| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.670 | -0.476 |
|
Retracted Output
|
-0.249 | -0.174 |
|
Institutional Self-Citation
|
-1.468 | -0.045 |
|
Discontinued Journals Output
|
1.578 | -0.276 |
|
Hyperauthored Output
|
-0.967 | 0.497 |
|
Leadership Impact Gap
|
2.383 | 0.185 |
|
Hyperprolific Authors
|
-1.413 | -0.391 |
|
Institutional Journal Output
|
-0.268 | 0.278 |
|
Redundant Output
|
-1.186 | -0.228 |
With an overall risk score of 0.078, ESIC Universidad demonstrates a robust and commendable profile in scientific integrity, reflecting a strong alignment with its mission to promote ethical values and rationality in business. The institution's primary strengths are evident in its exceptionally low rates of Institutional Self-Citation, Hyperprolific Authors, Redundant Output, and Output in Institutional Journals, indicating a culture of external validation and a focus on substantive research. However, areas requiring strategic attention include a moderate deviation from national norms in the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, alongside a significant gap between its total research impact and the impact of work where it holds intellectual leadership. These vulnerabilities, while not critical, could challenge the institution's long-term reputational standing and its goal of fostering its own research capabilities. The university's strong positioning in the SCImago Institutions Rankings, particularly in Business, Management and Accounting, Economics, and Psychology, provides a solid foundation of academic excellence. To fully realize its mission, it is recommended that the institution focuses on refining its publication and affiliation strategies to mitigate the identified medium-risk signals, thereby ensuring its operational practices perfectly mirror its stated commitment to ethical and impactful research.
The institution presents a Z-score of 0.670, which contrasts with the national average of -0.476. This moderate deviation suggests that the center exhibits a greater sensitivity to risk factors in this area than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this noticeable divergence from the country's standard warrants a closer look. The data suggests a need to verify that these affiliations are not being used as a strategic tool for "affiliation shopping" to inflate institutional credit, but rather reflect genuine and substantial collaborative contributions, maintaining transparency and accountability in authorship.
With a Z-score of -0.249, the institution demonstrates a prudent profile, managing its processes with slightly more rigor than the national standard, which stands at -0.174. This result indicates that the institution's pre-publication quality control mechanisms are functioning effectively. Retractions can be complex events, but a low and controlled rate like this one is a sign of a healthy integrity culture where any unintentional errors are corrected responsibly, without suggesting systemic failures or recurring malpractice.
The institution's Z-score of -1.468 is exceptionally low, especially when compared to the national average of -0.045. This absence of risk signals aligns with the national standard of low-risk activity, but the university's performance is notably stronger. A certain level of self-citation is natural, but this result confirms the institution is far from creating scientific 'echo chambers.' It provides strong evidence that the institution's academic influence is validated by the global community and not inflated by endogamous dynamics, reflecting a high degree of external scrutiny and recognition.
The institution's Z-score of 1.578 marks a moderate deviation from the national average of -0.276, indicating a greater institutional sensitivity to this risk factor compared to its peers. A high proportion of publications in such 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 reputational risks and signaling an urgent need to enhance information literacy among researchers to avoid predatory or low-quality practices.
The institution shows a Z-score of -0.967, which is significantly lower than the national average of 0.497. This demonstrates institutional resilience, as control mechanisms appear to effectively mitigate the systemic risks related to hyper-authorship that are more prevalent at the national level. This low rate indicates that the university successfully distinguishes between necessary large-scale collaboration and practices like 'honorary' authorship, thereby reinforcing individual accountability and transparency in its research contributions.
With a Z-score of 2.383, the institution shows high exposure to this risk, operating at a level significantly above the national average of 0.185. Although both the institution and the country show a similar risk pattern, the university's gap is far more pronounced. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This value suggests that the institution's scientific prestige may be dependent and exogenous, inviting a strategic reflection on whether its excellence metrics stem from genuine internal capacity or from a supporting role in collaborations where it does not exercise intellectual leadership.
The institution's Z-score of -1.413 is remarkably low compared to the national average of -0.391. This absence of risk signals is consistent with the low-risk national environment but showcases the university's exemplary position. This indicator alerts to potential imbalances between quantity and quality, but the institution's very low score confirms that it is not exposed to risks such as coercive authorship or the assignment of authorship without real participation. This reflects a healthy balance that prioritizes the integrity of the scientific record over the inflation of metrics.
The institution records a Z-score of -0.268, in stark contrast to the national average of 0.278, which indicates a medium-risk dynamic. This demonstrates a clear case of preventive isolation, where the center does not replicate the risk patterns observed in its environment. While in-house journals can be valuable, the institution avoids excessive dependence on them, thus mitigating potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, enhancing its global visibility and competitive validation.
With a Z-score of -1.186, the institution shows an almost complete absence of risk signals, performing significantly better than the national average of -0.228. This result aligns with a low-risk national context but highlights the university's particularly rigorous standards. The data strongly suggests that the institution is not engaged in 'salami slicing'—the practice of fragmenting studies into minimal publishable units to artificially inflate productivity. This commitment to publishing significant, coherent bodies of work upholds the integrity of the scientific evidence and respects the academic review system.