| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.617 | -0.476 |
|
Retracted Output
|
-0.447 | -0.174 |
|
Institutional Self-Citation
|
0.204 | -0.045 |
|
Discontinued Journals Output
|
-0.055 | -0.276 |
|
Hyperauthored Output
|
-0.683 | 0.497 |
|
Leadership Impact Gap
|
-0.664 | 0.185 |
|
Hyperprolific Authors
|
-1.168 | -0.391 |
|
Institutional Journal Output
|
1.451 | 0.278 |
|
Redundant Output
|
-0.108 | -0.228 |
The Universidad de Valladolid demonstrates a robust scientific integrity profile, with an overall risk score of -0.241 that indicates a performance slightly better than the global baseline. The institution's primary strengths lie in its exceptional control over research quality, evidenced by very low rates of retracted output and hyperprolific authorship, and its resilience in mitigating national trends toward hyper-authorship and impact dependency. These strengths are reflected in its strong national positioning in key thematic areas, including Agricultural and Biological Sciences, Arts and Humanities, Environmental Science, and Social Sciences, according to SCImago Institutions Rankings data. However, two medium-risk indicators—Institutional Self-Citation and Output in Institutional Journals—emerge as significant vulnerabilities. These practices suggest a degree of academic endogamy that could undermine the university's mission to enhance its "international prestige" and uphold "transparency and good Government." By addressing these specific areas of internal validation, the Universidad de Valladolid can fully align its operational practices with its commitment to excellence and societal impact, further solidifying its reputation as a leader in responsible research.
The institution presents a Z-score of -0.617, which is lower than the national average of -0.476. This prudent profile suggests that the university manages its collaborative processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate indicates a healthy and transparent collaborative environment, effectively avoiding strategic attempts to inflate institutional credit or engage in “affiliation shopping.”
With a Z-score of -0.447, the institution operates at a very low risk level, significantly below the national average of -0.174. This demonstrates a low-profile consistency where the absence of critical risk signals aligns with, and even surpasses, the national standard. Retractions can be complex, but an exceptionally low rate like this is a strong indicator of effective pre-publication quality control mechanisms. It suggests a robust integrity culture where methodological rigor and supervision are prioritized, systemically preventing the types of errors or malpractice that lead to retractions.
The university shows a Z-score of 0.204, placing it at a medium risk level and marking a moderate deviation from the country's low-risk average of -0.045. This indicates a greater sensitivity to this particular risk factor compared to its national peers. While some self-citation reflects the natural progression of research, this disproportionately high rate signals a potential for scientific isolation or an 'echo chamber.' It warns of the risk of endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than validated by the broader global community, meriting a strategic review.
The institution's Z-score of -0.055 is slightly higher than the national average of -0.276, though both remain at a low risk level. This signal points to an incipient vulnerability that warrants review before it escalates. A sporadic presence in discontinued journals can occur, but this minor alert suggests a potential gap in due diligence when selecting dissemination channels. It underscores the need to reinforce information literacy among researchers to avoid channeling valuable work through media that do not meet international quality standards, thereby preventing reputational risks and the misallocation of resources.
With a Z-score of -0.683, the institution maintains a low-risk profile that contrasts sharply with the medium-risk national average of 0.497. This demonstrates significant institutional resilience, as internal control mechanisms appear to be successfully mitigating a systemic risk prevalent in the country. The university's ability to maintain low rates of hyper-authorship suggests it effectively distinguishes between necessary massive collaboration in "Big Science" and problematic practices like 'honorary' authorship, thus preserving individual accountability and transparency in its research output.
The university's Z-score of -0.664 reflects a low-risk profile, standing in stark contrast to the national medium-risk average of 0.185. This is a clear sign of institutional resilience, indicating that the university acts as an effective filter against a national tendency toward impact dependency. A low gap suggests that the institution's scientific prestige is structural and sustainable, built upon genuine internal capacity and intellectual leadership. This demonstrates that its excellence metrics are not merely the result of strategic positioning in external collaborations but are driven by its own core research strengths.
The institution exhibits an exceptionally low Z-score of -1.168, placing it in the very low-risk category and well below the national average of -0.391. This low-profile consistency, where the absence of risk signals surpasses the national standard, is a testament to a healthy research environment. This result indicates a strong balance between quantity and quality, suggesting that authorship is tied to meaningful intellectual contribution rather than coercive practices or metric-driven inflation. It reflects a culture that prioritizes the integrity of the scientific record over sheer volume.
With a Z-score of 1.451, the institution shows high exposure to this risk, significantly exceeding the national average of 0.278, even though both are categorized as medium risk. This elevated rate raises concerns about potential conflicts of interest and academic endogamy, as the institution acts as both judge and party in the publication process. Such a heavy reliance on in-house journals warns that a notable portion of its scientific production might be bypassing independent external peer review, which could limit global visibility and suggest the use of internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score of -0.108 is slightly higher than the national average of -0.228, with both indicators at a low risk level. This minor difference signals an incipient vulnerability that warrants monitoring. While citing previous work is fundamental, this alert, however small, could point to early signs of data fragmentation or 'salami slicing.' It serves as a constructive reminder to ensure that all publications contribute significant new knowledge, thereby avoiding practices that artificially inflate productivity by dividing a single coherent study into minimal publishable units.