| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.474 | 0.236 |
|
Retracted Output
|
-0.230 | -0.094 |
|
Institutional Self-Citation
|
-0.813 | 0.385 |
|
Discontinued Journals Output
|
-0.462 | -0.231 |
|
Hyperauthored Output
|
-0.117 | -0.212 |
|
Leadership Impact Gap
|
0.840 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.376 | -0.203 |
The Universidade Federal do Sul da Bahia demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.306. This performance indicates a general alignment with best practices, characterized by significant strengths in key areas of research ethics. The institution exhibits exceptional control over academic endogamy, with very low rates of institutional self-citation and publication in its own journals, distinguishing it positively from national trends. Further strengths are evident in the near-absence of hyperprolific authorship and publication in discontinued journals, signaling a culture that prioritizes quality and due diligence. The primary areas for strategic attention are a high exposure to risks associated with multiple affiliations and a notable gap between its overall research impact and the impact of work led by its own researchers. According to SCImago Institutions Rankings data, the university's key thematic areas of performance include Agricultural and Biological Sciences, Arts and Humanities, Earth and Planetary Sciences, Environmental Science, and Social Sciences. The identified risks, particularly the dependency on external leadership for impact, present a challenge to the institutional mission of fostering "academic efficiency" and "critical-reflective thinking." An over-reliance on external partners may hinder the development of sustainable, internal capacity, while affiliation patterns could be perceived as conflicting with the mission's emphasis on "ethics" and "social justice." By developing policies that strengthen internal research leadership and ensure transparent affiliation practices, the university can fully harmonize its operational excellence with its guiding mission, solidifying its position as a benchmark for integrity.
The institution presents a Z-score of 0.474, which is notably higher than the national average of 0.236. Although both scores fall within a moderate risk band, the university's higher value suggests it is more exposed to the dynamics that drive this indicator than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened exposure warrants a review of affiliation patterns. It is crucial to ensure that these practices reflect genuine, substantive collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," thereby safeguarding the transparency and fairness of academic recognition.
With a Z-score of -0.230, the institution demonstrates a more prudent profile regarding retracted publications compared to the national average of -0.094. This lower incidence suggests that the university's quality control and supervision mechanisms are functioning with greater rigor than the national standard. Retractions can sometimes signify responsible error correction, but a consistently low rate like this is a positive signal of robust pre-publication review and a strong institutional integrity culture that effectively minimizes the risk of methodological failure or recurring malpractice.
The institution shows an exceptionally low Z-score of -0.813, marking a significant and positive deviation from the national average of 0.385. This result indicates a form of preventive isolation, where the university successfully avoids the risk dynamics of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, but the institution's very low rate demonstrates that its research is validated by the broader international community, not confined to an internal 'echo chamber.' This is a clear indicator of strong external engagement and a research impact that is not artificially inflated by endogamous practices.
The university's Z-score of -0.462 is well below the national average of -0.231, confirming a very low-risk profile in this area. This demonstrates a low-profile consistency, where the institution's complete absence of risk signals aligns with a national context that is already cautious. A high proportion of publications in discontinued journals would be a critical alert regarding due diligence, but this score indicates that the university's researchers are effectively selecting reputable dissemination channels. This practice protects the institution from reputational damage and ensures that research efforts are not wasted on predatory or low-quality publishing outlets.
The institution's Z-score for hyper-authored output is -0.117, slightly higher than the national average of -0.212. While both scores are in the low-risk category, this subtle difference points to an incipient vulnerability. The university shows slightly more activity in this area than its peers, warranting a proactive review. Outside of "Big Science" contexts where large author lists are normal, a rising trend can indicate author list inflation, which dilutes individual accountability. This signal serves as a prompt to ensure that authorship practices remain transparent and are based on significant intellectual contribution rather than honorary or political considerations.
With a Z-score of 0.840, the institution displays a significantly wider impact gap than the national average of 0.199. This high exposure suggests that the university is more prone than its peers to a specific vulnerability: its scientific prestige appears heavily dependent on collaborations where it does not exercise intellectual leadership. While partnering with external leaders is a valid strategy, such a wide gap signals a sustainability risk. It prompts a critical reflection on whether the institution's high-impact metrics are the result of its own structural capacity or a strategic positioning in collaborations, highlighting a need to foster and promote internally-led, high-quality research.
The institution registers a Z-score of -1.413, indicating a near-total absence of hyperprolific authors and positioning it well below the already low national average of -0.739. This demonstrates a low-profile consistency, where the university's strong performance aligns with a national environment of minimal risk. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution. This very low score is a positive sign that the institution fosters a research culture that balances quantity and quality, effectively avoiding risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.
The university's Z-score of -0.268 is exceptionally low, especially when contrasted with the national average of 0.839. This stark difference indicates a deliberate and effective preventive isolation from the risks of academic endogamy prevalent in the national system. By avoiding over-reliance on its own journals, the institution sidesteps potential conflicts of interest where it would act as both judge and party. This commitment to external, independent peer review enhances the global visibility and credibility of its research, demonstrating that its scientific production competes on the world stage rather than using internal channels as potential 'fast tracks' for publication.
With a Z-score of -0.376, the institution exhibits a more prudent profile in managing redundant publications than the national standard, which has a score of -0.203. This superior performance suggests that the university's processes are more rigorous in preventing data fragmentation or 'salami slicing.' This practice, which involves dividing a single study into minimal publishable units to inflate productivity, distorts the scientific record. The institution's lower score indicates a culture that values the publication of significant, coherent new knowledge over the artificial inflation of output volume.