| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.330 | 0.236 |
|
Retracted Output
|
1.235 | -0.094 |
|
Institutional Self-Citation
|
-1.494 | 0.385 |
|
Discontinued Journals Output
|
-0.181 | -0.231 |
|
Hyperauthored Output
|
-0.451 | -0.212 |
|
Leadership Impact Gap
|
0.806 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.476 | -0.203 |
Universidade Positivo demonstrates a solid foundation in scientific integrity, reflected in an overall risk score of 0.218. The institution exhibits exceptional strengths in key areas of research ethics, with very low risk signals in Institutional Self-Citation, Hyperprolific Authors, Output in Institutional Journals, and Redundant Output. These results indicate a robust culture of external validation and a focus on substantive research contributions. However, this strong performance is contrasted by significant vulnerabilities, particularly a high Rate of Retracted Output, and notable exposure in Multiple Affiliations and the gap in impact leadership. According to SCImago Institutions Rankings data, the university's thematic strengths are concentrated in areas such as Dentistry and Medicine. The identified risks, especially concerning retractions and potential affiliation inflation, directly challenge the institutional mission's commitment to "ethics" and "progress," as they can undermine the credibility of the knowledge produced. To fully align its operational reality with its aspirational vision, it is recommended that the university leverage its clear strengths in research integrity to develop targeted strategies that address these specific vulnerabilities, thereby reinforcing its commitment to producing knowledge that contributes to a "better world."
The institution presents a Z-score of 1.330, while the national average is 0.236. Although both the institution and the country fall within a medium-risk context, the university shows a significantly higher propensity for this dynamic. This suggests a greater exposure to practices that could be interpreted as strategic attempts to inflate institutional credit. While multiple affiliations are often legitimate, this heightened rate compared to the national environment indicates that the institution is more prone to "affiliation shopping," a practice that warrants a review of its collaborative and affiliation policies to ensure they are driven by genuine scientific partnership rather than metric optimization.
With a Z-score of 1.235 against a national average of -0.094, the institution displays a severe discrepancy in its rate of retracted publications. This level of risk activity is highly atypical for the national context and signals a critical vulnerability. Such a high rate suggests that quality control mechanisms prior to publication may be failing systemically. This is not merely a matter of isolated corrections but points to a potential weakness in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires an immediate and deep integrity assessment by management to protect its scientific reputation.
The institution demonstrates an exemplary Z-score of -1.494, in stark contrast to the country's medium-risk average of 0.385. This result indicates a successful preventive isolation from the risk of academic endogamy. The university does not replicate the concerning dynamics of self-validation observed elsewhere in its environment. This very low rate of self-citation is a strong indicator that the institution avoids "echo chambers," ensuring its work is validated by the broader external scientific community. This practice confirms that its academic influence is built on global recognition rather than being inflated by internal dynamics.
The institution's Z-score of -0.181 is statistically similar to the national average of -0.231, both within a low-risk range. However, the institution's slightly higher score points to an incipient vulnerability. This suggests that while the problem is not widespread, there are signals that warrant a review of how researchers select publication venues. A proactive approach to information literacy is recommended to ensure that all researchers can effectively identify and avoid predatory or low-quality journals, preventing this minor signal from escalating and protecting institutional resources and reputation.
With a Z-score of -0.451, the institution shows a more prudent profile than the national standard, which has a score of -0.212. This indicates that the university manages its authorship attribution processes with greater rigor than its national peers. The lower rate suggests a healthy distinction between necessary, large-scale collaboration and the risk of author list inflation. This control helps maintain individual accountability and transparency, effectively mitigating the risk of "honorary" or political authorship practices.
The institution's Z-score of 0.806 is considerably higher than the national average of 0.199, despite both being in a medium-risk category. This high exposure indicates that the institution is more prone than its national counterparts to a dependency on external partners for achieving high-impact research. The wide gap suggests that its scientific prestige may be largely exogenous and not yet fully structural. This finding invites a strategic reflection on whether its excellence metrics are the result of genuine internal capacity or a reliance on collaborations where the institution does not exercise primary intellectual leadership, posing a potential risk to long-term scientific sustainability.
The institution's Z-score of -1.413 is exceptionally low, positioning it favorably against the national average of -0.739. This demonstrates a low-profile consistency, where the complete absence of risk signals in this area aligns with, and even improves upon, the national standard. This result suggests a research culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume, effectively mitigating risks associated with hyper-productivity, such as coercive authorship or the assignment of credit without real participation.
With a Z-score of -0.268, the institution shows a clear preventive isolation from the risks of academic endogamy, which are more present at the national level (Z-score of 0.839). The university does not replicate the national tendency to rely on in-house journals, a practice that can create conflicts of interest. By channeling its output to external venues, the institution ensures its research undergoes independent peer review, which strengthens its global visibility and avoids the potential use of internal channels as "fast tracks" for publication without standard competitive validation.
The institution has a Z-score of -0.476, indicating a very low risk of redundant publications, a healthier profile than the national average of -0.203. This low-profile consistency shows that the institution's research practices are well-aligned with national standards for integrity. The data suggests a culture that values the publication of coherent, significant studies over the artificial inflation of productivity through "salami slicing." This approach respects the scientific record and avoids overburdening the peer-review system with fragmented data.