| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.033 | 0.236 |
|
Retracted Output
|
-0.353 | -0.094 |
|
Institutional Self-Citation
|
-0.112 | 0.385 |
|
Discontinued Journals Output
|
-0.371 | -0.231 |
|
Hyperauthored Output
|
-0.785 | -0.212 |
|
Leadership Impact Gap
|
-0.457 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
0.493 | -0.203 |
The Instituto Federal de Educacao, Ciencia e Tecnologia de Sao Paulo demonstrates a robust scientific integrity profile, with an overall score of -0.188 indicating performance that is generally healthier than the global average. The institution exhibits remarkable strengths in mitigating risks associated with academic endogamy, such as its minimal reliance on institutional journals and low rates of self-citation, significantly outperforming national trends. Further strengths are evident in its excellent control over publication in discontinued journals and the near absence of hyperprolific authors. However, two areas require strategic attention: a high exposure to multiple affiliation practices and a moderate deviation from the national norm in redundant publications (salami slicing). These vulnerabilities, while contained, could potentially conflict with the institution's mission to ensure "integral formation" and the responsible "socialization of knowledge." The institution's strong positioning in key thematic areas, as evidenced by its SCImago Institutions Rankings in Engineering (39th in Brazil), Mathematics (52nd), Physics and Astronomy (53rd), and Computer Science (54th), underscores its significant research capacity. To safeguard this excellence, it is recommended that the institution reviews its policies on authorship and affiliation, ensuring that its impressive scientific output is built upon a foundation of unquestionable transparency and ethical rigor, thereby fully aligning its practices with its core values of social inclusion and regional development.
The institution presents a Z-score of 2.033, while the national average is 0.236. Although both the institution and the country fall within the same medium-risk category, the institution's rate is substantially higher, indicating a greater exposure to this particular risk factor. This suggests that the institution is more prone than its national peers to practices that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping." While many instances of multiple affiliations are legitimate outcomes of collaboration, the high value here warrants a review of institutional policies to ensure transparency and appropriate credit attribution in collaborative research.
With a Z-score of -0.353, the institution demonstrates a lower rate of retracted output compared to the national average of -0.094. This prudent profile suggests that the institution manages its pre-publication quality control processes with more rigor than the national standard. Retractions are complex events, but a low rate like this is a positive signal, indicating that systemic failures in methodological rigor or integrity are not a significant concern and that its supervisory mechanisms are functioning effectively.
The institution's Z-score of -0.112 contrasts favorably with the national average of 0.385. This demonstrates significant institutional resilience, as the center maintains a low-risk profile while the country exhibits a medium-risk trend. This control effectively mitigates the systemic risk of creating scientific 'echo chambers.' By avoiding disproportionately high rates of self-citation, the institution ensures its work is validated by the broader external community, reinforcing the credibility of its academic influence and avoiding the endogamous inflation of its impact.
The institution shows an exceptionally low Z-score of -0.371, well below the country's already low-risk score of -0.231. This near-absence of risk signals demonstrates a consistent and effective due diligence process in selecting publication venues. This practice is crucial as it protects the institution from severe reputational risks associated with 'predatory' or low-quality journals, ensuring that its scientific production is channeled through media that meet international ethical and quality standards, thus preventing a waste of valuable research resources.
The institution's Z-score of -0.785 is significantly lower than the national average of -0.212, even though both are in a low-risk category. This indicates a prudent and more rigorous management of authorship practices compared to the national standard. This low rate suggests a healthy culture that effectively distinguishes between necessary massive collaboration in "Big Science" contexts and potential author list inflation, thereby upholding individual accountability and transparency in its research outputs.
With a Z-score of -0.457, the institution shows a minimal gap, contrasting sharply with the medium-risk national average of 0.199. This result signals strong institutional resilience and scientific maturity. Unlike the national trend, which suggests a greater reliance on external partners for impact, the institution demonstrates that its scientific prestige is structural and derived from its own internal capacity for intellectual leadership. This indicates that its excellence metrics are a reflection of genuine, sustainable research capabilities rather than a dependency on collaborations where it does not lead.
The institution's Z-score of -1.413 places it in the very low-risk category, far exceeding the performance of the country's low-risk average of -0.739. This absence of risk signals is a strong indicator of a healthy research environment. It suggests that the institutional culture prioritizes quality and meaningful intellectual contribution over sheer publication volume, effectively avoiding the potential imbalances and integrity risks—such as coercive or honorary authorship—that can be associated with extreme individual productivity.
The institution's Z-score of -0.268 is in the lowest risk category, representing a clear preventive isolation from the medium-risk dynamics observed at the national level (Z-score of 0.839). This demonstrates a strong commitment to global standards of peer review and visibility. By not relying on its own journals, the institution avoids potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes independent external validation rather than using internal channels that could be perceived as 'fast tracks' for publication.
The institution's Z-score of 0.493 indicates a medium level of risk, representing a moderate deviation from the low-risk national benchmark of -0.203. This suggests the institution has a greater sensitivity than its peers to the practice of data fragmentation or 'salami slicing.' A heightened rate of bibliographic overlap between publications can signal a tendency to divide studies into minimal publishable units to artificially inflate productivity. This practice warrants attention as it can distort the scientific evidence base and prioritizes volume over the generation of significant new knowledge.
