| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.973 | -0.476 |
|
Retracted Output
|
-0.137 | -0.174 |
|
Institutional Self-Citation
|
-0.742 | -0.045 |
|
Discontinued Journals Output
|
-0.348 | -0.276 |
|
Hyperauthored Output
|
-0.393 | 0.497 |
|
Leadership Impact Gap
|
-0.550 | 0.185 |
|
Hyperprolific Authors
|
-1.120 | -0.391 |
|
Institutional Journal Output
|
0.419 | 0.278 |
|
Redundant Output
|
-0.212 | -0.228 |
The Universitat Oberta de Catalunya demonstrates a robust and commendable commitment to scientific integrity, reflected in an overall risk score of -0.178. This positions the institution securely in a low-risk category, showcasing strong governance and responsible research practices. Key strengths are evident in its exceptionally low rates of hyperprolific authorship and publication in discontinued journals, alongside a notable resilience in managing institutional self-citation and hyper-authorship more effectively than the national average. Areas requiring strategic attention are the Rate of Multiple Affiliations and the Rate of Output in Institutional Journals, which present a moderate risk profile. Thematically, the institution excels globally, with SCImago Institutions Rankings data highlighting its leadership in areas such as Computer Science, Mathematics, Energy, and Engineering. This strong scientific positioning aligns with its mission to be an "innovative university... open to the world," but the identified risks, particularly those suggesting potential insularity or strategic metric inflation, could challenge this vision. To fully embody its mission of contributing to the "progress... of society," it is crucial that its operational practices remain transparent and globally integrated. We recommend a focused review of affiliation and internal publication policies to ensure they fully support the institution's excellent research core and global reputation.
The institution presents a Z-score of 0.973, a value that indicates a greater sensitivity to this risk factor when compared to the national average of -0.476. This moderate deviation from the national standard suggests that the university's collaboration patterns are more intensive or complex than those of its peers. While multiple affiliations are often a legitimate result of researcher mobility, dual appointments, or partnerships, the higher rate warrants a closer look to ensure these practices are driven by genuine scientific synergy rather than strategic attempts to inflate institutional credit or "affiliation shopping." A proactive review can confirm that these collaborations enhance the university's innovative and open character as stated in its mission.
With a Z-score of -0.137, the institution's performance is statistically aligned with the national context, which has a score of -0.174. This indicates that the university's rate of retractions is normal and as expected for its environment. This level does not suggest systemic failures in pre-publication quality control. Instead, it reflects a standard operational balance in the scientific process, where occasional corrections are a part of responsible supervision. The data affirms that the institution's integrity culture and methodological rigor are consistent with national standards, without showing signs of recurring malpractice.
The institution demonstrates a prudent and rigorous profile with a Z-score of -0.742, which is significantly lower than the national average of -0.045. This superior performance indicates that the university manages its citation practices with more discipline than the national standard. Such a low rate of self-citation signals a healthy integration into the global scientific conversation, effectively avoiding the creation of 'echo chambers' or endogamous impact inflation. This result strongly suggests that the institution's academic influence is genuinely built on external recognition from the wider research community, not on internal validation dynamics.
The institution exhibits an exemplary record with a Z-score of -0.348, indicating a near-total absence of publications in journals that have been discontinued, a performance that surpasses the already low-risk national average of -0.276. This absence of risk signals demonstrates a consistent and effective due diligence process in selecting publication venues. By successfully avoiding channels that fail to meet international ethical or quality standards, the university protects its reputational integrity and ensures that its research investments are directed toward credible and impactful outlets, preventing any waste of resources on predatory or low-quality practices.
With a Z-score of -0.393, the institution shows significant resilience by maintaining a low-risk profile in an area where the country shows a medium-risk tendency (Z-score of 0.497). This suggests that the university's internal control mechanisms are effectively mitigating a systemic risk present in its environment. The institution successfully distinguishes between necessary, large-scale collaboration and authorship practices that could dilute individual accountability. This controlled approach acts as a firewall against national trends, preserving transparency and preventing potential issues like 'honorary' or political authorship.
The institution demonstrates strong institutional resilience with a Z-score of -0.550, contrasting sharply with the national medium-risk average of 0.185. This indicates that the university is effectively mitigating the national trend of depending on external partners for scientific impact. The low gap suggests that the institution's scientific prestige is not dependent or exogenous but is structurally sound and driven by its own internal capacity. This is a clear sign that the university's excellence metrics are the result of genuine intellectual leadership, ensuring the long-term sustainability and sovereignty of its research agenda.
The institution's Z-score of -1.120 signifies a complete operational silence in this indicator, placing it well below the already low-risk national average of -0.391. This absence of risk signals is a strong testament to a research culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. It indicates that the university has successfully avoided the potential imbalances that can lead to coercive authorship or the assignment of credit without real participation, thereby upholding the integrity of its scientific record and fostering a healthy academic environment.
The institution's Z-score of 0.419 shows a higher exposure to this risk compared to the national average of 0.278. This indicates that the university is more prone than its peers to publishing in its own journals. While in-house journals are valuable for training and local dissemination, this heightened dependence raises potential conflicts of interest, as the institution acts as both judge and party in the publication process. This pattern warns of a risk of academic endogamy, where research might bypass independent external peer review, potentially limiting its global visibility and creating 'fast tracks' to inflate publication records without standard competitive validation.
With a Z-score of -0.212, the institution's profile is statistically normal and fully aligned with the national average of -0.228. This indicates that the level of bibliographic overlap in its publications is as expected for its context and does not signal a systemic issue. The data suggests that the citation of previous work reflects the natural process of building upon cumulative knowledge rather than a deliberate strategy of 'salami slicing' to artificially inflate productivity metrics. Therefore, there is no evidence that the institution's practices are distorting the scientific record or overburdening the review system through data fragmentation.