| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.803 | -0.497 |
|
Retracted Output
|
-0.137 | -0.244 |
|
Institutional Self-Citation
|
-0.353 | 0.340 |
|
Discontinued Journals Output
|
-0.350 | -0.290 |
|
Hyperauthored Output
|
-1.084 | 1.457 |
|
Leadership Impact Gap
|
-0.183 | 0.283 |
|
Hyperprolific Authors
|
0.071 | 0.625 |
|
Institutional Journal Output
|
-0.268 | -0.177 |
|
Redundant Output
|
0.188 | 0.224 |
The Universita degli Studi di Macerata demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.283 that indicates performance superior to the global average. The institution's primary strengths lie in its effective mitigation of systemic national risks, particularly in avoiding hyper-authorship, institutional self-citation, and dependency on external collaborations for impact. These areas of resilience are complemented by exemplary practices in publication channel selection and the management of institutional journals. The main vulnerabilities, though moderate, are concentrated in the rates of hyperprolific authorship and redundant output, which align with broader national trends. These results coincide with the institution's strong positioning in key thematic areas, as evidenced by SCImago Institutions Rankings data, particularly in Arts and Humanities (41st in Italy), Economics, Econometrics and Finance (53rd), and Business, Management and Accounting (58th). The identified risks, while not critical, present a potential friction with the institutional mission to uphold "merit and the quality," as they favor productivity metrics over substantive excellence. To fully align its practices with its historic mission, the University is encouraged to implement targeted awareness and training programs focused on responsible authorship and publication ethics, thereby reinforcing its commitment to quality and solidifying its role as a leader in scientific integrity within the national context.
The institution exhibits a Z-score of -0.803, positioning it favorably against the national average of -0.497. This result indicates that the university manages its affiliation processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's prudent profile effectively sidesteps any signals of strategic attempts to inflate institutional credit. This low-risk stance suggests that collaborations are based on genuine scientific partnership rather than "affiliation shopping," reflecting a healthy and transparent approach to academic cooperation.
With a Z-score of -0.137, the institution's rate of retracted output is slightly higher than the national average of -0.244, although both remain in a low-risk category. This minor deviation suggests an incipient vulnerability that warrants review before it can escalate. Retractions are complex events, and some can signify responsible supervision and the honest correction of errors. However, this slight elevation compared to the national context serves as a reminder to continuously reinforce pre-publication quality control mechanisms to ensure they are not a precursor to more systemic issues in methodological rigor or integrity culture.
The University demonstrates notable institutional resilience with a Z-score of -0.353, in stark contrast to the national average of 0.340, which falls into a medium-risk category. This shows that the institution's control mechanisms are effectively mitigating a systemic risk present in its environment. A certain level of self-citation is natural, but the country's trend could signal 'echo chambers'. By maintaining a low rate, the institution ensures its work is validated by the global community, avoiding the risk of endogamous impact inflation and confirming that its academic influence is earned through external scrutiny, not internal dynamics.
The institution shows an exemplary record with a Z-score of -0.350, surpassing the already low-risk national average of -0.290. This absence of risk signals, which is even more pronounced than the national standard, points to a consistent and well-informed policy regarding publication venues. A high proportion of output in discontinued journals can be a critical alert for reputational risk. The university's very low score indicates that its researchers exercise excellent due diligence in selecting dissemination channels, effectively protecting institutional resources from being wasted on 'predatory' or low-quality practices.
With a Z-score of -1.084, the institution stands as a firewall against a critical national trend, where the country score is a significant 1.457. This stark difference highlights an exceptionally effective institutional policy on authorship. While extensive author lists are legitimate in 'Big Science', their prevalence outside these contexts can indicate author list inflation, diluting accountability. The university's ability to completely avoid this national risk practice demonstrates a strong culture of transparency and individual responsibility, ensuring authorship is a reflection of meaningful contribution.
The institution displays strong scientific autonomy with a Z-score of -0.183, contrasting with the national medium-risk average of 0.283. This demonstrates institutional resilience, as it avoids a national tendency toward dependency on external partners for impact. A wide positive gap can signal that prestige is exogenous and not structural. The university's low-risk score suggests that its excellence metrics result from genuine internal capacity and intellectual leadership, fostering a sustainable model of research development rather than relying on a strategic position in collaborations where it does not lead.
The institution's Z-score of 0.071 places it in the medium-risk category, similar to the national average of 0.625. However, the university's significantly lower score indicates a differentiated management approach that successfully moderates a risk common in the country. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. The medium-risk signal, although better managed than the national average, still serves as an alert to potential imbalances between quantity and quality and warrants a review of authorship practices to prevent dynamics like coercive authorship or assignment without real participation.
With a Z-score of -0.268, the institution demonstrates total operational silence in this area, performing even better than the very low-risk national average of -0.177. This complete absence of risk signals is a testament to its commitment to external validation and global visibility. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. The university's score confirms that its scientific production consistently undergoes independent external peer review, bypassing any temptation to use internal channels as 'fast tracks' and ensuring its research competes on the global stage.
The institution's Z-score of 0.188 is statistically aligned with the national average of 0.224, indicating that its medium-risk level reflects a systemic pattern. This suggests that the practice of fragmenting data, or 'salami slicing,' is a shared challenge at the national level. This indicator alerts to the risk of dividing a coherent study into minimal publishable units to artificially inflate productivity metrics. As this practice distorts the scientific evidence and overburdens the review system, its presence at a systemic level warrants institutional attention to promote research that prioritizes significant new knowledge over sheer volume.