| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.717 | -0.565 |
|
Retracted Output
|
0.089 | -0.149 |
|
Institutional Self-Citation
|
0.178 | 0.169 |
|
Discontinued Journals Output
|
0.164 | -0.070 |
|
Hyperauthored Output
|
-0.883 | -0.127 |
|
Leadership Impact Gap
|
0.123 | 0.479 |
|
Hyperprolific Authors
|
-1.244 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
0.039 | -0.016 |
Universidad Veracruzana presents a global risk profile that is slightly more favorable than the international average (Overall Score: -0.191), indicating a solid foundation in scientific integrity. The institution's primary strengths lie in its exceptional governance over authorship practices and publication channels, with very low risk levels in the Rate of Hyperprolific Authors and the Rate of Output in Institutional Journals, areas where it significantly outperforms the national context. However, areas requiring strategic attention include the Rate of Retracted Output, Rate of Output in Discontinued Journals, and Rate of Redundant Output, where the institution shows a greater sensitivity to risk than its national peers. These operational strengths and weaknesses exist alongside notable academic achievements, as evidenced by SCImago Institutions Rankings data, which places the university among the national top 10 in key areas such as Earth and Planetary Sciences, Psychology, Arts and Humanities, and Biochemistry, Genetics and Molecular Biology. The identified vulnerabilities, particularly concerning publication quality and retractions, directly challenge the institutional mission's commitment to "quality," "ethics," and "social responsibility." Addressing these risks is crucial to ensure that operational practices fully align with the university's pursuit of excellence and its role in fostering a fair and productive society. A focused effort on enhancing pre-publication quality controls and promoting information literacy in journal selection will fortify its reputation and consolidate its academic leadership.
The institution exhibits a Z-score of -0.717 in this indicator, which is more favorable than the national average of -0.565. This suggests a prudent and rigorous management of institutional affiliations compared to the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this controlled rate indicates that the university is effectively avoiding practices that could be perceived as strategic attempts to inflate institutional credit or "affiliation shopping," thereby maintaining clarity and transparency in its collaborative footprint.
The institution's Z-score for retracted output is 0.089, showing a moderate deviation from the national benchmark of -0.149. This suggests a greater incidence of this risk factor compared to its national peers. Retractions are complex events, but a rate significantly higher than the average can indicate that quality control mechanisms prior to publication may be failing systemically. This vulnerability in the institution's integrity culture could point to recurring malpractice or a lack of methodological rigor, warranting immediate qualitative verification by management to safeguard its scientific reputation and align with its mission of quality and ethics.
With a Z-score of 0.178, the institution's rate of self-citation is nearly identical to the national average of 0.169. This alignment suggests that the university's practices reflect a systemic pattern shared across the country. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this medium-risk level warrants observation, as disproportionately high rates can signal scientific isolation or 'echo chambers.' It is important to ensure that the institution's academic influence is validated by the global community and not oversized by internal dynamics.
The institution shows a Z-score of 0.164, which indicates a greater sensitivity to this risk factor when compared to the national average of -0.070. This moderate deviation is a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a portion of scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -0.883 is significantly lower than the national average of -0.127. This demonstrates a prudent profile, indicating that the university manages authorship attribution with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science' contexts, this low score suggests the institution effectively avoids the risk of author list inflation. This helps maintain individual accountability and transparency, distinguishing its collaborative work from practices that could dilute meaningful contribution.
The institution's Z-score for this indicator is 0.123, notably lower than the national average of 0.479. This reflects a differentiated management approach, where the university successfully moderates a risk that appears more common in the country. A wide positive gap can signal that scientific prestige is dependent on external partners rather than internal capacity. The institution's more balanced score suggests that its excellence metrics are more closely tied to its own intellectual leadership, indicating a more sustainable and structural foundation for its scientific impact.
With a Z-score of -1.244, the institution demonstrates a very low risk level, which is consistent with the low-risk environment observed nationally (-0.701). This absence of risk signals aligns with the national standard and points to a healthy research culture. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This very low indicator suggests the institution effectively avoids potential imbalances between quantity and quality, steering clear of risks like coercive authorship or the assignment of authorship without real participation.
The institution has a Z-score of -0.268, placing it in the very low-risk category, in stark contrast to the national medium-risk average of 1.054. This demonstrates a form of preventive isolation, where the university does not replicate the risk dynamics prevalent in its environment. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This commitment to independent external peer review strengthens the global visibility and competitive validation of its research, reinforcing its credibility.
The institution's Z-score of 0.039 represents a moderate deviation from the national average of -0.016, indicating a greater sensitivity to this risk factor than its peers. This value serves as an alert for the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' Such a practice can distort the available scientific evidence and overburden the review system. This signal suggests a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.
