| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.314 | -0.565 |
|
Retracted Output
|
-0.334 | -0.149 |
|
Institutional Self-Citation
|
-0.333 | 0.169 |
|
Discontinued Journals Output
|
0.803 | -0.070 |
|
Hyperauthored Output
|
-1.019 | -0.127 |
|
Leadership Impact Gap
|
-0.309 | 0.479 |
|
Hyperprolific Authors
|
-0.905 | -0.701 |
|
Institutional Journal Output
|
0.517 | 1.054 |
|
Redundant Output
|
0.851 | -0.016 |
Universidad Panamericana demonstrates a balanced and generally robust scientific integrity profile, with an overall risk score of -0.050 that aligns closely with the global average. The institution's primary strengths lie in its rigorous control over authorship practices and quality assurance, reflected in very low to low risk levels for Hyperprolific Authors, Retracted Output, and Hyper-Authored Output. These indicators of sound governance provide a solid foundation for its academic pursuits. However, areas requiring strategic attention have been identified, particularly a medium risk in the Rate of Output in Discontinued Journals and the Rate of Redundant Output, which suggest potential vulnerabilities in publication channel selection and research dissemination ethics. These findings are contextualized by the university's strong thematic positioning, with national Top 10 rankings in key areas such as Business, Management and Accounting; Biochemistry, Genetics and Molecular Biology; Computer Science; and Energy, according to SCImago Institutions Rankings data. While the institution's strengths strongly support its mission to "educate persons who seek the truth," the identified risks could challenge this commitment. Practices leading to publication in discontinued journals or redundant output can undermine the pursuit of genuine knowledge and contradict the principles of "Christian humanism" that demand transparency and social responsibility. A proactive approach is recommended, focusing on enhancing researcher training in publication ethics and due diligence to ensure that its operational practices fully align with its stated mission of building a better world through academic excellence.
The institution presents a Z-score of -0.314, which is slightly higher than the national average of -0.565. This comparison suggests an incipient vulnerability, as the center shows early signals of risk activity that, while still low, warrant review before escalating. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor elevation compared to the national baseline could be an early indicator of strategic attempts to inflate institutional credit. Proactive monitoring is advisable to ensure that all affiliations reflect substantive collaboration rather than "affiliation shopping."
With a Z-score of -0.334, the institution demonstrates a more prudent profile than the national average of -0.149. This indicates that the university manages its quality control processes with greater rigor than the national standard. Retractions are complex events, and a low rate suggests that the mechanisms for ensuring methodological soundness and integrity prior to publication are functioning effectively. This performance points to a healthy culture of supervision and responsible research, minimizing the occurrence of systemic errors or malpractice that could lead to retractions.
The institution's Z-score of -0.333 contrasts sharply with the national average of 0.169, which falls into a medium-risk category. This demonstrates significant institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks observed across the country. A certain level of self-citation is natural, but the university avoids the disproportionately high rates seen elsewhere that can signal scientific isolation or 'echo chambers.' This low value indicates that the institution's academic influence is validated by the broader global community, not just inflated by internal dynamics.
A moderate deviation from the national norm is observed, with the institution's Z-score at 0.803 compared to the country's low-risk score of -0.070. This suggests the center has 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 Z-score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution shows a prudent profile with a Z-score of -1.019, significantly lower than the national average of -0.127. This suggests that the university's processes for managing authorship are more rigorous than the national standard. While extensive author lists are legitimate in 'Big Science,' a low score outside these contexts indicates strong governance against author list inflation. This performance reflects a culture that values individual accountability and transparency, effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices.
The institution's Z-score of -0.309 is substantially lower than the national average of 0.479, which is in the medium-risk range. This highlights a notable institutional resilience, where the university avoids the systemic risks of impact dependency seen at the national level. A wide positive gap can signal that prestige is dependent on external partners rather than internal capacity. The institution's low score, however, suggests that its scientific prestige is structural and endogenous, with excellence metrics resulting from real internal capacity and intellectual leadership in its collaborations.
With a Z-score of -0.905, the institution is in the very low-risk category, while the national average stands at -0.701 (low risk). This reflects a low-profile consistency, where the complete absence of risk signals aligns with and even surpasses the secure national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This very low score is a strong positive indicator, signaling a healthy balance between quantity and quality and an environment free from risks like coercive authorship or the assignment of authorship without real participation.
The institution's Z-score of 0.517 is considerably lower than the national average of 1.054, though both are in the medium-risk category. This points to a differentiated management approach, where the center successfully moderates risks that appear more common across the country. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest. The university's more controlled rate mitigates the risk of academic endogamy and suggests a healthier reliance on independent external peer review, limiting the use of internal channels as 'fast tracks' to inflate CVs without standard competitive validation.
A moderate deviation is evident with the institution's Z-score of 0.851, which is significantly higher than the country's low-risk average of -0.016. This indicates that the center shows a greater sensitivity to this risk factor than its peers. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing.' This elevated value serves as an alert to the potential practice of dividing studies into minimal publishable units to artificially inflate productivity, a dynamic that can distort scientific evidence and prioritizes volume over the generation of significant new knowledge.
