| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.494 | 0.236 |
|
Retracted Output
|
-0.108 | -0.094 |
|
Institutional Self-Citation
|
-1.445 | 0.385 |
|
Discontinued Journals Output
|
-0.365 | -0.231 |
|
Hyperauthored Output
|
-1.008 | -0.212 |
|
Leadership Impact Gap
|
0.609 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.597 | -0.203 |
The Escola de Administracao de Empresas de Sao Paulo da Fundacao Getulio Vargas demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.346. The institution exhibits exceptional performance in areas critical to research quality, with very low risk signals in institutional self-citation, publication in institutional or discontinued journals, hyperprolific authorship, and redundant output. These strengths indicate a culture that prioritizes external validation, quality over quantity, and adherence to international publication standards. This solid foundation aligns perfectly with the institution's mission to "maintain excellence" and establish a "benchmark comparable to the best similar institutions in the world." The institution's leadership is particularly evident in its core thematic areas, as shown by its SCImago Institutions Rankings, where it ranks among the top 10 in Brazil for Business, Management and Accounting (#6) and Economics, Econometrics and Finance (#9). However, two areas warrant strategic attention: a medium risk in the Rate of Multiple Affiliations and the Gap between its total impact and the impact of its self-led research. These indicators suggest a potential over-reliance on external collaborations for impact and a need to ensure affiliation practices are driven by genuine partnership rather than strategic credit inflation, which could subtly undermine the goal of developing self-sustaining, world-class excellence. By proactively addressing these vulnerabilities, the institution can further solidify its position as a national and international leader, ensuring its operational practices fully support its ambitious mission.
The institution presents a Z-score of 0.494, which is higher than the national average of 0.236. This indicates a higher exposure to the risks associated with this practice compared to the national context, even though both operate within a medium-risk band. This suggests that the institution is more prone to showing alert signals than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” Given the institution's score exceeds the country's average, a review is recommended to ensure that its collaboration patterns reflect substantive partnerships rather than practices that could dilute institutional identity.
With a Z-score of -0.108, the institution's performance is statistically normal and aligns closely with the national average of -0.094. This low-risk level is what is expected for an institution of its context and size. Retractions are complex events, and a rate that is not abnormally high suggests that the institution's processes for correcting the scientific record are functioning responsibly. The data does not point to systemic failures in pre-publication quality control but rather to a standard and healthy engagement with post-publication oversight, which is a sign of a mature research environment.
The institution demonstrates an outstandingly low Z-score of -1.445, showing a clear preventive isolation from the medium-risk dynamics observed at the national level (Z-score of 0.385). This result is a significant strength, indicating that the institution does not replicate the risk of endogamy prevalent in its environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the institution's very low rate signals a robust reliance on external validation and integration into the global scientific conversation, effectively avoiding the 'echo chambers' that can lead to an inflated sense of impact. This practice confirms that the institution's academic influence is earned through broad community recognition, not internal dynamics.
The institution's Z-score of -0.365 is in the very low-risk category, demonstrating better performance than the national average, which sits at a low-risk level (-0.231). This low-profile consistency shows an absence of risk signals that is even more pronounced than the national standard. This indicates that the institution exercises strong due diligence in selecting publication venues. By avoiding journals that fail to meet international ethical or quality standards, the institution effectively mitigates severe reputational risks and ensures its research resources are not wasted on 'predatory' or low-quality practices, safeguarding the integrity of its scientific output.
Displaying a Z-score of -1.008, the institution maintains a prudent profile that is significantly more rigorous than the national standard (-0.212), although both are within the low-risk category. This suggests a commendable approach to authorship practices. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. The institution's lower score suggests a culture that favors transparency and meaningful contributions, effectively distinguishing between necessary large-scale collaboration and the risk of 'honorary' authorship practices.
The institution's Z-score of 0.609 is in the medium-risk range and is notably higher than the national average of 0.199. This high exposure suggests the institution is more prone to this specific vulnerability than its national peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This result suggests that a significant portion of the institution's scientific prestige may be dependent and exogenous, rather than structural. It invites a strategic reflection on whether its excellence metrics stem from genuine internal capacity and intellectual leadership or from strategic positioning in collaborations where it plays a supporting role.
With a Z-score of -1.413, the institution shows a near-total absence of risk signals in this area, performing significantly better than the national low-risk average of -0.739. This low-profile consistency with a secure environment is a strong indicator of a healthy research culture. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. The institution's excellent result suggests a focus on substantive research over metric inflation, avoiding risks such as coercive authorship or assigning credit without real participation.
The institution's Z-score of -0.268 places it in the very low-risk category, demonstrating a clear preventive isolation from the medium-risk trend observed across the country (Z-score of 0.839). This is a key indicator of institutional strength and commitment to global standards. By minimizing its reliance on in-house journals, the institution avoids potential conflicts of interest and the risk of academic endogamy, where production might bypass independent external peer review. This approach ensures its research undergoes competitive validation and enhances its global visibility, reinforcing its commitment to objective, high-quality science.
The institution has a Z-score of -0.597, a very low-risk value that is considerably better than the national low-risk average of -0.203. This low-profile consistency demonstrates an absence of risk signals that aligns with, and improves upon, the national standard. Massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a study into minimal units to artificially inflate productivity. The institution's very low score suggests its researchers prioritize the publication of coherent, significant studies over volume, contributing to the integrity of the scientific record and avoiding an overburdening of the peer-review system.
