| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.634 | -0.497 |
|
Retracted Output
|
-0.230 | -0.244 |
|
Institutional Self-Citation
|
-0.322 | 0.340 |
|
Discontinued Journals Output
|
-0.463 | -0.290 |
|
Hyperauthored Output
|
2.393 | 1.457 |
|
Leadership Impact Gap
|
1.487 | 0.283 |
|
Hyperprolific Authors
|
0.711 | 0.625 |
|
Institutional Journal Output
|
-0.268 | -0.177 |
|
Redundant Output
|
-0.195 | 0.224 |
The Universita degli Studi di Milano-Bicocca presents a robust and well-balanced scientific integrity profile, reflected in an overall risk score of -0.013. The institution demonstrates exceptional strengths in its publication practices, with very low risk signals for output in discontinued or institutional journals, and commendable control over self-citation and redundant publications. However, strategic attention is required in areas of authorship and collaboration, where significant risks are identified in hyper-authorship, alongside medium-level alerts for hyperprolific authors and a notable gap in impact between collaborative and institution-led research. These findings are contextualized by the university's strong academic positioning, particularly in fields such as Psychology (ranked 6th in Italy), Arts and Humanities (12th), and Social Sciences (12th), according to SCImago Institutions Rankings data. While the institution's solid integrity foundation supports its mission of "excellent research," the identified risks in authorship could challenge the stated "focus on the individual" by potentially diluting accountability. Similarly, a high dependency on external partners for impact may temper the ambition to be a "leader in... international cultural development." A proactive review of authorship policies and strategies to foster intellectual leadership will be crucial to fully align operational practices with the university's core values of excellence and integrity.
The institution exhibits a Z-score of -0.634, which is lower than the national average of -0.497. This indicates a prudent and well-managed approach to academic collaborations. The institution's processes appear to be more rigorous than the national standard, effectively mitigating the risks associated with this practice. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate suggests a conscious effort to prevent strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that co-authorships reflect genuine and substantial contributions.
With a Z-score of -0.230, the institution's rate of retractions is statistically normal and in close alignment with the national average of -0.244. This parity suggests that the level of risk is as expected for its context and that its quality control mechanisms are functioning appropriately. Retractions are complex events, and a rate that does not deviate from the norm indicates that there is no systemic failure in pre-publication review. This score reflects a responsible handling of scientific correction without alerting to recurring malpractice or a compromised integrity culture.
The institution demonstrates notable resilience in this area, with a low-risk Z-score of -0.322, in stark contrast to the medium-risk national average of 0.340. This suggests that internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. A certain level of self-citation is natural, reflecting ongoing research lines, but the university's low rate indicates it successfully avoids the formation of scientific 'echo chambers.' This practice ensures its work is validated by the broader external community, preventing the endogamous impact inflation that can arise when an institution's influence is oversized by internal dynamics rather than global recognition.
The institution shows an exemplary record with a Z-score of -0.463, significantly better than the already low-risk national average of -0.290. This near-absence of risk signals demonstrates a highly consistent and diligent process for selecting publication venues. This performance indicates that the institution's researchers are well-informed and exercise strong due diligence, effectively avoiding channels that fail to meet international ethical or quality standards. Such discipline protects the university from severe reputational risks and prevents the misallocation of resources to 'predatory' or low-quality publishing practices.
A significant red flag is raised by the institution's Z-score of 2.393, which substantially exceeds the already high national average of 1.457. This positions the university as a leader in this risk metric within a country where the practice is already a concern. While extensive author lists are legitimate in 'Big Science' disciplines, such a high score demands an urgent investigation to distinguish between necessary massive collaboration and potential author list inflation. This pattern may dilute individual accountability and transparency, signaling a critical need to review whether 'honorary' or political authorship practices are undermining the integrity of the institution's research attributions.
The institution's Z-score of 1.487 indicates a high exposure to this risk, far surpassing the national average of 0.283, even though both fall within the medium-risk category. This wide positive gap suggests a potential sustainability risk, as the university's overall scientific prestige appears to be highly dependent on collaborations where it does not exercise intellectual leadership. This reliance on exogenous impact invites critical reflection on whether the institution's strong excellence metrics are the result of genuine internal capacity or a strategic positioning in partnerships that masks a structural weakness in leading high-impact research independently.
With a Z-score of 0.711, the institution shows a higher propensity for hyperprolific authorship compared to the national average of 0.625. This indicates a greater exposure to the associated risks, even within a shared national context of medium-level alerts. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and signal an imbalance between quantity and quality. This score warrants a review of institutional pressures and incentives, as it may point to underlying risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution demonstrates total operational silence in this indicator, with a Z-score of -0.268 that is even lower than the country's very low-risk average of -0.177. This complete absence of risk signals a robust commitment to independent, external peer review. By avoiding reliance on in-house journals, which can create conflicts of interest where the institution is both judge and party, the university effectively mitigates the risk of academic endogamy. This strategy ensures its research output is validated through standard competitive channels, maximizing its global visibility and credibility.
The institution displays strong institutional resilience, with a low-risk Z-score of -0.195 that contrasts sharply with the medium-risk national average of 0.224. This performance indicates that its control mechanisms are effectively mitigating a risk that is more common in its environment. The low rate of massive bibliographic overlap between publications suggests a culture that prioritizes significant new knowledge over artificially inflating productivity. By discouraging the practice of dividing a coherent study into minimal publishable units, the university upholds the integrity of the scientific evidence and avoids overburdening the peer-review system.
