| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.010 | -0.476 |
|
Retracted Output
|
0.277 | -0.174 |
|
Institutional Self-Citation
|
-0.180 | -0.045 |
|
Discontinued Journals Output
|
-0.140 | -0.276 |
|
Hyperauthored Output
|
0.143 | 0.497 |
|
Leadership Impact Gap
|
-0.855 | 0.185 |
|
Hyperprolific Authors
|
-0.857 | -0.391 |
|
Institutional Journal Output
|
-0.178 | 0.278 |
|
Redundant Output
|
-0.110 | -0.228 |
The Universidad de Leon presents a robust and balanced scientific integrity profile, with an overall risk score of -0.098 that indicates general alignment with best practices. The institution demonstrates significant strengths in areas crucial for sustainable and autonomous research, particularly in its capacity for intellectual leadership (evidenced by a very low gap between its total impact and the impact of its led output) and its commitment to external validation by avoiding academic endogamy (very low rate of output in institutional journals). These strengths are complemented by prudent management of self-citation and hyperprolific authorship. According to SCImago Institutions Rankings data, the university's research excellence is most prominent in Veterinary (ranked 5th in Spain), Physics and Astronomy (22nd), Chemistry (22nd), and Agricultural and Biological Sciences (23rd). However, moderate deviations are observed in the rates of multiple affiliations and retracted output, which are higher than the national average. These signals, while not critical, require attention as they could challenge the institutional mission of ensuring "quality teaching and advancement of knowledge" and fostering "critical, participative and solidary habits." To fully align its operational reality with its strategic vision, the university should leverage its clear governance strengths to proactively address these specific vulnerabilities, thereby reinforcing its commitment to excellence and social responsibility.
The institution's Z-score of 0.010 contrasts with the national average of -0.476. This indicates a moderate deviation, suggesting the university shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this comparatively higher rate warrants a review to ensure that these affiliations reflect genuine, substantive collaborations rather than strategic attempts to inflate institutional credit or "affiliation shopping." A proactive analysis of affiliation patterns would help confirm that they align with the university's mission of fostering meaningful international cooperation.
With a Z-score of 0.277, the institution shows a higher incidence of retractions compared to the national average of -0.174. This moderate deviation suggests that the university is more exposed to this risk than others in the country. Retractions are complex events, but a rate significantly above the norm can suggest that pre-publication quality control mechanisms may be failing systemically. This indicator serves as an alert to a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard the quality of its scientific contributions.
The university demonstrates a prudent profile with a Z-score of -0.180, which is notably lower than the national average of -0.045. This indicates that the institution manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this low value confirms that the institution is effectively avoiding the creation of scientific 'echo chambers' and is not inflating its impact through endogamous practices. This result suggests that the university's academic influence is validated by the broader global community, not just by internal dynamics.
The institution's Z-score of -0.140, while indicating a low overall risk, is higher than the national average of -0.276. This suggests an incipient vulnerability that warrants review before it escalates. A sporadic presence in discontinued journals might be incidental, but this slight elevation compared to peers serves as an alert regarding due diligence in selecting dissemination channels. It points to a potential need for enhanced information literacy among researchers to avoid channeling scientific production through media that may not meet international ethical or quality standards, thus preventing reputational risks and the misallocation of resources.
With a Z-score of 0.143, the institution shows a more controlled approach to authorship compared to the national average of 0.497. This reflects differentiated management, where the university successfully moderates a risk that appears more common across the country. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. The university's lower score suggests it maintains effective oversight, distinguishing between necessary massive collaboration and potentially problematic 'honorary' or political authorship practices, thereby preserving transparency in its research contributions.
The institution exhibits an exceptionally strong profile with a Z-score of -0.855, in stark contrast to the national average of 0.185, which signals a medium risk. This demonstrates a clear case of preventive isolation, where the university does not replicate the risk dynamics observed in its environment. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own capabilities. This very low score, however, indicates high sustainability and structural strength, confirming that the university's scientific excellence results from genuine internal capacity and intellectual leadership, not from a strategic dependency on collaborations.
The university maintains a prudent profile with a Z-score of -0.857, significantly lower than the national average of -0.391. This indicates that the institution manages research productivity with more rigor than the national standard. While high productivity can be a sign of leadership, extreme publication volumes can challenge the limits of meaningful intellectual contribution. The absence of such signals at the university suggests a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of authorship without real participation, and prioritizing the integrity of the scientific record over pure metrics.
With a Z-score of -0.178, the institution shows a very low reliance on its own journals, standing in sharp contrast to the national average of 0.278 (a medium risk level). This is a clear instance of preventive isolation, where the university avoids a vulnerability present in the national system. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. The university's very low score demonstrates a strong commitment to independent, external peer review and global visibility, ensuring its scientific production is validated through standard competitive channels rather than potentially using internal 'fast tracks'.
The institution's Z-score for this indicator is -0.110. Although this represents a low risk, it is slightly higher than the national average of -0.228, signaling an incipient vulnerability. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. While the current level is not alarming, its position relative to the national benchmark suggests that this is an area to monitor, ensuring that the focus remains on publishing significant new knowledge rather than prioritizing volume, which can distort scientific evidence.
