| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.183 | 0.236 |
|
Retracted Output
|
-0.343 | -0.094 |
|
Institutional Self-Citation
|
0.422 | 0.385 |
|
Discontinued Journals Output
|
-0.371 | -0.231 |
|
Hyperauthored Output
|
0.218 | -0.212 |
|
Leadership Impact Gap
|
-0.176 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
0.505 | -0.203 |
The Centro Universitario da FEI demonstrates a robust scientific integrity profile, with an overall risk score of -0.315 indicating a performance significantly better than the global average. This strong foundation is built upon exceptional control in key areas such as the selection of publication venues, management of authorial productivity, and a commitment to external dissemination channels. These strengths are particularly relevant given the institution's notable standing in the SCImago Institutions Rankings, with strong national positions in Business, Management and Accounting (ranked 38th in Brazil) and Engineering (ranked 65th in Brazil). However, moderate risks in Institutional Self-Citation, Hyper-Authored Output, and Redundant Output present a potential misalignment with its mission to foster a "humane and just society." These practices, if left unmonitored, could prioritize metric performance over the transparent and equitable generation of knowledge. By addressing these specific vulnerabilities, the Centre can further solidify its role as a leader in ethical research and fully embody its foundational values.
The institution shows effective control over affiliation practices (Z-score: -0.183), maintaining a low-risk profile despite a national context with more pronounced signals (Country Z-score: 0.236). This suggests that strong internal policies are successfully mitigating the systemic trend seen across the country. The Centre's controlled rate indicates it avoids strategic "affiliation shopping" that could inflate institutional credit, thereby preserving the clarity and integrity of its collaborative footprint.
The institution exhibits a more rigorous approach to quality control than the national standard, as evidenced by its very low rate of retracted publications. The Centre's Z-score of -0.343, compared to the country's -0.094, points to a prudent and effective pre-publication review process. This proactive stance suggests that potential errors are identified and corrected internally, reinforcing a culture of methodological rigor and protecting its scientific reputation.
The institution's rate of self-citation is at a medium-risk level, with a Z-score of 0.422 that closely mirrors the national average of 0.385. This alignment suggests the Centre is operating within a systemic pattern common in the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this elevated rate warrants attention as it can signal scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny, potentially leading to an endogamous inflation of impact rather than recognition from the global community.
The institution demonstrates exemplary due diligence in selecting publication venues, with a very low Z-score of -0.371 that surpasses the already low-risk national standard of -0.231. This absence of risk signals indicates a strong awareness of quality and ethical standards in dissemination. By effectively avoiding discontinued or predatory journals, the Centre protects its research from reputational damage and ensures its resources are invested in credible, high-impact channels.
The institution displays a greater tendency towards hyper-authored publications than its national peers, with a medium-risk Z-score of 0.218 compared to the country's low-risk average of -0.212. This deviation warrants a closer look at authorship practices. While extensive author lists are legitimate in 'Big Science,' their prevalence outside these contexts can indicate author list inflation, which dilutes individual accountability. This signal suggests a need to review whether these patterns reflect necessary massive collaboration or the presence of 'honorary' authorships.
The Centre demonstrates a healthy balance between its overall research impact and the impact of work where it holds intellectual leadership, showing a low-risk Z-score of -0.176. This contrasts with the national trend (Country Z-score: 0.199), where a greater dependency on external partners for impact is observed. The institution's performance suggests that its scientific prestige is built on strong internal capacity, mitigating the sustainability risks associated with an over-reliance on collaborations where it does not lead.
The institution shows an exceptionally low rate of hyperprolific authorship, with a Z-score of -1.413 that is significantly better than the low-risk national average of -0.739. This result indicates a strong institutional culture that prioritizes the quality and substance of contributions over sheer volume. By avoiding extreme individual publication rates, the Centre effectively sidesteps risks such as coercive authorship or the dilution of meaningful intellectual input, reinforcing the integrity of its scientific record.
The institution maintains a clear independence from internal publication channels, as shown by its very low Z-score of -0.268. This practice of "preventive isolation" is particularly noteworthy when contrasted with the medium-risk national average of 0.839, indicating the Centre does not replicate the risk dynamics common in its environment. By prioritizing external, independent peer review, the institution avoids potential conflicts of interest and academic endogamy, ensuring its research is validated by the global scientific community and enhancing its international visibility.
The institution's rate of redundant output, or 'salami slicing,' is at a medium-risk level (Z-score: 0.505), showing a greater sensitivity to this practice than the national average (Country Z-score: -0.203). This moderate deviation suggests a potential trend of fragmenting studies into minimal publishable units to artificially inflate productivity metrics. This practice can distort the scientific evidence base and overburden the peer-review system, signaling a need to reinforce policies that encourage the publication of complete, significant studies over sheer volume.
