| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.179 | -0.565 |
|
Retracted Output
|
-0.306 | -0.149 |
|
Institutional Self-Citation
|
0.117 | 0.169 |
|
Discontinued Journals Output
|
0.077 | -0.070 |
|
Hyperauthored Output
|
-1.201 | -0.127 |
|
Leadership Impact Gap
|
-0.445 | 0.479 |
|
Hyperprolific Authors
|
-0.704 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
0.652 | -0.016 |
The Universidad Autónoma de Aguascalientes demonstrates a solid scientific integrity profile, reflected in an overall risk score of -0.235. This performance indicates that the institution's research practices are generally more robust than the global average, with notable strengths in maintaining intellectual leadership and avoiding academic endogamy. Key areas of excellence include an exceptionally low rate of hyper-authored publications and minimal reliance on institutional journals, showcasing strong governance. However, areas requiring strategic attention have been identified, particularly a moderate tendency toward redundant publications and a higher-than-average rate of output in discontinued journals. These vulnerabilities, while not critical, warrant review. The university's academic strengths are evident in its national leadership, with SCImago Institutions Rankings placing it among the top national institutions in areas such as Business, Management and Accounting, and Pharmacology, Toxicology and Pharmaceutics. To fully align with its mission of ethical knowledge generation for societal benefit, addressing the identified integrity risks is crucial. By reinforcing due diligence in publication channels and promoting research that prioritizes substantive contributions over volume, the Universidad Autónoma de Aguascalientes can further solidify its position as a benchmark for academic excellence and social responsibility in Mexico.
With an institutional Z-score of -0.179 compared to the national average of -0.565, the university exhibits an incipient vulnerability in this area. Although both the institution and the country operate within a low-risk context, the university's rate is slightly higher than the national baseline, suggesting signals that warrant review before they escalate. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight elevation serves as a reminder to ensure that all affiliations are substantive and not strategic attempts to inflate institutional credit or engage in “affiliation shopping.”
The institution demonstrates a prudent profile with a Z-score of -0.306, which is notably lower than the national average of -0.149. This superior performance suggests that the university's quality control mechanisms are managed with more rigor than the national standard. Retractions can be complex, sometimes resulting from the honest correction of errors. However, an exceptionally low rate like this indicates that the institution's pre-publication review processes are likely robust and effective, preventing systemic failures and reinforcing a strong culture of integrity and methodological rigor.
The university's Z-score of 0.117, compared to the country's 0.169, points to differentiated management of a common national trend. Both the institution and the country show a medium level of risk, but the university's lower score indicates it is successfully moderating practices that appear more widespread nationally. A certain level of self-citation is natural, but high rates can signal scientific isolation or 'echo chambers.' The university's ability to keep this indicator below the national average suggests a healthier balance, reducing the risk of endogamous impact inflation and demonstrating greater engagement with the global scientific community for external validation.
A moderate deviation is observed in this indicator, with the institution registering a Z-score of 0.077 (medium risk) while the national average is -0.070 (low risk). This discrepancy suggests the university shows a greater sensitivity to this risk factor than its peers. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. This finding indicates that a portion of the university's scientific output may be channeled through media that do not meet international ethical or quality standards, exposing the institution to reputational risks and highlighting an urgent need to improve information literacy among its researchers to avoid predatory practices.
The institution exhibits low-profile consistency, with an exceptionally low Z-score of -1.201 against a national average of -0.127. The complete absence of risk signals in this area is a significant strength, placing the university in a more secure position than the already low-risk national standard. In many fields, extensive author lists can indicate inflation or a dilution of individual accountability. The university's very low score confirms that its authorship practices are transparent and well-governed, effectively distinguishing between necessary large-scale collaboration and questionable 'honorary' authorship.
With a Z-score of -0.445 compared to the national medium-risk score of 0.479, the university demonstrates strong institutional resilience. This result indicates that internal control mechanisms are effectively mitigating a systemic risk present in the country. A wide positive gap often signals that an institution's prestige is dependent on external partners rather than its own intellectual leadership. The university's negative score is a mark of distinction, suggesting that its scientific excellence is structural and results from genuine internal capacity, successfully avoiding the sustainability risks associated with a dependency on collaborators for impact.
The institution's Z-score of -0.704 is nearly identical to the national average of -0.701, indicating a state of statistical normality. The risk level is low and precisely as expected for its context and size, showing perfect alignment with the national standard. While high productivity can be a sign of leadership, extreme volumes can challenge the limits of meaningful intellectual contribution. The university's low and stable score in this area suggests a healthy balance between quantity and quality, avoiding the risks associated with coercive authorship or the prioritization of metrics over scientific integrity.
The university's performance reflects a state of preventive isolation, with a Z-score of -0.268 (very low risk) in stark contrast to the national average of 1.054 (medium risk). This shows that the institution does not replicate the risk dynamics commonly observed in its environment. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. By avoiding this practice, the university demonstrates a strong commitment to independent, external peer review, ensuring its scientific production is validated through competitive international channels and enhancing its global visibility.
A moderate deviation is evident, with the university's Z-score of 0.652 (medium risk) standing out against the country's low-risk average of -0.016. This suggests the institution is more sensitive to this risk factor than its national peers. Massive bibliographic overlap between publications often indicates 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. This elevated value serves as an alert that such practices may be distorting the scientific record and over-burdening the review system, signaling a need to reinforce policies that prioritize significant new knowledge over publication volume.
