| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.649 | -0.476 |
|
Retracted Output
|
-0.306 | -0.174 |
|
Institutional Self-Citation
|
-0.091 | -0.045 |
|
Discontinued Journals Output
|
-0.294 | -0.276 |
|
Hyperauthored Output
|
0.400 | 0.497 |
|
Leadership Impact Gap
|
0.541 | 0.185 |
|
Hyperprolific Authors
|
-0.495 | -0.391 |
|
Institutional Journal Output
|
-0.106 | 0.278 |
|
Redundant Output
|
-0.307 | -0.228 |
The Universidad Complutense de Madrid (UCM) demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.248 that indicates a performance significantly healthier than the baseline. The institution's primary strengths lie in its exceptional control over publication channels, showing a 'very low' risk in the use of institutional journals, a stark contrast to the national trend. Most other indicators register at a 'low' risk level, often outperforming national averages. However, areas requiring strategic attention include a medium-risk signal in the 'Gap between Impact of total output and the impact of output with leadership', suggesting a dependency on external collaboration for high-impact research. This operational landscape supports UCM's world-class standing, evidenced by its SCImago Institutions Rankings data, which places it as a global leader in Arts and Humanities (1st in the EU-27) and Dentistry (1st in the EU-27), with elite national positions in Pharmacology, Toxicology and Pharmaceutics and Veterinary. While the institution's integrity largely aligns with its mission of excellence and social recognition, the identified dependency on external leadership for impact could challenge its long-term goal of being a self-sufficient "reference centre." A strategic focus on cultivating internal intellectual leadership will be crucial to ensure that its recognized excellence is both structural and sustainable, fully embodying its commitment to quality and leadership in Europe and Latin America.
The institution presents a Z-score of -0.649, a value indicating a more controlled profile than the national average of -0.476. This demonstrates a prudent approach to managing academic affiliations. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, UCM's lower-than-average rate suggests that its collaborative framework is well-defined and less susceptible to strategic attempts to inflate institutional credit or "affiliation shopping." This reflects a rigorous and transparent management of institutional representation in its scientific output.
With a Z-score of -0.306, the institution shows a lower incidence of retracted publications compared to the national benchmark of -0.174. This prudent profile suggests that the university's quality control and supervision mechanisms are more rigorous than the national standard. Retractions can stem from honest errors or misconduct, but a lower rate points towards a robust institutional integrity culture that effectively minimizes systemic failures in methodological rigor or pre-publication review, thereby safeguarding its scientific reputation.
The institution's Z-score of -0.091 is closely aligned with the national average of -0.045, indicating a level of risk that is normal and expected for its context. This alignment suggests that UCM maintains a healthy balance between the natural continuity of its own research lines and engagement with the global scientific community. The data does not point to concerning scientific isolation or 'echo chambers'; rather, it reflects a standard practice where the institution's academic influence is validated through a balanced mix of internal and external recognition.
The institution's Z-score of -0.294 is statistically similar to the national average of -0.276, reflecting a normal operational pattern within its environment. This indicates that the university's researchers exercise a standard level of due diligence in selecting dissemination channels. The low incidence suggests that there is no systemic vulnerability exposing the institution to the reputational risks associated with publishing in journals that fail to meet international ethical or quality standards, thereby protecting its research investment from low-quality practices.
The institution registers a Z-score of 0.400, which, while indicating a medium level of risk, is notably lower than the national average of 0.497. This suggests a differentiated management approach where UCM, despite operating in a system where hyper-authorship is common, moderates this trend more effectively than its peers. In fields outside of 'Big Science,' extensive author lists can dilute individual accountability. UCM's relative control points to a greater awareness of the need to distinguish between necessary massive collaboration and practices of 'honorary' authorship, although it remains an area for continued monitoring.
With a Z-score of 0.541, the institution shows a significantly higher exposure to this risk compared to the national average of 0.185. This wide positive gap indicates that while the university's overall impact is high, the impact of research where it holds intellectual leadership is comparatively low. This signals a potential sustainability risk, suggesting that its scientific prestige may be heavily dependent and exogenous. This finding invites a critical reflection on whether the institution's excellence metrics stem from its own structural capacity or from strategic positioning in collaborations, highlighting a need to foster and empower internal research leadership.
The institution's Z-score of -0.495 is lower than the national average of -0.391, indicating a prudent profile in this area. This suggests that the university fosters a research environment with a healthy balance between productivity and quality, with a lower incidence of extreme individual publication volumes. This controlled rate mitigates risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record, reinforcing the institution's commitment to meaningful intellectual contributions.
The institution exhibits a Z-score of -0.106, marking a state of preventive isolation from a national trend where the average risk is medium (Z-score of 0.278). This is a significant strength, demonstrating a clear commitment to external and independent peer review. By avoiding excessive dependence on its own journals, UCM effectively sidesteps potential conflicts of interest and academic endogamy. This practice enhances the global visibility and credibility of its research, ensuring its scientific production is validated through standard competitive mechanisms rather than internal 'fast tracks'.
With a Z-score of -0.307, the institution displays a more rigorous profile than the national standard (-0.228). This indicates a lower tendency toward data fragmentation or 'salami slicing' practices. The university's performance suggests a research culture that prioritizes the publication of coherent, significant studies over the artificial inflation of productivity metrics. This approach not only strengthens the integrity of the scientific evidence it produces but also respects the academic review system by focusing on volume that corresponds to new knowledge.
