| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.417 | -0.615 |
|
Retracted Output
|
5.874 | 0.777 |
|
Institutional Self-Citation
|
0.784 | -0.262 |
|
Discontinued Journals Output
|
-0.065 | 0.094 |
|
Hyperauthored Output
|
-1.271 | -0.952 |
|
Leadership Impact Gap
|
-0.693 | 0.445 |
|
Hyperprolific Authors
|
-0.357 | -0.247 |
|
Institutional Journal Output
|
0.143 | 1.432 |
|
Redundant Output
|
-0.478 | -0.390 |
The University of Mohaghegh Ardabili presents a complex integrity profile, with an overall risk score of 1.603 indicating a medium level of vulnerability that requires strategic attention. The institution demonstrates significant strengths in maintaining research quality, evidenced by very low rates of hyper-authored and redundant output, and shows commendable resilience by outperforming national averages in areas like publication in discontinued journals and reliance on institutional journals. However, these strengths are critically undermined by a significant-risk score in retracted output, which stands in stark contrast to the national trend. According to SCImago Institutions Rankings data, the university holds strong national positions in key areas such as Business, Management and Accounting (ranked 6th in Iran), Mathematics (8th), and Energy (11th). This academic excellence is directly threatened by the high retraction rate, which challenges the institution's mission to provide an "education of excellence" and "generate new knowledge." The detected integrity risk suggests a potential gap between stated values and operational quality controls. A focused intervention to strengthen pre-publication review and research ethics oversight is recommended to protect its academic reputation and ensure its contributions to social progress are built on a foundation of undeniable scientific integrity.
The institution's Z-score for this indicator is -0.417, which, while in the low-risk category, is slightly higher than the national average of -0.615. This subtle difference suggests an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight uptick compared to national peers indicates that the center shows signals that should be reviewed to ensure they reflect genuine collaboration rather than early signs of strategic "affiliation shopping" to inflate institutional credit.
With a Z-score of 5.874, the institution's rate of retracted output is at a significant risk level, starkly contrasting with the medium-risk national average of 0.777. This finding suggests that the university is amplifying a vulnerability already present in the national system. Retractions are complex, but a rate this far above the norm is a critical alert that pre-publication quality control mechanisms may be failing systemically. This goes beyond isolated errors and points to a potential weakness in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The university's Z-score of 0.784 places it in the medium-risk category, representing a moderate deviation from the low-risk national average of -0.262. This indicates that the institution shows greater sensitivity to this risk factor than its peers. A certain level of self-citation is natural to reflect the continuity of research lines; however, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers'. 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 recognition from the global scientific community.
The institution demonstrates notable resilience in its publication practices, with a low-risk Z-score of -0.065 that effectively mitigates the medium-risk trend observed at the national level (0.094). This performance suggests that the university's control mechanisms are successful in filtering out problematic publication venues. A low proportion of output in discontinued journals is a positive sign of due diligence in selecting dissemination channels, protecting the institution from the severe reputational risks associated with 'predatory' or low-quality practices and ensuring research efforts are channeled through credible media.
With a very low-risk Z-score of -1.271, the university's practices regarding authorship align well with the low-risk national standard of -0.952. This low-profile consistency and absence of risk signals indicate that authorship norms are well-managed. The data suggests the institution effectively distinguishes between necessary massive collaboration and problematic 'honorary' authorship practices, thereby upholding transparency and individual accountability in its research output.
The institution displays strong institutional resilience, with a low-risk Z-score of -0.693 that runs counter to the medium-risk national average of 0.445. This indicates that the university acts as an effective filter against a systemic national risk. A low gap suggests that the institution's scientific prestige is not overly dependent on external partners but is instead structural and driven by internal capacity. This reflects a healthy dynamic where excellence metrics result from genuine intellectual leadership, ensuring the long-term sustainability of its research impact.
The university exhibits a prudent profile in author productivity, as its Z-score of -0.357 is lower and thus more rigorous than the national standard of -0.247. This suggests that the institution manages its research processes with more rigor than the national norm, fostering a healthy balance between quantity and quality. By avoiding the risks associated with extreme publication volumes, such as coercive authorship or assigning credit without real participation, the university prioritizes the integrity of the scientific record over the pursuit of inflated metrics.
In its use of in-house journals, the institution shows evidence of differentiated management. Its medium-risk Z-score of 0.143 is substantially lower than the national average of 1.432, indicating that it successfully moderates a risk that appears to be common across the country. While institutional journals can be valuable, excessive dependence on them raises conflict-of-interest concerns. By maintaining a lower rate, the university mitigates the risk of academic endogamy and ensures a greater portion of its scientific production undergoes independent external peer review, which is crucial for global visibility and competitive validation.
The institution demonstrates a very low-risk profile with a Z-score of -0.478, a result that is consistent with the low-risk national standard (-0.390). This absence of risk signals aligns with national norms and points to a strong institutional culture that values substantive contributions over volume. This performance indicates that the university effectively discourages the practice of fragmenting studies into 'minimal publishable units,' thereby upholding the integrity of the scientific evidence it produces and respecting the academic review system.
