| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.729 | -0.476 |
|
Retracted Output
|
-0.493 | -0.174 |
|
Institutional Self-Citation
|
-0.312 | -0.045 |
|
Discontinued Journals Output
|
-0.328 | -0.276 |
|
Hyperauthored Output
|
-0.211 | 0.497 |
|
Leadership Impact Gap
|
-0.947 | 0.185 |
|
Hyperprolific Authors
|
0.234 | -0.391 |
|
Institutional Journal Output
|
-0.268 | 0.278 |
|
Redundant Output
|
-0.602 | -0.228 |
The Universidad Publica de Navarra demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.393. The institution exhibits exceptional control over its research processes, with a majority of indicators falling into the 'very low' or 'low' risk categories, often outperforming national averages. Key strengths are evident in the minimal gap between its overall impact and the impact of its self-led research, and a negligible reliance on institutional journals, signaling true scientific autonomy and a commitment to external validation. These strengths are foundational to its notable performance in specific thematic areas, with SCImago Institutions Rankings data placing it among the national leaders in fields such as Earth and Planetary Sciences (Top 10 in Spain), Pharmacology, Toxicology and Pharmaceutics (Top 20), and Environmental Science (Top 20). However, a single point of moderate concern emerges in the Rate of Hyperprolific Authors, which deviates from the national trend. This specific vulnerability, if unaddressed, could potentially conflict with the institutional mission to ensure the "integral formation of people" and the genuine "creation of knowledge," as it may suggest a focus on quantity over quality. Overall, the university's integrity framework is solid, aligning well with its societal mission. A proactive review of authorship and productivity policies is recommended to fortify this excellent position and ensure that all research practices fully embody the principles of progress and cultural advancement.
The institution presents a Z-score of -0.729, which is notably lower than the national average of -0.476. This result indicates a prudent and well-managed approach to researcher affiliations. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate suggests its processes are more rigorous than the national standard. This minimizes the risk of strategic "affiliation shopping" and ensures that institutional credit is claimed transparently and appropriately, reflecting genuine collaborative contributions rather than attempts to artificially inflate its standing.
With a Z-score of -0.493, the institution demonstrates a near-total absence of risk signals related to retracted publications, a figure that is significantly better than the country's already low-risk score of -0.174. This low-profile consistency with the national standard points to highly effective quality control mechanisms. Retractions can sometimes signify responsible supervision through the correction of honest errors; however, this exceptionally low rate strongly suggests that the institution's pre-publication review processes are robust, preventing systemic failures and fostering a culture of methodological rigor that safeguards its scientific record from recurring malpractice.
The institution's Z-score for self-citation is -0.312, a value that indicates a more controlled practice than the national average of -0.045. This prudent profile suggests that the university successfully avoids the pitfalls of scientific isolation. While a certain level of self-citation is natural in developing research lines, the institution's lower-than-average rate demonstrates that its academic influence is validated by the broader global community, not just inflated by internal 'echo chambers.' This external scrutiny is a hallmark of a healthy, globally integrated research ecosystem.
The university's Z-score of -0.328 is slightly better than the national average of -0.276, indicating a prudent and diligent approach to selecting publication venues. A significant presence in discontinued journals can be a critical alert for reputational risk, often associated with 'predatory' or low-quality practices. The institution's controlled, low-risk profile in this area suggests that its researchers are well-informed and exercise sound judgment, effectively channeling their scientific output through reputable media that meet international ethical and quality standards, thereby protecting the university's resources and reputation.
With a Z-score of -0.211, the institution displays a low rate of hyper-authored publications, which contrasts sharply with the medium-risk national average of 0.497. This demonstrates significant institutional resilience, suggesting that internal control mechanisms are successfully mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in 'Big Science,' the university's ability to maintain a low rate outside these contexts indicates a strong culture of accountability. This acts as an effective filter against practices like 'honorary' authorship, ensuring that author lists accurately reflect meaningful intellectual contributions.
The institution exhibits an exceptionally low Z-score of -0.947, a stark contrast to the medium-risk national average of 0.185. This result signifies a profound preventive isolation from a national trend of dependency on external partners for impact. A wide gap suggests that prestige is exogenous and not structural; however, the university's minimal gap is a powerful indicator of its internal scientific capacity and sustainability. This demonstrates that its excellence metrics are the result of genuine intellectual leadership, not merely strategic positioning in collaborations, solidifying its role as a creator, not just a participant, in high-impact research.
The institution's Z-score of 0.234 places it at a medium risk level, representing a moderate deviation from the low-risk national standard of -0.391. This is the primary area of concern, as it indicates a greater sensitivity to risk factors than its national peers. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. This signal warrants a review of its causes, as it may point to imbalances between quantity and quality or highlight potential risks such as coercive authorship or data fragmentation—dynamics that prioritize metric inflation over the integrity of the scientific record.
The university shows a Z-score of -0.268, indicating a very low reliance on its own journals, which is a significant strength when compared to the medium-risk national average of 0.278. This demonstrates a clear preventive isolation from national risk dynamics. By avoiding excessive dependence on in-house journals, the institution sidesteps potential conflicts of interest and academic endogamy, where production might bypass rigorous external peer review. This commitment to independent validation enhances the global visibility and credibility of its research, showing it does not rely on internal 'fast tracks' to inflate output.
With a Z-score of -0.602, the institution shows a very low incidence of redundant publications, performing significantly better than the national average of -0.228. This low-profile consistency reflects a strong commitment to producing substantive work. Massive bibliographic overlap between publications often indicates 'salami slicing'—the practice of fragmenting a single study into minimal units to inflate productivity. The university's near-absence of this signal suggests its research culture prioritizes the generation of significant new knowledge over the artificial inflation of publication volume, thereby respecting the scientific record and the peer-review system.