result demonstrates a clear and consistent approach to authorship that aligns with the national standard while showing even greater control. While multiple affiliations are often a legitimate result of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's data, however, suggests a transparent and well-governed system for declaring affiliations, effectively avoiding any signals of "affiliation shopping" and reinforcing a culture of straightforward academic crediting.
With a Z-score of 0.295, the university shows a moderate risk level that is notably lower than the national average of 0.777. This suggests a differentiated management approach, where the institution appears to moderate a risk that is more pronounced across the country. Retractions are complex events, and a rate significantly higher than the global average can alert to a vulnerability in an institution's integrity culture. In this context, while the presence of retractions warrants attention, the university is managing this challenge more effectively than its national peers, indicating that its quality control mechanisms, though not infallible, are performing better than the systemic average.
The university's Z-score of 0.239 marks a moderate deviation from the national average of -0.262, indicating a greater sensitivity to this risk factor compared to its peers. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this disproportionately higher rate can signal a concerning tendency towards scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of the 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 community.
The institution presents a Z-score of -0.040, a low-risk value that contrasts sharply with the country's medium-risk average of 0.094. This demonstrates strong institutional resilience, as internal control mechanisms appear to successfully mitigate systemic risks prevalent in the national environment. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. The university's positive performance indicates that its researchers are effectively exercising this diligence, channeling their work through reputable media and protecting the institution from the severe reputational risks associated with 'predatory' or low-quality publishing practices.
With a Z-score of -1.186, the institution maintains a very low-risk profile, well below the national average of -0.952. This result shows a consistent and low-profile approach to authorship that aligns with the national context. Outside of "Big Science" disciplines where extensive author lists are normal, a high Z-score can indicate author list inflation, which dilutes individual accountability. The university's data shows no such signals, suggesting that authorship is assigned transparently and responsibly, distinguishing legitimate collaboration from questionable 'honorary' authorship practices.
The institution's Z-score of -0.872 is in the very low-risk category, representing a significant and positive divergence from the country's medium-risk average of 0.445. This reflects a state of preventive isolation, where the university does not replicate the risk dynamics of impact dependency observed elsewhere in its environment. A wide positive gap in this indicator can signal that an institution's prestige is reliant on external partners rather than its own intellectual leadership. The university's excellent score, however, indicates that its scientific prestige is structural and sustainable, stemming from real internal capacity and research led from within.
The institution's Z-score of -1.177 places it in the very low-risk category, far below the national average of -0.247. This demonstrates a consistent, low-profile approach where the risk signals associated with extreme publication volumes are absent. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution and can point to risks such as coercive authorship or 'salami slicing.' The university's data shows a healthy balance between quantity and quality, with no evidence of authorship practices that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution has a very low-risk profile that stands in stark contrast to the country's medium-risk average of 1.432. This indicates a state of preventive isolation, where the university's governance effectively insulates it from national trends toward academic endogamy. Excessive dependence on in-house journals can raise conflicts of interest, as the institution acts as both judge and party. The university's minimal reliance on such channels demonstrates a commitment to independent external peer review, ensuring its scientific production is validated competitively on a global stage and not fast-tracked through internal systems.
The university's Z-score of 0.262 indicates a moderate deviation from the national average of -0.390, showing a greater sensitivity to this risk factor than its national peers. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' a practice of dividing a study into minimal units to artificially inflate productivity. This moderate-risk signal alerts to a potential tendency within the institution to prioritize publication volume over the generation of significant new knowledge. This practice can distort the scientific evidence base and should be reviewed to ensure research contributions are substantial and coherent.