| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.640 | -0.476 |
|
Retracted Output
|
-0.503 | -0.174 |
|
Institutional Self-Citation
|
-0.305 | -0.045 |
|
Discontinued Journals Output
|
-0.317 | -0.276 |
|
Hyperauthored Output
|
1.098 | 0.497 |
|
Leadership Impact Gap
|
0.755 | 0.185 |
|
Hyperprolific Authors
|
-0.155 | -0.391 |
|
Institutional Journal Output
|
0.577 | 0.278 |
|
Redundant Output
|
-0.684 | -0.228 |
The Universidade de Santiago de Compostela (USC) presents a robust and well-balanced scientific integrity profile, with an overall risk score of -0.193 that indicates a general alignment with best practices. The institution's primary strengths lie in its rigorous quality control and ethical publication standards, evidenced by exceptionally low rates of retracted and redundant output. These foundational pillars of integrity are complemented by prudent management of affiliations and self-citation, often exceeding national benchmarks. However, areas requiring strategic attention emerge in authorship practices, impact dependency, and publication channel selection. These vulnerabilities, while moderate, could challenge the full expression of its mission to generate knowledge in a "socially responsible manner" and achieve "excellence." The university's strong positioning in the SCImago Institutions Rankings, particularly in fields such as Dentistry, Pharmacology, Toxicology and Pharmaceutics, Economics, Econometrics and Finance, and Medicine, underscores its significant research capacity. To fully leverage this capacity and align its operational practices with its strategic vision, the university is encouraged to focus on cultivating greater intellectual leadership in its collaborations and promoting transparent authorship, thereby ensuring that its recognized excellence is both structurally sound and sustainable.
The institution exhibits a Z-score of -0.640, which is lower than the national average of -0.476. This prudent profile suggests 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, USC's controlled rate indicates a well-governed system that effectively avoids the risk of strategically inflating institutional credit or engaging in “affiliation shopping,” thereby ensuring that its collaborative footprint is represented accurately and ethically.
With a Z-score of -0.503 against a national score of -0.174, the institution demonstrates a very low incidence of retracted publications. This low-profile consistency, where the absence of risk signals aligns with a secure national environment, points to highly effective quality control mechanisms. Retractions can be complex, but such a minimal rate suggests that systemic failures in methodology or integrity are not a concern. This serves as a strong indicator of a healthy research culture where responsible supervision and rigorous pre-publication review are successfully preventing scientific errors and potential malpractice.
The institution's Z-score of -0.305 is notably lower than the national average of -0.045. This reflects a prudent approach to citation practices, indicating that the university manages its processes with more rigor than the national standard. A certain level of self-citation is natural, but USC's lower rate demonstrates a healthy integration with the global scientific community and an avoidance of 'echo chambers.' This suggests that the institution's academic influence is built on broad external recognition rather than being inflated by endogamous internal dynamics.
The institution's Z-score of -0.317 is nearly identical to the national average of -0.276, indicating a level of statistical normality for its context. This alignment suggests that the university's researchers exercise a standard degree of due diligence when selecting publication venues. The low overall rate confirms that there is no systemic issue with channeling work through media that fail to meet international ethical or quality standards, thereby protecting the institution from the reputational risks associated with 'predatory' practices.
The institution presents a Z-score of 1.098, significantly higher than the national average of 0.497. This indicates a high exposure to this risk, suggesting the center is more prone to showing alert signals than its environment. While extensive author lists are legitimate in 'Big Science' disciplines, a high rate outside these contexts can signal author list inflation, which dilutes individual accountability and transparency. This elevated value serves as a signal to review authorship practices to distinguish between necessary massive collaboration and potentially inappropriate 'honorary' or political attributions.
With a Z-score of 0.755, the institution shows a considerably wider impact gap than the national average of 0.185, signaling high exposure to this risk. This suggests that the university's scientific prestige may be highly dependent on external partners rather than being structurally self-sustained. A wide positive gap, where global impact is high but the impact of institution-led research is comparatively low, points to a sustainability risk. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own core capacity or from a supporting role in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -0.155, while in the low-risk category, is higher than the national average of -0.391. This points to an incipient vulnerability, where the center shows subtle signals of risk that warrant review before they escalate. While high productivity can be legitimate, extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This slight uptick relative to the national baseline suggests a need to monitor for potential imbalances between quantity and quality, ensuring that practices like coercive authorship or authorship without real participation do not take root.
The institution's Z-score of 0.577 is more than double the national average of 0.278, indicating high exposure to the risks associated with in-house publishing. This heightened reliance on institutional journals raises potential conflicts of interest, as the university acts as both judge and party in the publication process. This practice risks fostering academic endogamy, where research might bypass rigorous independent peer review, potentially limiting its global visibility and impact. It warrants a review to ensure these channels are not used as 'fast tracks' to inflate publication counts at the expense of standard competitive validation.
The institution has a Z-score of -0.684, significantly lower than the national Z-score of -0.228. This demonstrates a low-profile consistency, where the near-total absence of risk signals is even more pronounced than in the already low-risk national environment. This exceptionally low value is a strong positive indicator, suggesting that the practice of dividing a single study into minimal publishable units to artificially inflate productivity is not a feature of the institution's research culture. This commitment to publishing complete, significant work strengthens the integrity of its scientific record and its contribution to the academic community.
