| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.367 | -0.615 |
|
Retracted Output
|
6.851 | 0.777 |
|
Institutional Self-Citation
|
0.017 | -0.262 |
|
Discontinued Journals Output
|
-0.326 | 0.094 |
|
Hyperauthored Output
|
-1.340 | -0.952 |
|
Leadership Impact Gap
|
-0.267 | 0.445 |
|
Hyperprolific Authors
|
0.758 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
0.207 | -0.390 |
Babol Noshirvani University of Technology presents a complex integrity profile, marked by areas of exemplary governance alongside critical vulnerabilities. With an overall risk score of 1.833, the institution demonstrates significant strengths in maintaining scientific autonomy and avoiding academic endogamy, particularly in its very low rates of output in institutional journals, multiple affiliations, and hyper-authored publications. These positive indicators are complemented by strong performance in the SCImago Institutions Rankings, where the university holds Top 10 national positions in Energy, Social Sciences, and Physics and Astronomy. However, this profile of excellence is severely undermined by a significant risk in the rate of retracted output, which is alarmingly high. This, combined with medium-level risks in institutional self-citation, hyperprolific authorship, and redundant output, suggests a localized pressure to publish that may compromise quality control and threaten the university's long-term reputation. To safeguard its mission of scientific excellence, the institution must leverage its demonstrated strengths in governance to implement urgent, targeted interventions aimed at reinforcing pre-publication review processes and fostering a culture that prioritizes research quality over sheer volume.
The institution exhibits a Z-score of -1.367, which is notably lower than the national average of -0.615. This result indicates a very low-risk profile and demonstrates a high degree of transparency and consistency in how researcher affiliations are declared. The absence of risk signals, even when compared to the low-risk national standard, suggests that the university's policies effectively prevent practices like "affiliation shopping." This reflects robust administrative oversight and a clear understanding of academic crediting, which strengthens the institution's reputational integrity.
With a Z-score of 6.851, the institution displays a critical anomaly that far exceeds the country's medium-risk score of 0.777. This finding suggests that the university is not just following a national trend but is amplifying a systemic vulnerability. Retractions are complex events, but a rate this significantly higher than the global average alerts to a severe weakness in the institution's integrity culture. It strongly indicates that quality control mechanisms prior to publication may be failing systemically, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to protect the university's scientific credibility.
The institution's Z-score of 0.017 places it in a medium-risk category, representing a moderate deviation from the country's low-risk average of -0.262. This suggests the university is more sensitive to risk factors related to citation practices than its national peers. While a certain level of self-citation is natural, this elevated rate can signal concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be disproportionately shaped by internal dynamics rather than broader recognition from the global community.
The university demonstrates a low-risk Z-score of -0.326, a positive contrast to the national medium-risk average of 0.094. This indicates a notable level of institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks present in the country. By effectively avoiding discontinued journals, the institution shows strong due diligence in selecting dissemination channels. This protects it from the severe reputational risks associated with 'predatory' or low-quality publishing and suggests its researchers are well-informed, channeling resources toward impactful and credible outlets.
The institution's Z-score of -1.340 is in the very low-risk range, positioning it favorably against the country's low-risk score of -0.952. This low-profile consistency shows that the university's authorship practices align with, and even exceed, the responsible standards observed nationally. The data suggests a culture where author lists are managed transparently and individual accountability is maintained, successfully distinguishing between necessary collaboration and questionable practices like 'honorary' or political authorship.
With a low-risk Z-score of -0.267, the institution shows remarkable resilience compared to the country's medium-risk average of 0.445. This indicates that the university's scientific prestige is not overly dependent on external partners but is rooted in its own structural capacity. A low gap suggests that excellence metrics result from real internal capabilities, with the institution exercising intellectual leadership in its collaborations. This is a sign of scientific maturity and sustainability, demonstrating that its impact is both genuine and self-generated.
The institution presents a medium-risk Z-score of 0.758, a moderate deviation from the country's low-risk average of -0.247. This indicates a greater sensitivity to risk factors associated with extreme productivity than its peers. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation. The presence of such outliers, which challenge the limits of human capacity for meaningful intellectual contribution, suggests a need to review evaluation policies to ensure they prioritize the integrity of the scientific record over raw publication metrics.
The university's Z-score of -0.268 is exceptionally low, placing it in the very low-risk category and demonstrating a significant preventive isolation from the national trend, where the country has a medium-risk score of 1.432. This result is a clear strength, indicating that the institution does not replicate the risk dynamics of academic endogamy observed in its environment. By avoiding excessive dependence on its own journals, the university ensures its scientific production undergoes independent external peer review, thereby enhancing its global visibility and upholding a commitment to competitive, merit-based validation.
The institution's Z-score of 0.207 signifies a medium risk, which is a moderate deviation from the low-risk national average of -0.390. This suggests the university is more prone to practices that artificially inflate productivity than the rest of the country. A high value in this indicator alerts to the potential for 'salami slicing,' where a coherent study is fragmented into minimal publishable units. This practice not only distorts the available scientific evidence but also overburdens the review system, signaling a culture that may prioritize publication volume over the generation of significant new knowledge.