| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.109 | -0.615 |
|
Retracted Output
|
2.474 | 0.777 |
|
Institutional Self-Citation
|
-0.582 | -0.262 |
|
Discontinued Journals Output
|
0.209 | 0.094 |
|
Hyperauthored Output
|
-1.202 | -0.952 |
|
Leadership Impact Gap
|
-0.571 | 0.445 |
|
Hyperprolific Authors
|
-1.028 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-0.428 | -0.390 |
Islamic Azad University, Science and Research Branch, presents a complex profile of scientific integrity, marked by significant strengths in operational governance alongside a critical vulnerability that requires immediate attention. With an overall risk score of 0.404, the institution demonstrates commendable control over authorship practices, institutional endogamy, and affiliation management, often performing better than the national average. These strengths provide a solid foundation for its academic mission. The university's strong national standing, evidenced by its SCImago Institutions Rankings in key areas such as Engineering, Economics, Econometrics and Finance, Business, Management and Accounting, and Computer Science, underscores its capacity for high-level research. However, a significant risk signal in the Rate of Retracted Output directly challenges its mission to be a "prestigious and great scientific center" and to enhance the "quality of academic life." This specific weakness suggests a disconnect between research output and pre-publication quality assurance, potentially undermining the societal trust the institution aims to build. To fully align its operational reality with its strategic vision, the university should leverage its robust governance in other areas to implement a rigorous framework for improving methodological oversight and research quality control.
The institution exhibits a Z-score of -1.109, a very low-risk signal that is even more conservative than the national average of -0.615. This demonstrates a clear and consistent policy regarding author affiliations that aligns well with national standards, showing no signs of problematic activity. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal attempts to inflate institutional credit. The university's very low score indicates that its affiliations are managed with transparency and are not being used for strategic inflation, reflecting a healthy and well-governed collaborative ecosystem.
With a Z-score of 2.474, the institution displays a significant risk level, substantially amplifying the vulnerability already present in the national system (Z-score: 0.777). This severe discrepancy suggests that internal factors are exacerbating a national trend, pointing to an urgent need for review. Retractions are complex; some reflect responsible error correction, but a high Z-score like this strongly suggests that quality control mechanisms prior to publication may be failing systemically. This rate, significantly above the average, 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 and intervention by management.
The institution's Z-score of -0.582 is in the low-risk category and demonstrates a more rigorous approach than the national standard (Z-score: -0.262). This prudent profile suggests that the university's research is achieving external validation and avoiding excessive internal validation. A certain level of self-citation is natural, reflecting ongoing research lines. However, the institution's controlled rate indicates it is successfully mitigating the risk of creating scientific 'echo chambers' or endogamously inflating its impact, ensuring its academic influence is driven by genuine recognition from the global community rather than internal dynamics.
The institution's Z-score of 0.209 places it at a medium risk level, showing a higher exposure to this issue compared to the national average of 0.094. This indicates that the university is more prone than its national peers to publishing in channels that fail to meet international standards. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination venues. This Z-score indicates that a portion of its scientific production is being channeled through media of questionable quality, exposing the institution to reputational risks and suggesting a need to enhance information literacy among its researchers to avoid predatory practices.
With a Z-score of -1.202, the institution shows a complete absence of risk signals in this area, performing more conservatively than the already low-risk national average (-0.952). This alignment with national standards in a low-risk context confirms that authorship practices are well-regulated. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of accountability. The university's very low score demonstrates that its research collaborations maintain transparent and appropriate authorship attribution, effectively distinguishing between necessary collaboration and questionable 'honorary' authorship practices.
The institution demonstrates notable resilience with a Z-score of -0.571, a low-risk signal that contrasts sharply with the medium-risk national average of 0.445. This suggests that internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own leadership. The university's negative Z-score indicates the opposite: its scientific prestige is structurally sound and driven by internal capacity, showing that its excellence metrics result from genuine intellectual leadership within its collaborations.
The institution's Z-score of -1.028 signifies a very low risk, indicating a healthier profile than the national average (-0.247). This lack of risk signals is consistent with a national environment that already shows good control, confirming the university's robust governance in this area. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to issues like coercive authorship or a focus on quantity over quality. The university's very low score suggests a balanced and sustainable approach to academic productivity, prioritizing the integrity of the scientific record over inflated metrics.
With a Z-score of -0.268, the institution operates with a very low risk, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score: 1.432). This preventive isolation demonstrates that the university does not replicate a common risk in its environment. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, allowing production to bypass independent peer review. The university's minimal reliance on such channels ensures its research undergoes external validation, enhancing its global visibility and upholding competitive quality standards.
The institution's Z-score of -0.428 reflects a low-risk level that is statistically normal for its context, closely aligning with the national average of -0.390. This indicates that the university's practices regarding publication overlap are in sync with the expected standards of its national scientific system. Massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a study to inflate productivity. The institution's normal, low-risk score suggests that its researchers are largely avoiding this practice, prioritizing the communication of significant new knowledge over artificially increasing publication volume.