| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.149 | -0.476 |
|
Retracted Output
|
-0.249 | -0.174 |
|
Institutional Self-Citation
|
0.369 | -0.045 |
|
Discontinued Journals Output
|
-0.284 | -0.276 |
|
Hyperauthored Output
|
0.318 | 0.497 |
|
Leadership Impact Gap
|
-0.036 | 0.185 |
|
Hyperprolific Authors
|
-0.343 | -0.391 |
|
Institutional Journal Output
|
0.579 | 0.278 |
|
Redundant Output
|
-0.148 | -0.228 |
The Universidad de Granada demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.098. This indicates a general alignment with best practices and a low probability of systemic vulnerabilities. The institution's primary strengths lie in its effective mitigation of risks related to retracted publications and its capacity to generate high-impact research under its own leadership, showcasing a structural resilience that surpasses national trends. However, areas requiring strategic attention have been identified, particularly in the moderate levels of institutional self-citation and publication in its own journals, which suggest a tendency towards academic endogamy. These patterns, while not critical, could in the long term challenge the university's mission to foster "quality research" that is "open" and "connected to its environment." This is especially relevant given the institution's outstanding leadership in key disciplines, as evidenced by its SCImago Institutions Rankings, where it ranks among the top national institutions in areas such as Arts and Humanities, Mathematics, Psychology, and Social Sciences. To fully honor its commitment to "innovation, progress and social welfare," it is recommended that the university reviews its internal publication and citation policies to ensure that its exceptional research capacity achieves maximum global validation and impact, thereby reinforcing its position as a benchmark of excellence and social responsibility.
The institution's Z-score of -0.149 for multiple affiliations is within the low-risk band, but it is slightly higher than the national average of -0.476. This subtle difference suggests an incipient vulnerability. While the university's practices are broadly aligned with the national context, this minor elevation could be an early indicator of a growing trend towards strategic affiliation use. It is important to ensure that these collaborations are consistently driven by genuine scientific partnerships rather than becoming a mechanism for inflating institutional credit, a practice sometimes referred to as “affiliation shopping.”
With a Z-score of -0.249, the institution demonstrates a more prudent profile in managing retracted publications compared to the national average of -0.174. This favorable result indicates that the university's quality control and supervision mechanisms are particularly effective. Retractions can stem from honest errors or misconduct, and a low rate suggests that pre-publication review processes are robust, systemically preventing potential failures in methodological rigor and reinforcing a strong culture of integrity before research is disseminated.
A moderate deviation from the national standard is observed in institutional self-citation, where the university has a Z-score of 0.369 against a low-risk country average of -0.045. This indicates a greater sensitivity to this risk factor than its peers. While a degree of self-citation is natural to build upon established research lines, this elevated rate warns of a potential 'echo chamber' effect. There is a risk that the institution's academic influence may be oversized by internal validation dynamics rather than by broader recognition from the global scientific community, potentially leading to endogamous impact inflation.
The university's rate of publication in discontinued journals (Z-score: -0.284) is statistically normal and aligns almost perfectly with the national context (Z-score: -0.276). This indicates that the risk level is as expected and well-managed. This alignment demonstrates that the institution's researchers are exercising appropriate due diligence in selecting dissemination channels, successfully avoiding predatory or low-quality journals and thereby protecting the university's resources and reputation from reputational damage.
In the context of hyper-authored publications, the university (Z-score: 0.318) demonstrates differentiated management compared to the national average (Z-score: 0.497). Although both operate within a medium-risk environment for this indicator, the institution's rate is significantly lower. This suggests that while it engages in the large-scale collaborations common in its environment, it maintains more effective control over authorship practices. This moderation helps mitigate the risk of author list inflation and ensures that individual accountability and transparency are not diluted by honorary or political authorship.
The institution shows remarkable resilience against a systemic risk prevalent in the country. Its Z-score of -0.036 indicates a healthy balance between the impact of its overall output and that of the research it leads, contrasting sharply with the medium-risk national average of 0.185. This strong performance suggests that the university's scientific prestige is not dependent on external partners but is built upon a solid foundation of internal capacity and intellectual leadership. This mitigates the risk of possessing an exogenous prestige that is not structurally sustainable.
The incidence of hyperprolific authors at the university (Z-score: -0.343) is statistically normal and fully consistent with the national standard (Z-score: -0.391). The low occurrence of extreme publication volumes suggests a healthy institutional culture that balances productivity with quality. This indicates an environment that does not incentivize practices such as coercive authorship or data fragmentation, which prioritize metric inflation over the integrity and substance of the scientific record.
With a Z-score of 0.579, the university shows high exposure to risks associated with publishing in its own journals, a rate notably higher than the national average of 0.278, even though both fall within the medium-risk category. This elevated dependence on internal channels raises potential conflicts of interest and a significant risk of academic endogamy, where research may bypass independent external peer review. This practice can limit the global visibility of scientific production and may suggest the use of in-house journals as 'fast tracks' for publication without standard competitive validation.
The university's rate of redundant output, with a Z-score of -0.148, is in the low-risk range but signals an incipient vulnerability when compared to the lower national average of -0.228. This slight elevation suggests a minor but observable tendency towards practices like 'salami slicing,' where a single study is fragmented into minimal publishable units to artificially inflate productivity. While not a current problem, this signal warrants monitoring to ensure the institutional culture continues to prioritize the generation of significant new knowledge over the maximization of publication volume.