| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.200 | -0.615 |
|
Retracted Output
|
0.793 | 0.777 |
|
Institutional Self-Citation
|
0.806 | -0.262 |
|
Discontinued Journals Output
|
-0.134 | 0.094 |
|
Hyperauthored Output
|
-1.322 | -0.952 |
|
Leadership Impact Gap
|
-0.912 | 0.445 |
|
Hyperprolific Authors
|
-0.252 | -0.247 |
|
Institutional Journal Output
|
0.607 | 1.432 |
|
Redundant Output
|
-0.399 | -0.390 |
The Iran University of Science and Technology demonstrates a robust overall scientific integrity profile, reflected in a very low aggregate risk score of 0.035. This performance is anchored in significant strengths, particularly in maintaining authentic collaboration patterns, as evidenced by very low-risk indicators for Multiple Affiliations, Hyper-Authored Output, and a strong internal capacity for impactful research. However, areas requiring strategic attention include a medium-risk profile for Retracted Output, Institutional Self-Citation, and Output in Institutional Journals, which suggest potential vulnerabilities in pre-publication quality control and academic endogamy. These observations are contextualized by the institution's outstanding thematic leadership, with SCImago Institutions Rankings placing it among the top national performers in key areas such as Engineering, Energy, Mathematics, and Business, Management and Accounting. While a specific mission statement was not available, the identified risks, though moderate, could challenge the universal academic mission of pursuing excellence and global social responsibility by potentially limiting external validation and global impact. To build upon its solid foundation, it is recommended that the institution initiates a targeted review of its peer-review and publication channel selection policies to ensure its operational integrity fully aligns with its demonstrated thematic excellence.
The institution's Z-score of -1.200 is well below the national average of -0.615, demonstrating a consistent and low-risk approach to academic collaboration that aligns with the national standard. This absence of risk signals indicates that affiliations are managed with high transparency. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the institution's data suggests its collaborative practices are rooted in substantive partnerships rather than strategic attempts to inflate institutional credit through "affiliation shopping."
The institution's Z-score of 0.793 is nearly identical to the national average of 0.777, suggesting that its rate of retractions reflects a systemic pattern shared across the country. Retractions can be complex events, but a rate significantly higher than the global average alerts to a vulnerability in the integrity culture. This shared risk level suggests that quality control mechanisms prior to publication may be facing similar challenges at both the institutional and national levels, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution exhibits a Z-score of 0.806, a moderate deviation from the low-risk national average of -0.262, indicating a greater sensitivity to risk factors than its national peers. A certain level of self-citation is natural, but this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. 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 global community recognition.
With a Z-score of -0.134, the institution demonstrates notable institutional resilience, effectively mitigating a risk that is more pronounced at the national level (Z-score 0.094). This suggests that internal control mechanisms are successfully filtering out the systemic national tendency to publish in questionable venues. By exercising strong due diligence in selecting dissemination channels, the institution avoids the severe reputational risks associated with channeling scientific production through media that do not meet international ethical or quality standards, a challenge more prevalent in its environment.
The institution's Z-score of -1.322 is significantly lower than the already low national average of -0.952, reflecting an exemplary and consistent low-risk profile in authorship practices. This strong performance aligns with and even improves upon the national standard. The data indicates that, outside of legitimate "Big Science" contexts, the institution effectively avoids author list inflation, ensuring that authorship reflects meaningful contributions and maintains individual accountability and transparency rather than diluting it with 'honorary' practices.
The institution's Z-score of -0.912 signals a preventive isolation from the risk dynamics observed nationally (Z-score 0.445). A wide positive gap can suggest that scientific prestige is dependent on external partners, but this institution's negative score indicates the opposite: the impact of its internally-led research is robust and self-sufficient. This demonstrates that its high-quality metrics result from real internal capacity and intellectual leadership, ensuring a sustainable and structurally sound research model that does not replicate the national trend of potential dependency.
The institution's Z-score of -0.252 is statistically normal and almost identical to the national average of -0.247. This alignment indicates that the level of author productivity is as expected for its context and size, showing no signs of risk. The data suggests a healthy balance between quantity and quality, successfully avoiding the potential for imbalances that can lead to coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of 0.607, the institution shows a differentiated management approach, moderating a risk that is common in the country (national Z-score 1.432). While its reliance on in-house journals presents a medium risk, it is significantly lower than the national trend. This suggests a greater effort to seek independent external peer review, even while navigating a systemic pattern of internal publication. This moderation helps mitigate the risk of academic endogamy and the potential use of internal channels as 'fast tracks' that bypass standard competitive validation.
The institution's Z-score of -0.399 is statistically normal and virtually identical to the national average of -0.390, indicating its practices are standard for its context. This low-risk level demonstrates that there is no evidence of data fragmentation or 'salami slicing' to artificially inflate productivity. The institution's output appears to prioritize the generation of significant new knowledge over the distortion of scientific evidence for metric-driven goals, aligning with best practices in research integrity.