| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.978 | -0.565 |
|
Retracted Output
|
0.821 | -0.149 |
|
Institutional Self-Citation
|
-0.418 | 0.169 |
|
Discontinued Journals Output
|
0.515 | -0.070 |
|
Hyperauthored Output
|
-0.050 | -0.127 |
|
Leadership Impact Gap
|
0.545 | 0.479 |
|
Hyperprolific Authors
|
-1.014 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
-0.148 | -0.016 |
The Universidad Autónoma del Estado de Hidalgo demonstrates a robust and generally low-risk scientific integrity profile, reflected in its overall score of 0.120. The institution exhibits significant strengths in governance and research ethics, particularly in its exceptionally low rates of hyperprolific authorship, multiple affiliations, and publication in institutional journals. These indicators point to a culture that prioritizes external validation and responsible authorship. However, areas requiring strategic attention have been identified, namely a moderate rate of retracted output, a tendency to publish in discontinued journals, and a notable gap between its overall research impact and the impact of work where it holds intellectual leadership. These vulnerabilities present a potential conflict with its mission to foster development through high-quality research and accredited programs. The institution's strong academic standing, evidenced by its top-tier national rankings in fields such as Dentistry, Social Sciences, Computer Science, and Business, Management and Accounting, provides a solid foundation. To fully align its operational practices with its stated commitment to excellence and social responsibility, it is recommended that the university focuses on enhancing pre-publication quality controls and bolstering information literacy among its researchers, thereby safeguarding its reputation and ensuring the long-term sustainability of its scientific impact.
The institution presents a Z-score of -0.978, significantly lower than the national average of -0.565. This result demonstrates a low-profile consistency, where the complete absence of risk signals surpasses even the low-risk standard observed nationally. This indicates a clear and well-managed affiliation policy, effectively preventing practices like "affiliation shopping" or strategic attempts to inflate institutional credit, thereby ensuring transparency and accountability in its collaborative efforts.
With a Z-score of 0.821, the institution shows a moderate deviation from the national average of -0.149. This greater sensitivity to risk factors compared to its peers is a significant finding. A high rate of retractions suggests that quality control mechanisms prior to publication may be failing more systemically than elsewhere in the country. This vulnerability in the institution's integrity culture points to possible recurring malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -0.418 contrasts favorably with the country's medium-risk score of 0.169. This demonstrates strong institutional resilience, as internal control mechanisms appear to successfully mitigate a systemic risk prevalent in the national environment. A certain level of self-citation is natural, but the university's low rate indicates it effectively avoids scientific isolation or 'echo chambers.' This commitment to external scrutiny ensures its academic influence is built on global community recognition rather than being inflated by endogamous internal dynamics.
The institution's Z-score of 0.515 marks a moderate deviation from the national average of -0.070, indicating a greater sensitivity to this risk factor than its peers. This constitutes a critical alert regarding due diligence in selecting dissemination channels. The data suggests that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and signals an urgent need to improve information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -0.050 is slightly higher than the national average of -0.127, though both remain in a low-risk category. This subtle difference points to an incipient vulnerability that warrants review before it escalates. While extensive author lists can be legitimate in 'Big Science,' this signal suggests a need to proactively distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship practices that can dilute individual accountability and transparency.
The institution's Z-score of 0.545 is slightly higher than the national average of 0.479, indicating a high exposure to this risk within a shared systemic pattern. This wide positive gap suggests that the institution's scientific prestige is more dependent on external partners than is typical for the country. This reliance on exogenous leadership for impact poses a sustainability risk, inviting reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
With a Z-score of -1.014, the institution demonstrates an almost complete absence of this risk, performing significantly better than the already low national average of -0.701. This low-profile consistency reflects a healthy research environment. The data indicates a strong institutional culture that balances quantity and quality, successfully avoiding the integrity risks associated with extreme publication volumes, such as coercive authorship, data fragmentation, or the assignment of authorship without meaningful intellectual contribution.
The institution's Z-score of -0.268 stands in stark contrast to the country's medium-risk score of 1.054. This signifies a state of preventive isolation, where the university does not replicate the risk dynamics observed in its national environment. By avoiding dependence on its own journals, the institution actively sidesteps potential conflicts of interest and academic endogamy. This practice demonstrates a strong commitment to independent, external peer review, which enhances the global visibility and competitive validation of its research.
The institution's Z-score of -0.148 is lower than the national average of -0.016, showcasing a more prudent profile within a shared low-risk context. This indicates that the center manages its processes with more rigor than the national standard. The lower incidence of massive bibliographic overlap suggests a reduced tendency toward 'salami slicing' or artificially inflating productivity by dividing studies into minimal publishable units. This approach prioritizes the generation of significant new knowledge over sheer volume, strengthening the integrity of the scientific record.
