| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.585 | 0.236 |
|
Retracted Output
|
-0.118 | -0.094 |
|
Institutional Self-Citation
|
-1.114 | 0.385 |
|
Discontinued Journals Output
|
-0.393 | -0.231 |
|
Hyperauthored Output
|
-0.923 | -0.212 |
|
Leadership Impact Gap
|
0.892 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
6.982 | 0.839 |
|
Redundant Output
|
-0.252 | -0.203 |
Fundacao Getulio Vargas demonstrates a robust scientific profile with an overall integrity score of 0.432, characterized by significant strengths in research ethics and notable areas for strategic improvement. The institution exhibits exceptional performance in preventing academic endogamy and ensuring due diligence, with very low rates of institutional self-citation, hyperprolific authorship, and publication in discontinued journals. These strengths are foundational to its mission to "stimulate the national socioeconomic development," a goal directly supported by its outstanding leadership in key thematic areas according to SCImago Institutions Rankings data, including Business, Management and Accounting; Economics, Econometrics and Finance; and Social Sciences. However, this mission is challenged by critical vulnerabilities. A significant rate of publication in its own institutional journals, coupled with a high dependence on external partners for impactful research, suggests that the institution's influence may be more internally perceived than externally validated. To fully realize its mission, it is recommended that the institution leverage its thematic dominance to strengthen global engagement, ensuring its contributions to national development are built upon a foundation of internationally recognized and independently verified scientific excellence.
The institution presents a Z-score of 0.585, which is higher than the national average of 0.236, indicating a greater exposure to the risks associated with this practice compared to its national peers. This suggests that the institution is more prone to showing alert signals in this area, even within a country where this behavior is already moderately present. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit or "affiliation shopping." The institution's heightened value warrants a review to ensure that all affiliations are substantive and reflect genuine collaborative contributions rather than merely metric-driven strategies.
With a Z-score of -0.118, the institution's rate of retracted publications is statistically normal and aligns closely with the national average of -0.094. This level of activity is as expected for an institution of its context and size, showing no signs of systemic issues. Retractions are complex events, and a low, controlled rate can reflect a healthy academic environment where the community is committed to the responsible correction of unintentional errors, signifying a functional and transparent supervision process.
The institution demonstrates an outstandingly low Z-score of -1.114 in institutional self-citation, positioning it in a state of preventive isolation from the risk dynamics observed nationally, where the average score is 0.385. This result is a clear strength, indicating that the institution successfully avoids the 'echo chambers' that can arise from excessive self-validation. By not replicating the national trend, the institution shows that its research impact is validated by the broader scientific community, reflecting a culture of external engagement and global integration rather than endogamous influence.
The institution's Z-score of -0.393 is very low, reflecting a consistent and robust approach to selecting publication venues that aligns with, and even improves upon, the low-risk national standard (Z-score of -0.231). This absence of risk signals indicates strong due diligence and information literacy among its researchers. By effectively avoiding journals that fail to meet international ethical or quality standards, the institution protects its reputation and ensures its research resources are channeled toward credible and impactful dissemination outlets.
With a Z-score of -0.923, the institution maintains a prudent profile that is significantly more rigorous than the national standard of -0.212. This demonstrates a commendable control over authorship practices. The data suggests that the institution effectively distinguishes between necessary large-scale collaboration and the potential for author list inflation. This careful management helps ensure that authorship reflects genuine intellectual contribution, thereby upholding individual accountability and the transparency of its research output.
The institution's Z-score of 0.892 is notably higher than the national average of 0.199, indicating a high exposure to dependency on external collaboration for its scientific impact. This wide positive gap suggests that while the institution participates in high-impact research, its own intellectual leadership in these projects is comparatively low. This pattern signals a sustainability risk, where scientific prestige may be more exogenous than structural. It invites a strategic reflection on whether the institution's excellence metrics stem from its own core capacities or from a positioning in collaborations where it does not drive the scientific agenda.
The institution shows a Z-score of -1.413, indicating a near-total absence of hyperprolific authors, a result that aligns perfectly with the low-risk national context (Z-score of -0.739). This low-profile consistency is a positive signal of a research culture that prioritizes substance over volume. By avoiding extreme individual publication outputs, the institution mitigates risks such as the dilution of meaningful intellectual contribution and promotes a balanced approach to productivity that safeguards the integrity of the scientific record.
The institution's Z-score of 6.982 is a critical red flag, indicating a significant risk level that sharply accentuates a vulnerability already present in the national system (Z-score of 0.839). This extreme value warns of severe academic endogamy and raises serious conflict-of-interest concerns, as the institution acts as both judge and party in the validation of its research. Such heavy reliance on in-house journals suggests that a substantial portion of its scientific output may be bypassing independent external peer review, potentially using internal channels as 'fast tracks' to inflate productivity without standard competitive validation, thereby limiting its global visibility and credibility.
With a Z-score of -0.252, the institution's rate of redundant output is at a statistically normal level, closely mirroring the national average of -0.203. This indicates that the risk of 'salami slicing'—artificially inflating productivity by fragmenting a single study into multiple publications—is well-contained and as expected for its context. The institution's practices appear to align with standard academic norms, where bibliographic overlap reflects the natural, cumulative progression of knowledge rather than a strategy to maximize publication counts.
