| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.302 | -0.476 |
|
Retracted Output
|
-0.287 | -0.174 |
|
Institutional Self-Citation
|
0.128 | -0.045 |
|
Discontinued Journals Output
|
0.266 | -0.276 |
|
Hyperauthored Output
|
-0.716 | 0.497 |
|
Leadership Impact Gap
|
-0.870 | 0.185 |
|
Hyperprolific Authors
|
-0.515 | -0.391 |
|
Institutional Journal Output
|
-0.268 | 0.278 |
|
Redundant Output
|
0.227 | -0.228 |
The Universidad Rey Juan Carlos demonstrates a robust scientific integrity profile, with an overall risk score of -0.203 indicating performance that is healthier than the global average. The institution's primary strengths lie in its exceptional internal governance and intellectual autonomy, evidenced by a near-zero risk in areas such as the impact gap of its own research and publication in institutional journals. These results suggest a sustainable research model built on genuine capacity. This strong foundation supports its excellence in key thematic areas identified by the SCImago Institutions Rankings, particularly in Business, Management and Accounting (ranked 6th in Spain), Energy (6th), Dentistry (11th), and Pharmacology, Toxicology and Pharmaceutics (12th). However, moderate risk signals in Institutional Self-Citation, Redundant Output, and publication in Discontinued Journals present a potential conflict with its mission to transfer "quality" knowledge and uphold core "values." These practices, if unaddressed, could undermine the perceived credibility of its research and hinder its contribution to social and economic development. To fully align its operational practices with its strategic mission, the university is advised to leverage its clear governance strengths to implement targeted training and review policies in these specific areas, thereby ensuring its research excellence is matched by unimpeachable integrity.
The institution's Z-score for this indicator is -0.302, while the national average for Spain is -0.476. Although the university's risk level is low and aligns with the national context, its rate is slightly higher than the country's average, signaling an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight upward deviation suggests a need to ensure that all affiliations are substantive. Monitoring this trend is a prudent step to prevent strategic attempts to inflate institutional credit or "affiliation shopping" from becoming a more significant issue.
With a Z-score of -0.287, the institution demonstrates a more favorable position compared to the national average of -0.174. This suggests a prudent and rigorous approach to research quality. Retractions are complex events, and a lower-than-average rate indicates that the university's pre-publication quality control mechanisms are likely more effective than the national standard. This performance points to a culture of responsible supervision and methodological rigor, which successfully minimizes the incidence of both unintentional errors and potential malpractice, reinforcing the integrity of its scientific record.
The university presents a Z-score of 0.128, a moderate risk level that deviates from Spain's low-risk average of -0.045. This indicates a greater sensitivity to this risk factor than its national peers. A certain level of self-citation is natural, but this elevated rate signals a potential for scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This pattern warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be disproportionately shaped by internal dynamics rather than recognition from the global community, a trend that requires strategic review.
The institution's Z-score of 0.266 marks a moderate deviation from the national context, where the average score is -0.276. This disparity highlights a greater institutional sensitivity to publishing in questionable venues. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -0.716, the institution shows significant resilience against a risk that is more pronounced at the national level (Z-score of 0.497). This demonstrates that the university's internal control mechanisms are effectively mitigating the country's systemic tendency towards inflated author lists. This low score suggests that the institution successfully distinguishes between necessary massive collaboration and 'honorary' authorship practices. By maintaining transparency and accountability in authorship, the university reinforces the integrity of its collaborative research and avoids the dilution of individual contributions.
The institution exhibits an exceptionally low Z-score of -0.870, indicating a strong and independent research capacity that stands in stark contrast to the national average of 0.185. This result signifies a state of preventive isolation, where the university does not replicate the risk dynamics of dependency observed elsewhere in the country. A very low gap demonstrates that the institution's scientific prestige is structural and endogenous, not reliant on external partners for impact. This reflects a high degree of real internal capacity and intellectual leadership, which is a key indicator of long-term research sustainability and excellence.
The university's Z-score of -0.515 is lower than the national average of -0.391, indicating a prudent profile in managing author productivity. This suggests that the institution's processes are applied with more rigor than the national standard. While high productivity can be legitimate, this controlled rate points to a healthy balance between quantity and quality. It signals an environment that discourages practices such as coercive authorship or assigning credit without real participation, thereby prioritizing the integrity of the scientific record over the simple inflation of publication metrics.
With a Z-score of -0.268, the institution shows a near-total absence of this risk, effectively isolating itself from a practice that is a moderate concern at the national level (Z-score of 0.278). This demonstrates a clear disconnection from national risk dynamics in favor of more robust practices. This very low rate indicates a strong commitment to independent, external peer review, which enhances global visibility and credibility. By avoiding potential conflicts of interest and academic endogamy, the university ensures its scientific production is validated through standard competitive channels rather than internal 'fast tracks'.
The institution's Z-score of 0.227 represents a moderate risk and a notable deviation from the national average of -0.228. This suggests the university is more sensitive to this risk factor than its peers. This elevated value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' Such a pattern can distort the available scientific evidence and overburden the review system, indicating a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.
