University of Guilan

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Guilan presents a robust scientific integrity profile, with an overall risk score of -0.172 indicating a performance that is well-aligned with, and in several key areas surpasses, national standards. The institution demonstrates significant strengths in governance, particularly with very low-risk indicators for Rate of Multiple Affiliations, Rate of Hyper-Authored Output, and Rate of Output in Institutional Journals. This showcases a strong culture of transparency and a commitment to external validation. Areas requiring strategic attention include a medium-risk level for Rate of Retracted Output and, most notably, a Rate of Institutional Self-Citation that deviates from the national trend. These vulnerabilities, if unaddressed, could challenge the institution's mission to be a "center of excellence" and disseminate knowledge responsibly, as they may suggest insularity or gaps in quality control. The university's academic strengths are clearly reflected in the SCImago Institutions Rankings, with top national placements in fields such as Earth and Planetary Sciences (14th), Economics, Econometrics and Finance (14th), and Computer Science (23rd). To fully realize its vision, the University of Guilan is encouraged to leverage its solid governance framework to mitigate the identified risks, thereby ensuring its pursuit of excellence is built upon an unshakeable foundation of scientific integrity.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The University of Guilan shows a Z-score of -1.189, which is significantly lower than the national average of -0.615. This demonstrates a shared and consistent commitment to transparent affiliation practices, with the institution operating at an even lower risk level than the national standard. The absence of risk signals suggests that multiple affiliations at the university are managed legitimately, reflecting genuine researcher mobility and partnerships. This practice avoids strategic "affiliation shopping" and reinforces the credibility of the institution's collaborative footprint.

Rate of Retracted Output

The institution's Z-score of 0.399 places it in the medium-risk category, though it is notably lower than the national average of 0.777. This suggests that while the university is not immune to the factors that can lead to retractions, its internal processes appear to moderate this risk more effectively than many of its national peers. A rate significantly higher than the global average, however, still alerts to a vulnerability in the institution's integrity culture. It is crucial for management to conduct a qualitative verification to determine if these events stem from the honest correction of errors—a sign of responsible supervision—or if they indicate that pre-publication quality control mechanisms may be failing systemically, requiring immediate review.

Rate of Institutional Self-Citation

With a Z-score of 0.623, the university presents a medium-risk profile that moderately deviates from the low-risk national average of -0.262. This indicates a greater sensitivity to this particular risk factor compared to its peers and warrants strategic attention. While a certain level of self-citation is natural and reflects the continuity of established research lines, this disproportionately high rate could signal concerning scientific isolation or "echo chambers." It warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.

Rate of Output in Discontinued Journals

The University of Guilan demonstrates institutional resilience with a low-risk Z-score of -0.096, in stark contrast to the medium-risk national average of 0.094. This performance indicates that the university's control mechanisms are effective in mitigating a systemic risk prevalent in the country. This suggests a commendable level of due diligence and information literacy among its researchers in selecting dissemination channels. By avoiding journals that do not meet international ethical or quality standards, the institution successfully protects itself from severe reputational risks and ensures its resources are not wasted on predatory or low-quality practices.

Rate of Hyper-Authored Output

The institution's very low Z-score of -1.324 is even more conservative than the low-risk national average of -0.952, showing a strong and consistent alignment with national standards for authorship integrity. This absence of risk signals indicates that, outside of legitimate "Big Science" contexts where large author lists are common, the university effectively prevents author list inflation. This commitment to transparency preserves individual accountability and discourages "honorary" or political authorship practices, reinforcing the credibility of its research contributions.

Gap between Impact of total output and the impact of output with leadership

The university's low-risk Z-score of -0.475 is a positive indicator of sustainable research capacity, particularly when the national average shows a medium-risk gap at 0.445. This result suggests the institution effectively acts as a filter against a national trend where scientific prestige may be overly dependent on external partners. The university's healthy balance indicates that its academic impact is derived from genuine internal capacity and intellectual leadership, rather than being an exogenous prestige gained from collaborations where it does not lead. This points toward a self-reliant and structurally sound model for achieving research excellence.

Rate of Hyperprolific Authors

The institution maintains a prudent profile with a Z-score of -0.466, which is more rigorous than the national average of -0.247, though both fall within the low-risk category. This demonstrates that the university manages its processes with more rigor than the national standard, effectively mitigating the risks associated with hyperprolificacy. By avoiding extreme individual publication volumes, the institution discourages potential imbalances between quantity and quality, such as coercive authorship or data fragmentation, and reinforces a culture that prioritizes the integrity of the scientific record over the inflation of metrics.

Rate of Output in Institutional Journals

The university's very low Z-score of -0.268 marks a preventive isolation from the medium-risk national average of 1.432. This significant difference highlights a deliberate strategic choice to not replicate the risk dynamics observed in its environment. By not depending on in-house journals, the institution avoids potential conflicts of interest and academic endogamy, ensuring its scientific production bypasses internal "fast tracks" and is instead validated through independent, external peer review. This practice strengthens the global visibility and credibility of its research output.

Rate of Redundant Output

With a Z-score of -0.436, the university's rate of redundant output is statistically normal and aligns closely with the national average of -0.390. This indicates that the risk level in this area is as expected for its context and size. This low-risk profile is positive, as it suggests the institution is effectively avoiding "salami slicing"—the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity. Maintaining this vigilance is key to ensuring that research contributions remain significant and do not over-burden the scientific review system.