| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.435 | -0.615 |
|
Retracted Output
|
0.136 | 0.777 |
|
Institutional Self-Citation
|
-0.612 | -0.262 |
|
Discontinued Journals Output
|
0.192 | 0.094 |
|
Hyperauthored Output
|
-1.120 | -0.952 |
|
Leadership Impact Gap
|
2.127 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-0.222 | -0.390 |
Islamic Azad University, Karaj, demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.224. The institution exhibits significant strengths in maintaining transparent and ethical research practices, particularly in its exceptionally low rates of publication in institutional journals, hyper-prolific authorship, and multiple affiliations, effectively insulating itself from risks prevalent at the national level. These areas of strong governance provide a solid foundation for its academic mission. This operational integrity supports its notable performance in several key disciplines, with SCImago Institutions Rankings data placing it among the top national institutions in fields such as Mathematics, Veterinary, Business, Management and Accounting, and Computer Science. However, to fully align with its mission of achieving "excellence across a wide range of disciplines" and producing graduates of the "highest personal and professional standards," strategic attention is required for two key vulnerabilities: a high dependency on external collaborations for research impact and a concerning rate of publication in discontinued journals. These risks suggest a potential gap between perceived excellence and structural, self-led capacity, which could undermine the long-term goal of becoming a world-leading university. A focused strategy to bolster internal research leadership and enhance researcher training on high-quality publication channels will be crucial to solidifying its reputation and ensuring its performance is both sustainable and fully aligned with its stated values.
The institution presents a Z-score of -1.435, positioning it in a very low-risk category and significantly below the national average of -0.615. This demonstrates a commendable level of clarity and consistency in its institutional representation. The absence of risk signals in this area aligns well with the national standard, indicating that the university's researchers maintain transparent affiliations. This low rate effectively mitigates any suspicion of strategic "affiliation shopping" to inflate institutional credit, reinforcing a culture of straightforward and honest academic attribution.
With a Z-score of 0.136, the institution falls within a medium-risk band, a category it shares with the national average of 0.777. However, the university's score is substantially lower, suggesting a more effective management of this risk compared to its national peers. While any signal in this area warrants attention, this differentiated performance indicates that the institution's pre-publication quality control mechanisms are better at mitigating the systemic failures or potential malpractice that can lead to retractions. This reflects a more resilient integrity culture that, while not immune to errors, appears to handle them with greater rigor than the broader environment.
The institution's Z-score of -0.612 is firmly in the low-risk category and demonstrates a more rigorous standard than the national average of -0.262. This prudent profile suggests that the university successfully avoids the creation of scientific 'echo chambers' where work is validated primarily through internal citation. By maintaining a low rate of institutional self-citation, the university ensures its research impact is more likely to be a result of genuine recognition from the global academic community rather than being artificially inflated by endogamous dynamics, fostering a healthier and more externally-validated research ecosystem.
The institution's Z-score of 0.192 places it in the medium-risk category, and notably above the national average of 0.094. This indicates a high exposure to reputational risk, as the university is more prone than its national counterparts to channel its research into outlets that fail to meet international ethical or quality standards. This pattern constitutes a critical alert regarding the due diligence process for selecting dissemination channels. It suggests an urgent need to improve information literacy among researchers to prevent the waste of resources and protect the institution from the negative consequences of association with 'predatory' or low-quality publishing practices.
With a Z-score of -1.120, the institution shows a very low risk in this area, performing better than the national low-risk average of -0.952. This low-profile consistency indicates that authorship practices at the university are generally transparent and accountable. The data suggests a healthy distinction between necessary large-scale collaboration and the dilutive effects of author list inflation or 'honorary' authorships, reinforcing a culture where credit is assigned appropriately and individual contributions remain clear.
The institution's Z-score of 2.127 is exceptionally high, far exceeding the national medium-risk average of 0.445. This result signals a significant exposure to a critical sustainability risk. The wide gap indicates that the institution's overall scientific prestige is heavily dependent on the impact generated through external collaborations, while the research it leads on its own has a comparatively low impact. This dynamic suggests that its high-impact reputation may be more a result of strategic positioning in partnerships than of its own structural and intellectual leadership, posing a long-term risk to its autonomy and perceived internal capacity for excellence.
The institution's Z-score of -1.413 is in the very low-risk category, a significantly stronger position than the national low-risk average of -0.247. This consistent, low-risk profile is a positive indicator of a healthy research culture. It suggests that the university fosters a balance between productivity and quality, with a very low incidence of the extreme publication volumes that can signal coercive authorship or a prioritization of metrics over the integrity of the scientific record. This reflects an environment where meaningful intellectual contribution is valued.
The institution exhibits a Z-score of -0.268, placing it in the very low-risk category, which starkly contrasts with the country's medium-risk score of 1.432. This demonstrates a clear and effective preventive isolation from a national trend toward academic endogamy. By avoiding over-reliance on its own journals, the university ensures its scientific production is subjected to independent, external peer review. This practice mitigates conflicts of interest, enhances the global visibility and credibility of its research, and prevents the use of internal channels as 'fast tracks' for publication without standard competitive validation.
With a Z-score of -0.222, the institution is in the low-risk category, but its score is slightly higher than the national average of -0.390. This differential points to an incipient vulnerability that warrants review before it escalates. While the overall risk is low, the data suggests the institution has a slightly greater tendency than its peers toward practices like 'salami slicing,' where studies are fragmented into minimal publishable units. Continued monitoring is advisable to ensure the institutional focus remains on producing significant new knowledge rather than on artificially inflating publication counts.