| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.591 | -0.615 |
|
Retracted Output
|
1.582 | 0.777 |
|
Institutional Self-Citation
|
-0.298 | -0.262 |
|
Discontinued Journals Output
|
-0.100 | 0.094 |
|
Hyperauthored Output
|
-1.353 | -0.952 |
|
Leadership Impact Gap
|
-0.575 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-0.856 | -0.390 |
Malek-Ashtar University of Technology presents a robust integrity profile, marked by an overall risk score of -0.027, which indicates a general alignment with sound scientific practices. The institution demonstrates exceptional strengths in maintaining very low-risk levels across multiple indicators, including Multiple Affiliations, Hyper-Authored Output, Hyperprolific Authors, and Redundant Output. It also shows notable resilience, effectively insulating itself from national risk trends in publishing within institutional or discontinued journals. These strengths align well with its thematic leadership, as evidenced by its high national rankings in Energy, Physics and Astronomy, Mathematics, and Engineering according to SCImago Institutions Rankings data. However, a significant alert in the Rate of Retracted Output presents a critical vulnerability. This high rate directly challenges the university's mission to provide "scientific & technological solutions" and ensure reliable "knowledge production," as it questions the dependability of its research outcomes. To fully realize its mission of serving high-tech industries with excellence, it is recommended that the institution leverage its strong governance in other areas to implement a rigorous audit of its pre-publication quality control and post-publication supervision processes, thus safeguarding its scientific credibility and long-term impact.
The institution's Z-score of -1.591 is significantly lower than the national average of -0.615, indicating an exemplary and transparent approach to academic affiliations. This near-total absence of risk signals is consistent with the low-risk environment at the national level, but the university's performance is even more rigorous. This suggests a clear policy that effectively prevents strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that academic contributions are credited with clarity and integrity.
With a Z-score of 1.582, the institution shows a rate of retractions that is a critical concern, significantly amplifying the vulnerabilities already present in the national system, which has a score of 0.777. Retractions are complex events, but a rate this far above the global average suggests that quality control mechanisms prior to publication may be failing systemically. This pattern alerts to a deep vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -0.298 is nearly identical to the national average of -0.262, reflecting a level of risk that is statistically normal for its context and size. This alignment indicates that the university's citation practices are in sync with national standards. There are no signals of concerning scientific isolation or 'echo chambers' where the institution might validate its own work without sufficient external scrutiny. The data suggests that the institution's academic influence is appropriately balanced between building on its established research lines and engaging with the global scientific community.
The institution demonstrates notable resilience with a Z-score of -0.100, effectively countering the national trend, which shows a moderate risk with a score of 0.094. This suggests that the university's internal control mechanisms act as a filter, mitigating the systemic risks observed across the country. This performance indicates strong due diligence in selecting dissemination channels, protecting the institution from the severe reputational damage associated with channeling scientific production through media that fail to meet international ethical or quality standards, thereby avoiding "predatory" practices.
With a Z-score of -1.353, the institution maintains a very low-risk profile, consistent with the national standard, which has a score of -0.952. The complete absence of risk signals in this area indicates that authorship practices are transparent and accountable. This suggests that, outside of any legitimate "Big Science" collaborations, the institution successfully avoids author list inflation, thereby ensuring that individual contributions are clearly defined and responsibility is not diluted by "honorary" or political authorship practices.
The institution shows a low-risk Z-score of -0.575, a positive contrast to the national average of 0.445, which points to a moderate dependency on external collaboration for impact. This demonstrates strong institutional resilience, suggesting that the university's scientific prestige is built upon its own structural capacity and intellectual leadership. This healthy balance indicates a sustainable model where excellence metrics result from genuine internal capabilities rather than a strategic reliance on collaborations where the institution does not lead.
The institution's Z-score of -1.413 is exceptionally low, far below the national average of -0.247. This near-total absence of hyperprolific authors signals a healthy institutional culture that prioritizes quality over sheer quantity. It suggests that the university's environment does not encourage practices that push the limits of human capacity for meaningful intellectual contribution, such as coercive authorship or data fragmentation, thereby upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution effectively isolates itself from the high-risk dynamics observed at the national level, where the average score is 1.432. This preventive stance demonstrates a commitment to external validation and global visibility. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes independent peer review and is not channeled through internal 'fast tracks' that bypass standard competitive validation.
The institution's Z-score of -0.856 is well below the national average of -0.390, indicating a very low-risk profile and a commitment to impactful research. This absence of signals for redundant publications suggests that the university's researchers prioritize the publication of coherent, significant studies over the practice of 'salami slicing'—dividing a single study into minimal units to artificially inflate productivity. This approach strengthens the scientific evidence base and demonstrates a focus on generating new knowledge rather than metric optimization.