| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.598 | -0.476 |
|
Retracted Output
|
-0.118 | -0.174 |
|
Institutional Self-Citation
|
0.047 | -0.045 |
|
Discontinued Journals Output
|
-0.350 | -0.276 |
|
Hyperauthored Output
|
-0.360 | 0.497 |
|
Leadership Impact Gap
|
-0.561 | 0.185 |
|
Hyperprolific Authors
|
-1.064 | -0.391 |
|
Institutional Journal Output
|
0.120 | 0.278 |
|
Redundant Output
|
-0.262 | -0.228 |
The Universidad de Zaragoza demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.316. This performance indicates that its research practices are, on the whole, well-aligned with international standards of transparency and quality. The institution's primary strengths lie in its exceptionally low rates of hyperprolific authorship and publication in discontinued journals, alongside effective mitigation of systemic national risks related to hyper-authorship and impact dependency. These strengths are complemented by a solid performance across most other indicators. Areas requiring strategic attention are the medium-risk signals in institutional self-citation and publication in institutional journals, which suggest a tendency towards academic insularity. According to SCImago Institutions Rankings data, the university excels in several key areas, holding Top 10 national positions in disciplines such as Business, Management and Accounting; Economics, Econometrics and Finance; Veterinary; and Computer Science. This thematic excellence aligns with its mission to be an "engine of economic progress" and a "creator of culture." However, the identified risks of endogamy could subtly undermine its ambition to be a "place of permanent change and exchange," as true global impact requires external validation. To fully realize its mission, it is recommended that the university reinforce its international outreach and peer-review policies, thereby ensuring that its internal strengths translate into undisputed global leadership and societal contribution.
The institution presents a Z-score of -0.598, a value that indicates a more prudent profile than the national average of -0.476. This result suggests that the university manages its collaborative processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's lower rate points to a well-controlled policy that effectively avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that credit is attributed transparently and accurately.
With a Z-score of -0.118, the institution shows a slightly higher signal of risk compared to the national average of -0.174, although both remain at a low level. This minor difference suggests an incipient vulnerability that warrants review. Retractions are complex events, and some signify responsible supervision. However, a rate that, while low, is above the national benchmark, could indicate a potential weakness in pre-publication quality control mechanisms. This serves as a proactive alert to reinforce methodological rigor and prevent any systemic issues from escalating.
The university's Z-score of 0.047 places it at a medium risk level, representing a moderate deviation from the national average, which stands at a low-risk -0.045. This contrast indicates that the institution shows greater sensitivity to this particular risk factor than its peers. A certain level of self-citation is natural, reflecting the continuity of research lines. Nevertheless, this disproportionately higher rate signals a potential for scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny, warning of a risk of endogamous impact inflation that could limit its recognition by the global academic community.
The institution demonstrates an exemplary performance with a Z-score of -0.350, indicating a very low risk that is even more controlled than the low-risk national average of -0.276. This absence of risk signals, which surpasses the national standard, points to outstanding due diligence in the selection of dissemination channels. Such a result confirms that the institution's researchers are effectively avoiding media that do not meet international ethical or quality standards, thereby protecting the university from severe reputational risks and preventing the waste of resources on 'predatory' practices.
With a low-risk Z-score of -0.360, the university displays significant institutional resilience, effectively mitigating a systemic risk that is more pronounced at the national level (Z-score: 0.497, medium risk). This demonstrates that the institution's internal control mechanisms act as a filter against country-wide tendencies. While extensive author lists are legitimate in 'Big Science,' the university's controlled rate suggests it successfully distinguishes between necessary massive collaboration and practices like 'honorary' authorship, thereby upholding individual accountability and transparency in its publications.
The institution's Z-score of -0.561 (low risk) showcases its institutional resilience when compared to the national average of 0.185 (medium risk). This positive differential indicates that the university effectively counteracts a national trend where scientific prestige may be overly dependent on external partners. A low gap suggests that the institution's excellence metrics are the result of genuine internal capacity and intellectual leadership, rather than strategic positioning in collaborations where it does not lead. This points to a sustainable and structurally sound model for generating high-impact research.
The university's Z-score of -1.064 reflects a very low risk, a result that is significantly more favorable than the national low-risk average of -0.391. This near-absence of risk signals, well below the national standard, is a clear indicator of a healthy research environment. It suggests that the institution fosters a culture that prioritizes quality over sheer volume, successfully avoiding the potential imbalances associated with extreme productivity, such as coercive authorship or the assignment of credit without real participation, thus safeguarding the integrity of its scientific record.
The institution's Z-score of 0.120 (medium risk) indicates a more controlled situation compared to the national average of 0.278 (also medium risk). This reflects a differentiated management approach, where the university moderates a risk that appears more common across the country. While in-house journals can be valuable, the institution's comparatively lower reliance on them reduces the potential for conflicts of interest and academic endogamy. This suggests a greater commitment to ensuring that its scientific production undergoes independent external peer review, enhancing its global visibility and competitive validation.
With a Z-score of -0.262, the institution's risk level is statistically normal and aligns closely with the national average of -0.228. Both values are in the low-risk category, indicating that the university's practices are as expected for its context. This alignment suggests that while citing previous work is a necessary part of research, there are no signs of massive or recurring bibliographic overlap that would indicate data fragmentation. The institution appears to maintain a standard approach, prioritizing the publication of significant new knowledge over artificially inflating productivity metrics.
