| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.445 | -0.476 |
|
Retracted Output
|
-0.249 | -0.174 |
|
Institutional Self-Citation
|
-0.897 | -0.045 |
|
Discontinued Journals Output
|
-0.118 | -0.276 |
|
Hyperauthored Output
|
0.189 | 0.497 |
|
Leadership Impact Gap
|
0.886 | 0.185 |
|
Hyperprolific Authors
|
-0.851 | -0.391 |
|
Institutional Journal Output
|
-0.268 | 0.278 |
|
Redundant Output
|
0.297 | -0.228 |
Universidad San Pablo CEU presents a robust scientific integrity profile, with an overall risk score of -0.231, indicating performance that is generally more secure than the national average. The institution demonstrates significant strengths in fostering external validation and avoiding academic endogamy, as evidenced by its very low rates of Institutional Self-Citation and Output in Institutional Journals. These results reflect a culture of open science and a commitment to global standards. However, areas requiring strategic attention have been identified, particularly a high dependency on external leadership for research impact and a moderate tendency toward redundant publications and hyper-authorship. These vulnerabilities, while not critical, warrant proactive management to ensure they do not undermine the institution's mission. According to SCImago Institutions Rankings data, the university's scientific output is particularly strong in Chemistry (ranked 31st in Spain), Agricultural and Biological Sciences (42nd), and Pharmacology, Toxicology and Pharmaceutics (43rd). The identified risks, especially those related to research impact dependency and publication fragmentation, could conflict with the institutional mission to form "responsible leaders" and uphold the "values of Christian humanism." True leadership requires not only collaboration but also the development of internal intellectual capacity, while the pursuit of knowledge for the "improvement of society" is better served by substantive contributions than by inflated publication metrics. By addressing these specific areas, Universidad San Pablo CEU can further align its excellent scientific practice with its foundational values, reinforcing its position as a benchmark for both academic quality and ethical integrity.
The institution's Z-score of -0.445 is statistically aligned with the national average of -0.476, indicating that its collaborative and affiliation patterns are typical for the Spanish research ecosystem. This level of activity is considered normal and does not signal any specific risk. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this alignment suggests the university's engagement in co-authorship and institutional partnerships reflects standard practice within the country, without showing signs of strategic attempts to artificially inflate institutional credit.
With a Z-score of -0.249, the institution demonstrates a lower rate of retracted publications compared to the national average of -0.174. This prudent profile suggests that the university's internal quality control mechanisms are more rigorous than the national standard. Retractions can be complex events, but a rate significantly lower than its peers is a positive indicator of effective pre-publication review and a strong culture of methodological rigor, reducing the likelihood of systemic errors or malpractice that could lead to post-publication corrections.
The institution exhibits an exceptionally low Z-score of -0.897, in stark contrast to the national Z-score of -0.045. This excellent result indicates a strong outward-looking research culture, effectively avoiding the "echo chambers" that can arise from excessive self-validation. A certain level of self-citation is natural, but this very low rate confirms that the institution's academic influence is built on broad recognition from the global scientific community rather than being inflated by internal dynamics, showcasing a high degree of integration and external relevance.
The institution's Z-score of -0.118, while within the low-risk band, is slightly higher than the national average of -0.276, signaling an incipient vulnerability. This suggests that, compared to its national peers, the university's researchers show a minor but detectable tendency to publish in channels that do not maintain long-term quality standards. A high proportion of output in such journals can pose severe reputational risks. This finding warrants a review of researcher guidance and information literacy programs to ensure due diligence in selecting high-quality, sustainable dissemination channels and to avoid wasting resources on predatory or low-impact media.
With a Z-score of 0.189, the institution shows a moderate level of hyper-authored publications, yet this is notably lower than the national average of 0.497. This indicates a pattern of differentiated management, where the university successfully moderates a risk that appears to be more common systemically across the country. While extensive author lists are legitimate in "Big Science," this indicator serves as a signal to ensure that authorship practices remain transparent and accountable. The institution's relative control in this area is commendable, suggesting a healthier balance between large-scale collaboration and the prevention of "honorary" authorship.
The institution presents a Z-score of 0.886, a figure significantly higher than the national average of 0.185. This high exposure indicates that the university is more prone than its peers to a dependency on external collaborations for achieving high-impact research. A wide positive gap, where overall impact is high but the impact of institution-led research is comparatively low, signals a potential sustainability risk. This suggests that a significant portion of its scientific prestige may be exogenous and not yet fully structural. This finding invites a strategic reflection on fostering internal capacity and promoting intellectual leadership to ensure that its excellence metrics are a direct result of its own consolidated research strengths.
The institution's Z-score of -0.851 is substantially lower than the national average of -0.391, reflecting a prudent and well-managed approach to author productivity. This very low incidence of hyperprolific authors is a strong indicator of a healthy research environment that prioritizes quality over sheer volume. It suggests the institution effectively discourages practices such as coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby safeguarding the integrity of its scientific record and promoting a sustainable and rigorous academic culture.
The institution demonstrates a clear policy of preventive isolation with a Z-score of -0.268 (very low risk), which contrasts sharply with the medium-risk dynamic observed at the national level (0.278). This result is a significant strength, showing that the university does not replicate the national tendency to publish in its own journals. By avoiding this practice, the institution circumvents potential conflicts of interest and academic endogamy, ensuring its research undergoes independent external peer review. This commitment strengthens the credibility of its scientific output and enhances its global visibility.
With a Z-score of 0.297, the institution shows a moderate deviation from the national norm, where the risk is low (-0.228). This indicates a greater sensitivity to risk factors associated with publication fragmentation. The data suggests a potential tendency to engage in "salami slicing," where a single coherent study is divided into minimal publishable units to artificially inflate productivity metrics. This practice can distort the scientific evidence base and overburden the peer-review system. It is an area that requires attention to ensure that the focus remains on producing significant, consolidated knowledge rather than on maximizing publication counts.