| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.197 | -0.476 |
|
Retracted Output
|
-0.550 | -0.174 |
|
Institutional Self-Citation
|
2.253 | -0.045 |
|
Discontinued Journals Output
|
0.445 | -0.276 |
|
Hyperauthored Output
|
-0.941 | 0.497 |
|
Leadership Impact Gap
|
-2.767 | 0.185 |
|
Hyperprolific Authors
|
-0.474 | -0.391 |
|
Institutional Journal Output
|
-0.268 | 0.278 |
|
Redundant Output
|
-1.186 | -0.228 |
The Universidad Catolica de Avila presents a balanced scientific integrity profile, with an overall score of -0.163 that reflects significant strengths counterweighed by specific areas requiring strategic attention. The institution's primary strength lies in its demonstrated capacity for generating high-impact research with strong internal leadership, as evidenced by its exceptional performance in the indicator measuring the impact gap of its own output. This is complemented by very low risk signals in redundant publications, retractions, and output in institutional journals, suggesting robust quality control and a commitment to external validation. However, this solid foundation is contrasted by a moderate deviation from national norms in three key areas: the rates of multiple affiliations, institutional self-citation, and publication in discontinued journals. These indicators suggest a greater sensitivity to risks associated with impact inflation and questionable dissemination channels. These vulnerabilities could potentially undermine the institution's strong reputation, particularly in its well-positioned thematic areas such as Economics, Econometrics and Finance, and Social Sciences, as identified by SCImago Institutions Rankings data. While the institutional mission was not specified, these risk factors present a challenge to any commitment to academic excellence and social responsibility, as they can create perceptions of insularity and strategic metric-seeking. The university is therefore encouraged to leverage its clear strengths in research integrity and leadership to develop targeted policies that address these specific vulnerabilities, thereby ensuring its operational practices fully align with its demonstrated scientific potential.
The institution presents a Z-score of 1.197, which indicates a moderate level of risk and deviates from the national average of -0.476. This suggests that the university shows a greater sensitivity to risk factors in this area than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, a disproportionately high rate can signal strategic attempts to inflate institutional credit or "affiliation shopping." The observed deviation warrants a review of affiliation policies to ensure that they reflect genuine scientific collaboration and do not create an artificial inflation of the institution's perceived research footprint.
With a Z-score of -0.550, the institution demonstrates a very low risk of retracted publications, a figure that is consistent with and even improves upon the low-risk national average of -0.174. This absence of risk signals indicates a healthy alignment with national standards of scientific security. A low rate of retractions is a positive sign of responsible supervision and effective quality control mechanisms prior to publication. This result suggests that the institution's integrity culture is robust, successfully preventing the types of recurring malpractice or lack of methodological rigor that can lead to systemic vulnerabilities.
The institution's Z-score for this indicator is 2.253, a medium-risk value that shows a moderate deviation from the country's low-risk average of -0.045. This discrepancy indicates that the university is more prone to this risk factor than other institutions in Spain. A certain level of self-citation is natural, but the observed high rate could signal concerning scientific isolation or an 'echo chamber' where work is validated without sufficient external scrutiny. This value warns of a potential for endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The university's Z-score of 0.445 places it in the medium-risk category, showing a notable deviation from the national average of -0.276. This indicates a greater institutional sensitivity to publishing in questionable venues compared to its peers. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting a need to reinforce information literacy to avoid predatory practices.
The institution exhibits a Z-score of -0.941, a low-risk value that contrasts favorably with the national medium-risk average of 0.497. This pattern suggests a notable degree of institutional resilience, where internal control mechanisms appear to be successfully mitigating systemic risks that are more prevalent at the country level. By maintaining a low rate of hyper-authorship, the university effectively avoids the potential for author list inflation, which can dilute individual accountability. This result indicates a commendable adherence to practices that favor transparency and meaningful contribution over honorary or political authorship.
With an exceptionally low Z-score of -2.767, the institution demonstrates a significant strength in this area, especially when compared to the national medium-risk average of 0.185. This score reflects a state of preventive isolation, where the university does not replicate the risk dynamics of dependency observed elsewhere in the country. A very low or negative gap indicates that the impact of research led by the institution is high, signaling that its scientific prestige is structural and internally generated, not dependent on external partners. This result points to a robust internal capacity and a high degree of intellectual leadership in its collaborations.
The institution's Z-score of -0.474 is in the low-risk category, slightly better than the national average of -0.391. This prudent profile suggests that the university manages its research processes with more rigor than the national standard. By maintaining a low rate of hyperprolific authors, the institution effectively mitigates the risks associated with an imbalance between quantity and quality, such as coercive authorship or the assignment of credit without real participation. This indicates a healthy focus on the integrity of the scientific record over the simple inflation of publication metrics.
The university's Z-score of -0.268 is in the very low-risk range, marking a clear and positive separation from the national medium-risk average of 0.278. This demonstrates a form of preventive isolation, whereby the institution avoids replicating risk dynamics common in its environment. A low dependence on in-house journals is a strong indicator that the university is not exposed to the conflicts of interest and academic endogamy that can arise when an institution acts as both judge and party. This commitment to external, independent peer review enhances the global visibility and competitive validation of its research.
With a Z-score of -1.186, the institution shows a very low risk of redundant output, a result that aligns perfectly with the low-risk national context (Z-score of -0.228). This low-profile consistency demonstrates that the university's practices are in sync with a healthy national standard. The near-absence of signals for 'salami slicing'—the practice of fragmenting a study into minimal publishable units—indicates a strong institutional focus on producing significant new knowledge rather than artificially inflating productivity metrics. This reflects a commitment to the integrity of scientific evidence and respect for the academic review system.