Universita degli Studi di Modena e Reggio Emilia

Region/Country

Western Europe
Italy
Universities and research institutions

Overall

-0.165

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.777 -0.497
Retracted Output
-0.343 -0.244
Institutional Self-Citation
0.255 0.340
Discontinued Journals Output
-0.263 -0.290
Hyperauthored Output
1.120 1.457
Leadership Impact Gap
-0.012 0.283
Hyperprolific Authors
0.346 0.625
Institutional Journal Output
-0.244 -0.177
Redundant Output
-0.207 0.224
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Universita degli Studi di Modena e Reggio Emilia demonstrates a robust scientific integrity profile, with an overall risk score of -0.165 that indicates performance well within the bounds of international best practices. The institution's primary strengths lie in its exceptionally low rates of publication in its own journals and its effective mitigation of redundant publications and impact dependency, areas where it significantly outperforms national trends. While moderate attention is warranted for indicators related to self-citation, hyper-authorship, and hyperprolificacy, the university consistently manages these risks more effectively than the national average. This strong foundation in research integrity directly supports its academic excellence, particularly in its highest-ranking fields according to SCImago Institutions Rankings data, including Computer Science, Biochemistry, Genetics and Molecular Biology, and Chemistry. Although a specific mission statement was not available for analysis, this demonstrated commitment to ethical research practices is fundamental to any mission centered on achieving excellence, fostering innovation, and delivering societal value. By leveraging this strong integrity culture as a strategic asset, the institution is well-positioned to enhance its global reputation and impact.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

With a Z-score of -0.777, significantly lower than the national average of -0.497, the institution exhibits a prudent and well-managed approach to academic affiliations. This performance suggests that its processes are more rigorous than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's lower rate indicates a controlled environment that effectively avoids strategic "affiliation shopping" or other practices aimed at artificially inflating institutional credit, ensuring that collaborations are transparent and substantively justified.

Rate of Retracted Output

The institution maintains a Z-score of -0.343, which is below the national average of -0.244, signaling a prudent profile in post-publication corrections. This suggests that its internal quality control mechanisms are more rigorous than the national standard. Retractions are complex events, but a rate this low points to the effectiveness of pre-publication review and a strong institutional integrity culture. Rather than indicating systemic failures, this result reflects a proactive stance on methodological rigor that minimizes the need for later corrections and reinforces the reliability of its scientific output.

Rate of Institutional Self-Citation

The university's Z-score for institutional self-citation is 0.255, a moderate value that is nevertheless notably lower than the national average of 0.340. This indicates a capacity for differentiated management, where the institution successfully moderates a risk that is more common across the country. While a certain level of self-citation is natural, the university's controlled rate suggests it is less susceptible to creating scientific 'echo chambers' or inflating its impact through endogamous validation. This points to a healthy balance between building on established internal research lines and ensuring its work is validated by the broader external scientific community.

Rate of Output in Discontinued Journals

With a Z-score of -0.263, the institution's publication rate in discontinued journals is statistically normal and aligns closely with the national average of -0.290. This low-risk level is as expected for its context and size. A sporadic presence in such journals can occur, but this result confirms that the institution is exercising appropriate due diligence in selecting dissemination channels. It demonstrates a successful avoidance of predatory or low-quality publishing practices, thereby protecting its reputational standing and ensuring its research is channeled through credible and enduring venues.

Rate of Hyper-Authored Output

The institution presents a Z-score of 1.120 in hyper-authorship, a moderate signal that contrasts favorably with the significant risk level seen nationally (Z-score of 1.457). This demonstrates a clear case of relative containment; although risk signals exist, the university operates with more order and control than the national average. While extensive author lists can be legitimate in 'Big Science', this better-than-average performance suggests the institution is more effectively distinguishing between necessary large-scale collaboration and practices like honorary authorship that can dilute individual accountability. This containment helps preserve transparency in contribution and credit attribution.

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

The institution shows remarkable institutional resilience with a Z-score of -0.012, starkly contrasting with the medium-risk national average of 0.283. This indicates that its internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. A low gap suggests that the institution's scientific prestige is not dependent on external partners but is driven by its own structural capacity for intellectual leadership. This balanced profile, where the impact of its own-led research is commensurate with its overall collaborative impact, points to a sustainable and robust model of scientific excellence.

Rate of Hyperprolific Authors

With a Z-score of 0.346, the institution's rate of hyperprolific authors is moderate but significantly lower than the national average of 0.625. This reflects a differentiated management approach that successfully moderates a risk more pronounced elsewhere in the country. While high productivity can be legitimate, extreme publication volumes can challenge the limits of meaningful intellectual contribution. The university's contained score suggests a healthier balance between quantity and quality, reducing the potential for practices such as coercive authorship or assigning credit without real participation, thereby upholding the integrity of its scientific record.

Rate of Output in Institutional Journals

The institution's Z-score of -0.244 represents a state of total operational silence in this indicator, with a near-complete absence of risk signals that is even more pronounced than the very low national average (-0.177). This exceptional performance is a strong testament to its commitment to independent, external peer review. By avoiding reliance on its own journals, the university effectively eliminates any potential conflicts of interest or academic endogamy, ensuring its scientific production is validated against global standards and maximizing its international visibility and credibility.

Rate of Redundant Output

The university demonstrates strong institutional resilience with a Z-score of -0.207, placing it in a low-risk category that stands in sharp contrast to the medium-risk national trend (Z-score of 0.224). This suggests that its internal quality controls and academic culture effectively mitigate a systemic national vulnerability. The low score indicates that the institution prioritizes the generation of significant new knowledge over the artificial inflation of productivity metrics through practices like 'salami slicing.' By preventing data fragmentation, the university ensures its contributions to the scientific record are substantive and meaningful.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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