| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.816 | -0.615 |
|
Retracted Output
|
-0.005 | 0.777 |
|
Institutional Self-Citation
|
0.127 | -0.262 |
|
Discontinued Journals Output
|
-0.132 | 0.094 |
|
Hyperauthored Output
|
-1.281 | -0.952 |
|
Leadership Impact Gap
|
-0.224 | 0.445 |
|
Hyperprolific Authors
|
-0.760 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
0.135 | -0.390 |
Zanjan University presents a robust scientific integrity profile, with an overall score of -0.274 that indicates a performance generally aligned with, and in several key areas exceeding, national standards. The institution demonstrates significant strengths in maintaining very low-risk levels for Hyper-Authored Output and Output in Institutional Journals, alongside commendable control over Retracted Output and publications in Discontinued Journals, effectively mitigating systemic risks observed at the national level. These strengths are foundational to the university's academic reputation, particularly in its leading research areas as identified by SCImago Institutions Rankings, including Engineering (ranked 44th in Iran), Earth and Planetary Sciences (46th), and both Agricultural and Biological Sciences and Computer Science (tied at 47th). However, areas of moderate risk have been identified in Institutional Self-Citation and Redundant Output, which deviate from the lower-risk national trend. While a specific mission statement was not available for this analysis, these risk factors could challenge the universal academic values of excellence and transparency by suggesting potential inflation of impact and productivity. To fully align its operational reality with its demonstrated thematic strengths, a strategic focus on these specific vulnerabilities is recommended, thereby reinforcing a culture of unimpeachable scientific integrity.
The institution exhibits a Z-score of -0.816, which is lower than the national average of -0.615. This prudent profile suggests that the university manages its affiliation processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate indicates robust governance that effectively prevents strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that academic contributions are clearly and accurately attributed.
With a Z-score of -0.005, the institution maintains a low-risk profile, in stark contrast to the country's medium-risk average of 0.777. This demonstrates notable institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks prevalent in the national environment. A high rate of retractions can suggest that quality control mechanisms are failing prior to publication. Zanjan University’s performance, however, indicates that its pre-publication review and supervision processes are effective, protecting it from the recurring malpractice or lack of methodological rigor that may be affecting its national peers.
The institution's Z-score of 0.127 places it in a medium-risk category, representing a moderate deviation from the country's low-risk average of -0.262. This suggests the center is more sensitive to this risk factor than its peers. While some self-citation reflects the continuity of research, this elevated rate signals a potential 'echo chamber' where the institution may be validating its own work without sufficient external scrutiny. This trend warns of a risk of endogamous impact inflation, where academic influence could be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution's low-risk Z-score of -0.132 contrasts favorably with the national medium-risk average of 0.094. This gap highlights the university's institutional resilience and effective due diligence in selecting dissemination channels. A high proportion of publications in discontinued journals can expose an institution to severe reputational damage by associating it with predatory or low-quality practices. By avoiding this national trend, Zanjan University demonstrates a strong commitment to information literacy and protects its research from being channeled through media that fail to meet international ethical and quality standards.
With a Z-score of -1.281, the institution is in the very low-risk category, a position that is even stronger than the country's low-risk average of -0.952. This demonstrates low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation and dilute individual accountability. The university's exceptionally low score in this area points to transparent and merit-based authorship practices, reinforcing the integrity of its collaborative work.
The institution has a low-risk Z-score of -0.224, which is significantly healthier than the country's medium-risk average of 0.445. This differential points to strong institutional resilience against dependency on external partners for impact. A wide positive gap, as seen at the national level, suggests that scientific prestige is often exogenous and not structurally embedded. Zanjan University’s profile, however, indicates that its excellence metrics are more likely the result of genuine internal capacity and intellectual leadership, signaling a sustainable and self-sufficient model for generating high-impact research.
The institution's Z-score of -0.760 is well within the low-risk range and is notably lower than the national average of -0.247. This prudent profile indicates that the university manages author productivity with greater rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or a prioritization of quantity over quality. The university's controlled rate suggests a healthy academic environment that fosters a sustainable balance between productivity and the integrity of the scientific record.
The institution's Z-score of -0.268 places it in the very low-risk category, marking a significant and positive preventive isolation from the national trend, where the average Z-score is a medium-risk 1.432. This shows the center does not replicate the risk dynamics observed in its environment. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, bypassing independent peer review. Zanjan University’s minimal reliance on such channels demonstrates a strong commitment to external validation and global visibility, ensuring its research competes on the international stage.
With a medium-risk Z-score of 0.135, the institution shows a moderate deviation from the national low-risk average of -0.390. This discrepancy acts as an alert, indicating the university is more sensitive to this risk factor than its peers. Massive bibliographic overlap between publications can signal 'salami slicing'—the practice of fragmenting a single study into minimal units to artificially inflate productivity metrics. This value suggests a need to review publication practices to ensure that research contributions are substantive and that the scientific record is not being distorted by a focus on volume over significant new knowledge.