| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.777 | -0.615 |
|
Retracted Output
|
-0.465 | 0.777 |
|
Institutional Self-Citation
|
-0.917 | -0.262 |
|
Discontinued Journals Output
|
0.796 | 0.094 |
|
Hyperauthored Output
|
-1.228 | -0.952 |
|
Leadership Impact Gap
|
-2.601 | 0.445 |
|
Hyperprolific Authors
|
-0.833 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-0.468 | -0.390 |
Islamic Azad University, Urmia presents a strong overall integrity profile (Overall Score: -0.429), characterized by exceptional performance in several key areas that significantly surpass national benchmarks. The institution's primary strengths lie in its demonstrated intellectual leadership, with the impact of its own research exceeding that of its collaborations, and its robust quality control systems, evidenced by extremely low rates of retracted output and minimal reliance on institutional journals. These factors indicate a culture committed to external validation and high-quality science. The main vulnerability identified is a medium-risk, high-exposure rate of publication in discontinued journals, which requires strategic attention. These integrity metrics support the institution's demonstrated academic excellence, particularly in its top-ranked national programs in Mathematics (3rd in Iran) and Computer Science (6th in Iran), according to SCImago Institutions Rankings data. While the institution's specific mission statement was not available for this analysis, the identified risk in publication channels could undermine any mission centered on excellence and global impact. By addressing this single vulnerability, the university can ensure its strong research is not compromised by association with low-quality venues. Overall, the institution has a formidable foundation of scientific integrity, and a focused effort to enhance researcher literacy on publication ethics will solidify its position as a national leader in responsible research.
The institution demonstrates a prudent profile with a Z-score of -0.777, which is more rigorous than the national standard of -0.615. This indicates that the university manages its affiliation processes with greater control than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, this institution’s lower-than-average rate suggests clear and well-defined policies that prevent strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a transparent approach to academic contribution.
With a Z-score of -0.465, the institution shows a near-total absence of retracted publications, placing it in a state of preventive isolation from the national environment, which registers a medium-risk Z-score of 0.777. This stark contrast is a significant strength, suggesting that the university's quality control mechanisms prior to publication are exceptionally effective. Unlike the systemic vulnerabilities observed nationally, this result points to a robust integrity culture and rigorous methodological supervision, successfully preventing the types of recurring malpractice or errors that lead to retractions.
The institution's Z-score of -0.917 is exceptionally low, demonstrating low-profile consistency with the broader national context (Z-score: -0.262), which also shows minimal risk. This near-absence of institutional self-citation is a positive indicator of scientific openness. It suggests that the university's work is validated by the global academic community rather than within an internal 'echo chamber.' This practice avoids the risk of endogamous impact inflation and confirms that the institution's academic influence is built on broad external recognition, not internal dynamics.
The institution shows high exposure in this area, with a Z-score of 0.796 that is notably higher than the national average of 0.094. Although both operate within a medium-risk context, the university is significantly more prone to this risk than its peers. This constitutes a critical alert regarding due diligence in selecting dissemination channels. This high Z-score indicates that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for information literacy training to prevent the waste of resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.228 is very low and aligns with the low-risk national standard (Z-score: -0.952), demonstrating low-profile consistency. This near-absence of hyper-authored publications outside of 'Big Science' contexts is a positive sign. It indicates that the institution fosters a culture of clear and accountable authorship, effectively avoiding practices like author list inflation or 'honorary' authorships that can dilute individual responsibility and transparency.
The institution exhibits a remarkable strength in this indicator, with a Z-score of -2.601, signifying that the impact of research it leads is substantially higher than its overall collaborative impact. This represents a state of preventive isolation from the national trend (Z-score: 0.445), where institutions often show a dependency on external partners for impact. This result signals that the university's scientific prestige is structural and internally generated, not dependent on exogenous factors. It is a clear indicator of true internal capacity and intellectual leadership.
With a Z-score of -0.833, the institution maintains a prudent profile that is more rigorous than the national standard (Z-score: -0.247). This lower incidence of hyperprolific authors suggests a healthy balance between productivity and quality. It indicates that the institutional environment does not incentivize practices that prioritize sheer volume over meaningful intellectual contribution, such as coercive authorship or assigning credit without real participation, thereby safeguarding the integrity of its scientific record.
The institution's Z-score of -0.268 is very low, effectively isolating it from the national dynamic of high reliance on in-house journals (Z-score: 1.432). This is a significant indicator of a commitment to global standards. By avoiding excessive dependence on its own journals, the university mitigates conflicts of interest and ensures its research undergoes independent external peer review. This practice prevents academic endogamy and demonstrates that its output is validated through standard competitive channels rather than internal 'fast tracks.'
The institution's Z-score of -0.468 is very low, showing low-profile consistency with the low-risk national environment (Z-score: -0.390). This near-absence of redundant publications is a positive signal of research quality. It indicates that the institution's authors are focused on producing significant new knowledge rather than artificially inflating productivity by fragmenting studies into 'minimal publishable units.' This practice respects the scientific record and avoids overburdening the peer-review system.