| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.512 | -0.497 |
|
Retracted Output
|
-0.400 | -0.244 |
|
Institutional Self-Citation
|
0.287 | 0.340 |
|
Discontinued Journals Output
|
-0.476 | -0.290 |
|
Hyperauthored Output
|
0.234 | 1.457 |
|
Leadership Impact Gap
|
0.050 | 0.283 |
|
Hyperprolific Authors
|
-0.062 | 0.625 |
|
Institutional Journal Output
|
-0.268 | -0.177 |
|
Redundant Output
|
0.463 | 0.224 |
Scuola Superiore Sant'Anna demonstrates a robust and well-balanced scientific integrity profile, reflected in its overall score of -0.145. The institution exhibits exceptional strengths in maintaining very low rates of retracted output, publication in discontinued journals, and use of institutional journals, indicating strong quality control and a commitment to external validation. However, areas requiring strategic attention include a moderate deviation from national norms in multiple affiliations and a higher-than-average exposure to redundant publications (salami slicing), which could pose reputational risks. These findings are contextualized by the institution's outstanding performance in several key thematic areas, as evidenced by SCImago Institutions Rankings data, particularly in Physics and Astronomy (ranked 7th in Italy), Chemistry (16th), and Business, Management and Accounting (17th). To fully align its operational practices with its mission "for a more sustainable and inclusive world," it is crucial to address the identified risks. Practices that could be perceived as inflating metrics or fragmenting knowledge run counter to the transparency and robust evidence required for such a mission. By reinforcing governance in these specific areas, Scuola Superiore Sant'Anna can ensure its excellent research output is built upon an unimpeachable foundation of scientific integrity, amplifying its positive global impact.
The institution presents a Z-score of 0.512, which contrasts with the national average of -0.497. This moderate deviation indicates that the center shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a rate significantly higher than the country's baseline warrants a review of internal policies. This signal suggests a potential vulnerability to strategic practices aimed at inflating institutional credit through "affiliation shopping," which could dilute the perceived origin of the institution's scientific contributions.
With a Z-score of -0.400, the institution demonstrates an exceptionally low rate of retractions, performing even better than the low-risk national average of -0.244. This low-profile consistency signifies a robust and effective system of quality control and responsible supervision. The near absence of these critical events suggests that research is conducted with high methodological rigor, and any necessary corrections are likely handled proactively, reinforcing the institution's reputation for producing reliable and high-quality science.
The institution's Z-score for self-citation is 0.287, while the national average is 0.340. This demonstrates differentiated management within a context where this practice is common. Although both the institution and the country operate at a medium-risk level, the center successfully moderates a risk that is more pronounced nationally. A certain level of self-citation is natural, but the institution's ability to keep its rate below the national trend suggests it is less susceptible to creating scientific 'echo chambers' and is more effectively ensuring its work is validated by the broader external community, thus avoiding the risk of endogamous impact inflation.
The institution shows a Z-score of -0.476, significantly lower than the national average of -0.290. This result demonstrates low-profile consistency and exceptional due diligence in selecting publication venues. The virtual absence of publications in journals that fail to meet international ethical or quality standards indicates a strong institutional culture of information literacy. This protects the university from severe reputational risks and ensures that research efforts are channeled through credible and impactful outlets, avoiding predatory or low-quality practices.
With a Z-score of 0.234, the institution shows a medium-risk signal in a national context where the risk is significant (Z-score of 1.457). This reflects a relative containment of a widespread national trend. While extensive author lists can be legitimate in 'Big Science', the institution appears to be successfully filtering out the systemic pressures that can lead to author list inflation. By maintaining a more controlled approach than the national average, it better upholds individual accountability and transparency, mitigating the risk of 'honorary' or political authorship practices.
The institution's Z-score of 0.050 is substantially lower than the national average of 0.283. This reflects a differentiated management approach, indicating a much healthier balance between collaborative impact and the impact generated by research under its own leadership. A smaller gap suggests that the institution's scientific prestige is not overly dependent on external partners but is rooted in strong internal capacity. This points to a sustainable model of excellence where the institution exercises genuine intellectual leadership rather than relying on strategic positioning in collaborations.
The institution exhibits a Z-score of -0.062, placing it in a low-risk category, which stands in stark contrast to the medium-risk national average of 0.625. This demonstrates clear institutional resilience, suggesting that its control mechanisms are effectively mitigating a systemic risk present in the country. By discouraging extreme individual publication volumes, the institution promotes a healthy balance between quantity and quality. This proactive stance helps prevent potential integrity issues such as coercive authorship or the assignment of credit without meaningful intellectual contribution, reinforcing the value of substantive scientific work over inflated metrics.
With a Z-score of -0.268, the institution's rate of publication in its own journals is exceptionally low, even when compared to the minimal national average of -0.177. This signals a state of total operational silence on this indicator, reflecting a profound commitment to independent, external peer review. By almost exclusively choosing global dissemination channels, the institution avoids any potential conflicts of interest or risks of academic endogamy, ensuring its scientific output is validated through standard competitive processes and maximizing its international visibility.
The institution's Z-score of 0.463 indicates high exposure to this risk, as it is notably more pronounced than the national average of 0.224, despite both falling within the medium-risk category. This suggests the institution is more prone than its peers to practices of data fragmentation, where a single study may be divided into 'minimal publishable units' to artificially inflate productivity metrics. This practice, known as 'salami slicing,' can distort the scientific evidence base and overburden the peer review system, signaling a need to reinforce policies that prioritize the publication of significant, coherent new knowledge over sheer volume.
