Universita degli Studi di Bergamo

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Universita degli Studi di Bergamo demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.443 that places it in a position of very low vulnerability. The institution's primary strengths lie in its effective governance, which successfully mitigates several systemic risks prevalent at the national level, particularly concerning hyper-authorship, hyper-prolific authors, and dependency on external leadership for impact. The only area requiring attention is a moderate rate of institutional self-citation, a trend that mirrors the national context. This strong integrity framework provides a solid foundation for the university's academic excellence, as evidenced by its strong national rankings in key areas such as Business, Management and Accounting (13th in Italy), Economics, Econometrics and Finance (25th), and Psychology (36th), according to SCImago Institutions Rankings data. This performance aligns directly with the university's mission to foster a community of "openness, plurality, freedom, and encounter." The low-risk profile ensures that its contribution to cultural and social progress is built on a foundation of transparent and reliable science. To further enhance its global standing and fully embody its mission of "universality," the university is encouraged to build upon its solid base by fostering broader international citation networks, thereby mitigating the insular tendencies suggested by the self-citation indicator.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.733, which is notably lower than the national average of -0.497. This indicates a prudent and well-managed approach to academic affiliations. The university's performance suggests that its processes are more rigorous than the national standard, effectively controlling for practices that could artificially inflate institutional credit. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's lower rate demonstrates a clear and transparent policy regarding authorship and institutional representation, reinforcing a culture of accountability.

Rate of Retracted Output

With a Z-score of -0.202, the institution's rate of retractions is statistically normal and aligns closely with the national average of -0.244. This suggests that the university's experience with retractions is consistent with its context and size, showing no systemic anomaly. Retractions are complex events, and a rate at this level does not signal a failure in quality control. Instead, it reflects a standard operational reality where occasional, non-systemic errors are corrected responsibly, which is a sign of a healthy and functioning scientific ecosystem.

Rate of Institutional Self-Citation

The university's Z-score for this indicator is 0.386, a medium-risk value that is consistent with the national average of 0.340. This alignment suggests that the observed rate of self-citation is not an isolated institutional issue but rather reflects a systemic pattern common within the country's academic environment. A certain level of self-citation is natural and reflects the continuity of research lines. However, this moderate value serves as a reminder of the potential risk of creating scientific 'echo chambers' where work is validated internally without sufficient external scrutiny. It points to a shared national tendency that could lead to endogamous impact inflation, a dynamic that merits strategic monitoring to ensure the institution's influence is driven by global recognition.

Rate of Output in Discontinued Journals

The institution demonstrates exceptional performance with a Z-score of -0.363, positioning it in the very low-risk category and contrasting with the country's low-risk score of -0.290. This result shows a clear consistency in maintaining high standards for publication venues, aligning with best practices even more strictly than the national standard. This absence of risk signals indicates that the institution's researchers exercise strong due diligence in selecting dissemination channels, effectively avoiding predatory or low-quality journals and thereby safeguarding the university's reputation and resources.

Rate of Hyper-Authored Output

With a Z-score of -0.463, the institution shows a very low incidence of hyper-authorship, in stark contrast to the significant risk level observed nationally (Z-score of 1.457). This divergence highlights the university's role as an effective filter, successfully acting as a firewall against a widespread national practice. While extensive author lists are legitimate in 'Big Science' contexts, their prevalence elsewhere can indicate author list inflation that dilutes accountability. The university's excellent result suggests a strong institutional culture that values meaningful contribution over honorary authorship, promoting transparency and integrity in its collaborative research.

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

The institution exhibits a Z-score of -1.288, a very low-risk value that signifies strong scientific autonomy and internal capacity. This result is particularly noteworthy when compared to the national average of 0.283, which indicates a medium-level dependency on external partners for impact. The university's performance demonstrates a preventive isolation from this national trend, proving that its scientific prestige is structural and endogenous, not reliant on collaborations where it does not exercise intellectual leadership. This signals a sustainable and self-sufficient model for generating high-impact research.

Rate of Hyperprolific Authors

The university's Z-score of -1.413 is exceptionally low, indicating a near-total absence of hyperprolific authors. This stands in sharp contrast to the national medium-risk average of 0.625, demonstrating a clear preventive isolation from a potentially problematic national dynamic. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may signal imbalances between quantity and quality. The institution's result reflects a healthy research environment that prioritizes the integrity of the scientific record over the inflation of productivity metrics, avoiding risks such as coercive or unmerited authorship.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution shows a total operational silence in this area, performing even better than the already very low national average of -0.177. This complete absence of risk signals is a testament to the university's commitment to external validation and global visibility. By avoiding reliance on in-house journals, the institution eliminates potential conflicts of interest and ensures its scientific production undergoes independent, international peer review. This practice reinforces a culture of meritocracy and transparency, preventing the use of internal channels to bypass standard competitive validation.

Rate of Redundant Output

The institution's Z-score of -0.001 reflects a low risk of redundant publications, a positive result that is significantly better than the national medium-risk average of 0.224. This demonstrates institutional resilience, suggesting that internal control mechanisms are effectively mitigating a systemic risk present in the wider environment. A high rate of bibliographic overlap can indicate 'salami slicing,' where studies are fragmented to inflate publication counts. The university's low score indicates that its research culture values the generation of significant new knowledge over the artificial multiplication of outputs, thereby protecting the integrity of the scientific record.