| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.219 | -0.476 |
|
Retracted Output
|
-0.334 | -0.174 |
|
Institutional Self-Citation
|
-0.419 | -0.045 |
|
Discontinued Journals Output
|
-0.211 | -0.276 |
|
Hyperauthored Output
|
-0.835 | 0.497 |
|
Leadership Impact Gap
|
-0.940 | 0.185 |
|
Hyperprolific Authors
|
-1.413 | -0.391 |
|
Institutional Journal Output
|
1.402 | 0.278 |
|
Redundant Output
|
-0.952 | -0.228 |
Universidad Pontificia Comillas presents a robust and commendable scientific integrity profile, reflected in an overall low-risk score of -0.323. The institution demonstrates exceptional control over key research practices, with very low risk signals in the rates of hyperprolific authors, redundant output (salami slicing), and dependency on external collaborations for impact. This foundation of integrity strongly supports its academic strengths, particularly in its highest-ranked areas according to SCImago Institutions Rankings data: Mathematics, Energy, Arts and Humanities, and Physics and Astronomy. This performance aligns well with the university's mission to pursue continuous updating and meet the "new demands of society." However, the one area of medium risk—a high rate of publication in its own institutional journals—presents a potential conflict with its goal to be "Europeanised and universalised." This tendency towards academic endogamy could limit the global reach and external validation that are crucial for a modern university. To fully realize its mission, it is recommended that the institution review its internal publication policies to encourage broader engagement with the international scientific community, thereby reinforcing its already strong position of academic excellence and social responsibility.
The institution's Z-score of -0.219, while low, is slightly higher than the national average of -0.476, signaling an incipient vulnerability. This subtle deviation from the national norm suggests that while the rate is not alarming, it warrants proactive monitoring. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor elevation indicates a need to ensure that all such instances reflect genuine collaboration rather than early signs of strategic "affiliation shopping" designed to inflate institutional credit.
With a Z-score of -0.334, the institution demonstrates a more prudent profile regarding retracted publications compared to the national average of -0.174. This lower incidence suggests that the university's quality control and supervision mechanisms prior to publication are more rigorous than the national standard. Such a result points to a healthy integrity culture, where a commitment to methodological soundness effectively minimizes the risk of systemic errors or recurring malpractice that could otherwise lead to post-publication corrections.
The university maintains a Z-score of -0.419, indicating a significantly more prudent approach to self-citation than the national average of -0.045. This low rate reflects a healthy integration with the global scientific community and an avoidance of academic "echo chambers." By relying on external scrutiny rather than internal validation, the institution ensures its academic influence is built on broad, independent recognition, effectively mitigating the risk of endogamous impact inflation and demonstrating a commitment to objective scholarly dialogue.
The institution's Z-score of -0.211 for publications in discontinued journals is slightly higher than the country's score of -0.276, pointing to an incipient vulnerability. Although the overall risk is low, this marginal difference suggests a need to reinforce due diligence in the selection of publication venues. It serves as a constructive alert to enhance information literacy among researchers, ensuring institutional resources are not inadvertently channeled into predatory or low-quality media, thereby safeguarding the university's reputation.
Demonstrating notable institutional resilience, the university records a Z-score of -0.835, standing in stark contrast to the country's medium-risk score of 0.497. This result indicates that the institution's internal control mechanisms are effectively mitigating the systemic national trend towards inflated author lists. The university's practices appear to successfully uphold individual accountability and transparency, preventing the dilution of responsibility that can occur with honorary or political authorship practices.
The institution exhibits a state of preventive isolation with an exceptionally low Z-score of -0.940, in sharp contrast to the national medium-risk average of 0.185. This result indicates that the university does not replicate the national dynamic of depending on external partners for impact. Instead, the data suggests that the scientific prestige of the institution is built upon strong internal capacity and intellectual leadership, ensuring its high-impact research is both structural and sustainable, rather than a reflection of strategic positioning in collaborations led by others.
With a Z-score of -1.413, far below the country's already low score of -0.391, the institution shows a consistent and exemplary low-risk profile in this area. The complete absence of risk signals aligns with, and improves upon, the national standard. This indicates a healthy institutional culture that prioritizes the quality of scientific contributions over sheer volume, effectively preventing imbalances that can lead to coercive authorship or other practices that compromise the integrity of the scientific record.
The institution's Z-score of 1.402 reveals a high exposure to this risk, significantly exceeding the national average of 0.278. This pattern suggests the university is more prone to academic endogamy than its peers. While in-house journals are valuable for training and local dissemination, this level of dependence raises potential conflicts of interest, as the institution acts as both judge and party. This practice risks limiting global visibility and may indicate the use of internal channels as "fast tracks" to inflate productivity without undergoing standard, independent external peer review.
The university's Z-score of -0.952 is exceptionally low, well below the national average of -0.228, demonstrating a consistent and robustly low-risk profile. The absence of signals in this area indicates a strong institutional norm against the practice of fragmenting studies into "minimal publishable units." This commitment to publishing coherent and significant new knowledge not only enhances the quality of available scientific evidence but also respects the academic review system by prioritizing substance over volume.
