| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.859 | -0.565 |
|
Retracted Output
|
-0.249 | -0.149 |
|
Institutional Self-Citation
|
-0.233 | 0.169 |
|
Discontinued Journals Output
|
0.208 | -0.070 |
|
Hyperauthored Output
|
-0.784 | -0.127 |
|
Leadership Impact Gap
|
-0.284 | 0.479 |
|
Hyperprolific Authors
|
-1.413 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
0.900 | -0.016 |
The Universidad Autónoma de Zacatecas presents a robust and commendable scientific integrity profile, reflected in an overall low-risk score of -0.307. The institution demonstrates significant strengths in mitigating risks that are prevalent at the national level, particularly in avoiding academic endogamy through minimal use of institutional journals and maintaining a healthy balance between collaborative impact and self-led research. Key areas of excellence, according to SCImago Institutions Rankings data, include Chemistry (ranked 6th in Mexico), Pharmacology, Toxicology and Pharmaceutics (7th), and Medicine (10th). However, two medium-risk indicators—the Rate of Output in Discontinued Journals and the Rate of Redundant Output—require strategic attention. These practices could potentially undermine the university's mission to foster an "integral, critical and propositional profile" with "social responsibility," as they risk devaluing research output and misallocating resources. By addressing these specific vulnerabilities, the university can further solidify its position as a leader in ethical research and fully align its operational practices with its stated commitment to justice and social progress.
The institution shows a prudent profile in its affiliation practices, with a Z-score of -0.859, which is notably lower than the national average of -0.565. This suggests that the university manages its collaborative frameworks with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's lower rate indicates a reduced risk of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a transparent and focused approach to academic collaboration.
The institution demonstrates a prudent approach to publication quality, with a Z-score for retractions (-0.249) below the national figure (-0.149). This indicates that the university's quality control mechanisms are functioning effectively, managing this complex issue with more rigor than the national standard. A low rate of retractions suggests that systemic failures in pre-publication review are not a concern, reflecting a healthy culture of integrity and methodological soundness where responsible supervision and honest correction of errors are the norm.
The university shows significant institutional resilience in its citation practices. With a Z-score of -0.233, it stands in stark contrast to the national average of 0.169, which indicates a medium-risk environment. This suggests that the institution's internal control mechanisms are effectively mitigating the systemic risk of endogamous impact inflation observed elsewhere in the country. By avoiding the creation of scientific 'echo chambers,' the university ensures its work is validated by the broader scientific community, preventing the artificial inflation of its academic influence through internal dynamics rather than global recognition.
This indicator signals a moderate deviation from the national norm, as the institution's Z-score (0.208) is notably higher than the country's low-risk average (-0.070). This suggests a greater sensitivity to the risk of publishing in questionable outlets. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This finding indicates that a portion of the university's scientific production may be channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need to reinforce information literacy to avoid 'predatory' practices.
The institution maintains a prudent profile regarding authorship, with a Z-score (-0.784) significantly lower than the national average (-0.127). This demonstrates that the university manages authorship practices with more rigor than its national peers. The low incidence of hyper-authorship suggests that the institution effectively distinguishes between necessary massive collaboration and the risk of author list inflation, thereby upholding individual accountability and discouraging 'honorary' or political authorship practices that can dilute transparency.
The university demonstrates notable institutional resilience and scientific autonomy. Its Z-score of -0.284 contrasts sharply with the national average of 0.479, which points to a systemic dependency on external partners for impact. The institution's balanced score indicates that its scientific prestige is structural and results from genuine internal capacity. This healthy dynamic avoids the sustainability risk of relying on exogenous leadership and confirms that the university's excellence metrics are driven by research where it exercises intellectual leadership, rather than being a passenger in external collaborations.
The institution exhibits an exceptionally low-risk profile in this area, with a Z-score of -1.413 compared to the national average of -0.701. This absence of risk signals demonstrates a consistent and healthy academic environment that aligns with the national standard of low risk. The data suggests a strong institutional culture that prioritizes quality over sheer quantity, effectively preventing practices such as coercive authorship or the assignment of credit without real participation. This focus on meaningful intellectual contribution over inflated metrics reinforces the integrity of the university's scientific record.
The university demonstrates a clear case of preventive isolation from national trends. Its very low Z-score (-0.268) is a significant departure from the country's medium-risk score (1.054), indicating that the institution does not replicate the risk of academic endogamy observed in its environment. By avoiding over-reliance on its own journals, the university ensures its research undergoes independent external peer review, thus mitigating conflicts of interest and avoiding the use of internal channels as 'fast tracks' to inflate CVs without standard competitive validation. This practice enhances the global visibility and credibility of its output.
This indicator reveals a moderate deviation requiring attention, with the institution's Z-score (0.900) being significantly higher than the national average (-0.016). This suggests the university is more sensitive than its peers to practices that artificially inflate publication counts. A high value in redundant output, or 'salami slicing,' alerts to the potential fragmentation of coherent studies into minimal publishable units. This practice not only overburdens the peer review system but also distorts the available scientific evidence, prioritizing volume over the generation of significant new knowledge. A review of publication strategies is recommended to ensure research is presented in its most impactful form.
