| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.703 | -0.497 |
|
Retracted Output
|
-0.550 | -0.244 |
|
Institutional Self-Citation
|
-0.603 | 0.340 |
|
Discontinued Journals Output
|
-0.310 | -0.290 |
|
Hyperauthored Output
|
1.459 | 1.457 |
|
Leadership Impact Gap
|
1.025 | 0.283 |
|
Hyperprolific Authors
|
0.116 | 0.625 |
|
Institutional Journal Output
|
-0.268 | -0.177 |
|
Redundant Output
|
-0.101 | 0.224 |
The Universita degli Studi dell'Insubria presents a solid scientific integrity profile, reflected in an overall risk score of -0.223. The institution demonstrates significant strengths in its operational and ethical controls, with very low rates of retracted output and publications in its own journals, alongside effective mitigation of institutional self-citation and redundant publications. However, strategic vulnerabilities are evident in areas related to authorship and impact, specifically a significant rate of hyper-authored output and medium-level risks associated with impact dependency and hyperprolific authors. This robust research culture supports its notable national standing in key areas according to SCImago Institutions Rankings data, including Energy (24th), Agricultural and Biological Sciences (28th), Earth and Planetary Sciences (30th), and Dentistry (32nd). While these rankings affirm its research capacity, the identified risks pose a direct challenge to its mission of performing "high level research" to develop "innovative technology." Practices like authorship inflation and a reliance on external partners for impact can undermine the principles of quality and accountability inherent in the mission. To fully align its practices with its strategic vision, the institution is encouraged to leverage its strong integrity foundation to develop targeted policies that reinforce authorship transparency and foster endogenous research leadership, ensuring its recognized excellence is both sustainable and structurally sound.
The institution's Z-score of -0.703 is notably lower than the national average of -0.497. This indicates a prudent and well-managed approach to researcher affiliations, demonstrating more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate suggests a robust policy environment that effectively discourages strategic "affiliation shopping" or attempts to artificially inflate institutional credit, ensuring affiliations accurately reflect substantive collaboration.
With a Z-score of -0.550, the institution displays an exceptionally low rate of retracted publications, contrasting with the country's already low-risk score of -0.244. This demonstrates a high degree of low-profile consistency, where the near-total absence of risk signals aligns with and surpasses the national standard. A rate significantly lower than the average is a strong indicator of effective pre-publication quality control mechanisms. It suggests a mature integrity culture that systemically prevents the methodological failures or potential malpractice that could lead to retractions, reinforcing the reliability of its scientific output.
The institution exhibits a Z-score of -0.603, placing it in a low-risk category, which stands in stark contrast to the national medium-risk average of 0.340. This gap highlights a significant institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks of academic insularity prevalent in the country. A certain level of self-citation is natural, but the institution's low rate demonstrates a healthy integration with the global scientific community, effectively avoiding the creation of 'echo chambers.' This ensures its academic influence is validated by broad external scrutiny rather than being inflated by endogamous internal dynamics.
The institution's Z-score of -0.310 is nearly identical to the national average of -0.290, indicating a state of statistical normality. The risk level is low and precisely what would be expected for an institution operating within its national context. This alignment demonstrates that the institution exercises appropriate due diligence in selecting publication venues, successfully avoiding the reputational and ethical pitfalls associated with 'predatory' or low-quality journals. This practice protects its research investment and ensures its scientific output is channeled through credible and enduring platforms.
With a Z-score of 1.459, the institution's rate of hyper-authored publications is at a significant risk level and is virtually indistinguishable from the critical national average of 1.457. This alignment suggests the institution is immersed in a generalized and systemic risk dynamic concerning authorship practices. A high Z-score in this area is a critical alert for potential author list inflation, which dilutes individual accountability and transparency. It is imperative for the institution to audit these patterns to distinguish between legitimate 'Big Science' collaborations and problematic 'honorary' or political authorship practices that compromise the integrity of its research record.
The institution's Z-score of 1.025 reveals a high exposure to this risk, substantially exceeding the national medium-risk average of 0.283. This wide positive gap signals a potential sustainability risk, as it suggests that the institution's scientific prestige may be heavily dependent on external collaborations rather than being structurally generated by its own intellectual leadership. This disparity warrants strategic reflection on whether its high-impact metrics are the result of genuine internal capacity or a consequence of strategic positioning in partnerships where it does not hold a primary role, a situation that could challenge long-term research autonomy and innovation.
The institution shows a Z-score of 0.116, which, while in the medium-risk category, is substantially lower than the national average of 0.625. This demonstrates a differentiated management approach, whereby the institution successfully moderates the risks associated with hyperprolificacy that are more common throughout the country. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The institution's ability to contain this trend suggests a healthier research environment with a lower risk of coercive authorship or other practices that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution's rate of publication in its own journals is even lower than the country's very low average of -0.177. This signals a state of total operational silence in this area, with an absence of risk signals that surpasses the already secure national baseline. By almost completely avoiding the use of in-house journals, the institution demonstrates a strong commitment to independent external peer review, sidestepping potential conflicts of interest and the risks of academic endogamy. This practice enhances the global visibility and credibility of its research, ensuring it is validated through standard competitive channels.
The institution's Z-score of -0.101 places it in a low-risk category, showcasing institutional resilience when compared to the national medium-risk average of 0.224. This indicates that its internal control mechanisms are effective in mitigating the systemic risks of redundant publication found elsewhere in the country. A low value in this indicator points to a research culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity through 'salami slicing.' This responsible practice upholds the integrity of the scientific evidence produced and prevents the overburdening of the peer-review system.