| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.042 | -0.476 |
|
Retracted Output
|
-0.259 | -0.174 |
|
Institutional Self-Citation
|
-0.789 | -0.045 |
|
Discontinued Journals Output
|
-0.154 | -0.276 |
|
Hyperauthored Output
|
-1.007 | 0.497 |
|
Leadership Impact Gap
|
0.173 | 0.185 |
|
Hyperprolific Authors
|
0.127 | -0.391 |
|
Institutional Journal Output
|
-0.268 | 0.278 |
|
Redundant Output
|
-0.555 | -0.228 |
Universidad Isabel I demonstrates a robust overall scientific integrity profile, reflected in a global Z-score of -0.127. This score indicates a performance that is slightly better than the global average, characterized by significant strengths in maintaining independence from national risk trends. The institution excels particularly in its commitment to external validation, with very low rates of output in institutional journals and institutional self-citation, and effectively mitigates the national tendency towards hyper-authorship. However, areas requiring strategic attention include a moderate deviation in the rates of multiple affiliations and hyperprolific authors, which are higher than the national standard. According to SCImago Institutions Rankings data, the university's principal thematic domains of contribution include Arts and Humanities, Medicine, Psychology, and Social Sciences. While the institution's specific mission was not available for this analysis, the identified risks related to authorship and affiliation strategies could challenge any commitment to academic excellence and social responsibility. To ensure long-term integrity, it is recommended that the institution leverages its strong foundational practices to develop targeted policies that address these specific vulnerabilities, thereby aligning its operational conduct with the highest standards of transparent and impactful research.
The institution presents a Z-score of 1.042, while the national average is -0.476. This moderate deviation indicates that the center shows 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, the institution's higher-than-average rate suggests a potential over-reliance on this practice. This warrants a review to ensure that all declared affiliations correspond to substantive collaborations, as disproportionately high rates can signal strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby protecting the integrity of its institutional representation.
With a Z-score of -0.259, which is slightly lower than the national average of -0.174, the institution exhibits a prudent profile in this area. This suggests that its internal processes are managed with slightly more rigor than the national standard. Retractions are complex events, and a low rate indicates that the quality control mechanisms prior to publication are functioning effectively. This performance points to a healthy culture of integrity and methodological rigor, where potential errors are likely identified and corrected before they escalate to the point of requiring public retraction.
The institution's Z-score of -0.789 is exceptionally low, especially when compared to the national average of -0.045. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with a secure national standard. A certain level of self-citation is natural, but this institution’s minimal rate is a clear indicator of strong external validation and a lack of scientific isolation. This performance suggests that the institution's academic influence is firmly rooted in recognition from the global community, successfully avoiding the 'echo chambers' that can lead to an endogamous inflation of impact.
The institution's Z-score of -0.154 is slightly higher than the national average of -0.276, signaling an incipient vulnerability that warrants review. Although the overall risk level is low, this score suggests that the institution's researchers may be slightly more exposed than their national counterparts to publishing in channels that fail to meet international ethical or quality standards. This serves as a proactive alert to reinforce information literacy and due diligence in selecting dissemination venues, thereby preventing the waste of resources on 'predatory' or low-quality practices and safeguarding the institution's reputation.
With a Z-score of -1.007, the institution stands in stark contrast to the national average of 0.497, demonstrating significant institutional resilience. This result indicates that internal control mechanisms are effectively mitigating the systemic risks of authorship inflation observed at the country level. While extensive author lists are legitimate in 'Big Science,' the institution’s low rate outside these contexts suggests a strong culture of accountability and transparency. This performance is a positive signal that the institution successfully distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices.
The institution's Z-score of 0.173 is nearly identical to the national average of 0.185, indicating a systemic pattern. This alignment suggests that the institution's risk level in this area reflects shared practices or dependencies at a national level. A medium-level positive gap, where overall impact is higher than the impact of institution-led research, signals a potential sustainability risk. It suggests that a portion of the institution's scientific prestige may be dependent and exogenous, inviting a strategic reflection on whether its excellence metrics result from genuine internal capacity or from positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of 0.127 represents a moderate deviation from the national average of -0.391. This difference suggests the center is more sensitive to risk factors associated with extreme productivity than its peers. While high productivity can reflect leadership, extreme individual publication volumes often challenge the plausible limits of meaningful intellectual contribution. This indicator serves as an alert to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268 against a national average of 0.278, the institution demonstrates a clear preventive isolation from risk dynamics prevalent in its environment. This very low rate of publication in its own journals is a significant strength, indicating a robust commitment to independent, external peer review. By avoiding the potential conflicts of interest and academic endogamy that can arise from excessive dependence on in-house journals, the institution ensures its scientific production is validated through standard competitive channels, enhancing its global visibility and credibility.
The institution's Z-score of -0.555 is significantly lower than the national average of -0.228, showing low-profile consistency. This absence of risk signals for redundant publication aligns with a secure national standard and points to strong editorial practices within the institution. A very low value in this indicator suggests that researchers are not engaging in 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This reflects a commitment to publishing significant new knowledge rather than prioritizing volume, which strengthens the scientific record and respects the academic review system.