| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.414 | -0.497 |
|
Retracted Output
|
-0.090 | -0.244 |
|
Institutional Self-Citation
|
0.449 | 0.340 |
|
Discontinued Journals Output
|
-0.406 | -0.290 |
|
Hyperauthored Output
|
1.155 | 1.457 |
|
Leadership Impact Gap
|
0.374 | 0.283 |
|
Hyperprolific Authors
|
0.155 | 0.625 |
|
Institutional Journal Output
|
-0.177 | -0.177 |
|
Redundant Output
|
0.155 | 0.224 |
L'Alma Mater Studiorum - Universita di Bologna presents a robust and well-balanced scientific integrity profile, reflected in an overall risk score of -0.045. The institution demonstrates significant strengths in procedural diligence, with very low risk in publications within its own or discontinued journals, indicating a strong commitment to external validation and quality control. However, a cluster of medium-risk indicators, including institutional self-citation, hyper-authorship, and a dependency on collaborative impact, suggests areas where a focus on quantitative metrics may create vulnerabilities. These observations are particularly relevant given the university's world-class standing, as evidenced by its top national rankings in the SCImago Institutions Rankings in critical areas such as Arts and Humanities, Economics, Econometrics and Finance, Social Sciences, and Veterinary. The institution's mission, centered on a "deep ethical conscience," is directly challenged by practices that could be perceived as prioritizing metrics over genuine scientific contribution. To fully align its outstanding research performance with its foundational values, it is recommended that the university proactively review its authorship and citation policies to ensure that its operational practices unequivocally reflect its commitment to ethical excellence and social responsibility.
The institution's Z-score of -0.414 is slightly higher than the national average of -0.497, with both values situated in a low-risk context. This minor divergence suggests an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's slightly more pronounced signal compared to the national norm indicates a need for review to ensure these affiliations are consistently driven by substantive collaboration rather than early signs of strategic "affiliation shopping" designed to inflate institutional credit.
With a Z-score of -0.090, the institution's rate of retractions is slightly more frequent than the national average of -0.244, although both remain at a low-risk level. This subtle difference points to a potential area of vulnerability. While retractions can signify responsible supervision and the honest correction of errors, a rate that is even marginally elevated compared to national peers could hint at minor inconsistencies in pre-publication quality control mechanisms. This signal serves as a constructive reminder to continually reinforce methodological rigor to prevent isolated incidents from becoming a systemic concern.
The institution's Z-score for self-citation is 0.449, placing it in the medium-risk category and notably above the national average of 0.340. This indicates a high exposure to the risks associated with academic insularity. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This trend 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.
The institution demonstrates exemplary performance with a Z-score of -0.406 (very low risk), surpassing the already low-risk national average of -0.290. This reflects a low-profile consistency, where the absence of risk signals aligns with and improves upon the national standard. This strong result indicates that robust due diligence is applied when selecting dissemination channels, effectively protecting the institution from the reputational damage associated with predatory or low-quality publishing practices and ensuring research resources are well-spent.
With a Z-score of 1.155 (medium risk), the institution shows relative containment of a practice that is a significant issue nationally (Z-score 1.457). Although risk signals are present, this demonstrates that the university operates with more order than the national average, effectively filtering the most extreme trends. This serves as a signal to distinguish between necessary massive collaboration in 'Big Science' and potential 'honorary' or political authorship practices that dilute individual accountability and transparency, a challenge the institution appears to be managing better than its peers.
The institution's Z-score of 0.374 is in the medium-risk category and is higher than the national average of 0.283, indicating a high exposure to this particular risk. This wider-than-average positive gap—where global impact is high but the impact of research led by the institution itself is comparatively lower—signals a potential sustainability risk. The value suggests that a significant portion of its scientific prestige may be dependent and exogenous, not structural. This invites reflection on whether excellence metrics result from real internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of 0.155, while in the medium-risk category, is substantially lower than the national average of 0.625. This indicates a differentiated management approach, where the university successfully moderates risks that appear more common across the country. Extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. The institution's more controlled figure suggests it is less exposed to potential imbalances between quantity and quality, thereby reducing the risk of practices such as coercive authorship or the assignment of authorship without real participation.
The institution's Z-score of -0.177 is identical to the national average, with both positioned at a very low-risk level. This perfect alignment demonstrates an integrity synchrony with the national environment and a shared commitment to maximum scientific security. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and ensures its scientific production bypasses academic endogamy in favor of independent external peer review, thereby strengthening its global visibility and the competitive validation of its research.
With a Z-score of 0.155, the institution's rate of redundant output falls within the medium-risk category but is notably lower than the national average of 0.224. This suggests a differentiated management strategy that moderates risks prevalent in the wider environment. Massive bibliographic overlap between publications can indicate 'salami slicing,' where studies are fragmented to artificially inflate productivity. While the medium-risk level warrants attention, the institution's better-than-average control suggests a stronger institutional culture that prioritizes the generation of significant new knowledge over the maximization of publication volume.