| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.879 | -0.476 |
|
Retracted Output
|
-0.437 | -0.174 |
|
Institutional Self-Citation
|
0.092 | -0.045 |
|
Discontinued Journals Output
|
-0.152 | -0.276 |
|
Hyperauthored Output
|
-0.205 | 0.497 |
|
Leadership Impact Gap
|
-0.430 | 0.185 |
|
Hyperprolific Authors
|
-0.970 | -0.391 |
|
Institutional Journal Output
|
0.608 | 0.278 |
|
Redundant Output
|
-0.150 | -0.228 |
The Universidad de Malaga demonstrates a robust overall profile of scientific integrity, marked by significant strengths in operational transparency and quality control. The institution exhibits exceptionally low risk in areas such as the Rate of Hyperprolific Authors and Retracted Output, and shows commendable resilience by maintaining low-risk practices in Hyper-Authorship and Impact Dependency, contrasting with higher-risk national trends. These strengths provide a solid foundation for its research enterprise. However, this positive outlook is tempered by two medium-risk vulnerabilities: an elevated Rate of Institutional Self-Citation and, more notably, a high Rate of Output in Institutional Journals, which suggests a tendency towards academic endogamy. According to SCImago Institutions Rankings data, the university's academic excellence is particularly prominent in Business, Management and Accounting, where it ranks in the top 10 nationally, complemented by strong top-15 positions in Energy, Environmental Science, and Social Sciences. To fully align with its mission of achieving "prestige and leadership" and integrating into the "European Higher Education and Research Area," it is crucial to address the identified risks of internal validation. Mitigating these endogamous tendencies will ensure that the institution's recognized excellence is unequivocally validated by the global scientific community, reinforcing its commitment to quality and social responsibility.
The institution presents a Z-score of -0.879, positioning it in a very low-risk category and significantly below the national average of -0.476. This result demonstrates a commendable alignment with transparent affiliation practices, surpassing the already low-risk standard observed across the country. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the university’s exceptionally low rate provides strong assurance that its institutional credit is not being artificially inflated through strategic "affiliation shopping," reflecting a clear and unambiguous assignment of academic contributions.
With a Z-score of -0.437, the institution shows a near-total absence of retracted publications, a figure that is substantially better than the national average of -0.174. This low-profile consistency indicates that the university's pre-publication quality control mechanisms are exceptionally robust. Retractions can signal either responsible correction of honest errors or systemic failures in research integrity. In this context, the university's outstanding performance suggests a mature integrity culture where methodological rigor and supervision are effective, preventing the types of recurring malpractice or errors that would otherwise lead to a higher retraction rate.
The institution's Z-score for this indicator is 0.092, a medium-risk level that marks a moderate deviation from the national average, which stands at a low-risk -0.045. This discrepancy suggests the university has a greater sensitivity to this risk factor than its national peers. A certain degree of self-citation is natural, but disproportionately high rates can signal the formation of scientific 'echo chambers.' This value serves as a warning of potential endogamous impact inflation, where the institution's academic influence may be oversized by internal validation dynamics rather than by broader recognition from the global research community, warranting a review of citation practices.
The institution's Z-score of -0.152 is within the low-risk band, but it is slightly higher than the national average of -0.276. This subtle difference points to an incipient vulnerability that warrants review before it escalates. While a sporadic presence in discontinued journals might be incidental, this signal suggests a potential minor gap in the due diligence applied to selecting dissemination channels. It highlights a need to reinforce information literacy among researchers to avoid channeling scientific production to media that may not meet international quality standards, thereby preventing exposure to reputational risks.
The university demonstrates strong institutional resilience with a low-risk Z-score of -0.205, which is particularly noteworthy when compared to the medium-risk national average of 0.497. This indicates that the institution’s internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in 'Big Science' fields, a low score outside these contexts suggests that the university successfully prevents author list inflation. This reflects robust governance that promotes transparency and individual accountability, distinguishing necessary massive collaboration from honorary or political authorship practices.
With a Z-score of -0.430, the institution shows a low-risk profile, indicating that its scientific prestige is structurally sound and driven by internal capabilities. This performance is a sign of institutional resilience, as it contrasts sharply with the national average of 0.185, which points to a medium-level risk of impact dependency. A low gap suggests that the university's excellence metrics are the result of genuine internal capacity and intellectual leadership, rather than a strategic positioning in collaborations where it plays a secondary role. This reinforces the sustainability and autonomy of its scientific impact.
The institution's Z-score of -0.970 is exceptionally low, indicating a near-complete absence of hyperprolific authors and placing it far ahead of the national low-risk average of -0.391. This lack of risk signals is consistent with a healthy research environment that prioritizes substance over sheer volume. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's excellent result suggests it effectively avoids the risks of coercive authorship, data fragmentation, or assigning authorship without real participation, thereby upholding the integrity of its scientific record.
The institution's Z-score of 0.608 reflects a medium-risk level, but this figure is concerning as it is more than double the national medium-risk average of 0.278. This indicates a high exposure to the risks associated with in-house publishing. While institutional journals can be valuable, an excessive dependence on them creates a conflict of interest, as the institution acts as both judge and party. This high score warns of significant academic endogamy, where research may be bypassing independent external peer review. This practice limits global visibility and could be perceived as using internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution has a Z-score of -0.150, which, while in the low-risk category, is slightly higher than the national average of -0.228. This score reveals an incipient vulnerability that warrants monitoring. Citing previous work is fundamental, but significant bibliographic overlap in simultaneous publications can indicate 'salami slicing'—the practice of fragmenting a single study into minimal publishable units to artificially boost productivity. This signal suggests a need to review publication patterns to ensure that the focus remains on presenting significant new knowledge rather than distorting the scientific record for metric-driven goals.
