| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.090 | 0.236 |
|
Retracted Output
|
-0.334 | -0.094 |
|
Institutional Self-Citation
|
-0.896 | 0.385 |
|
Discontinued Journals Output
|
0.564 | -0.231 |
|
Hyperauthored Output
|
-0.932 | -0.212 |
|
Leadership Impact Gap
|
1.277 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
0.746 | -0.203 |
The Instituto Federal de Educacao, Ciencia e Tecnologia da Bahia demonstrates a balanced scientific integrity profile, with an overall score of -0.037 indicating performance aligned with global standards. The institution exhibits significant strengths in maintaining academic exogamy and responsible authorship, evidenced by very low rates of institutional self-citation, publication in its own journals, and hyperprolific authors. These positive indicators suggest a culture that values external validation and prioritizes quality over mere quantity. However, areas requiring strategic attention include a high dependency on external collaboration for impact, a tendency to publish in discontinued journals, and elevated rates of multiple affiliations and redundant publications. These risks present a potential conflict with the institution's mission to provide "socially referenced quality" and ensure "sustainable development." The institution's strong positioning in key thematic areas, as identified by SCImago Institutions Rankings data, including Agricultural and Biological Sciences, Environmental Science, and Social Sciences, provides a solid foundation. To fully align its practices with its mission, the Institute should leverage its cultural strengths in research integrity to mitigate the identified vulnerabilities, thereby ensuring that its pursuit of excellence is both sustainable and ethically robust.
The institution presents a Z-score of 1.090, which is notably higher than the national average of 0.236. Although both the institution and the country fall within a medium-risk context, the institution shows a greater propensity for this dynamic. This high exposure suggests that institutional practices or incentives may be encouraging multiple affiliations more intensely than in the broader national environment. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate signals a need to verify that these are not strategic attempts to inflate institutional credit or a pattern of “affiliation shopping,” which could dilute the institution's unique contribution and brand.
With a Z-score of -0.334, the institution demonstrates a prudent profile that is more rigorous than the national standard (Z-score: -0.094). This low rate of retractions is a positive signal, suggesting that the quality control and supervision mechanisms prior to publication are functioning effectively. It reflects a responsible research culture where the correction of the scientific record is managed proactively, preventing the systemic failures that a higher rate would imply.
The institution shows a Z-score of -0.896, indicating a state of preventive isolation from the risk dynamics observed nationally (Z-score: 0.385). This very low rate is a significant strength, demonstrating that the institution successfully avoids the 'echo chambers' that can arise from excessive self-validation. By engaging with the broader scientific community for peer review and citation, the institution ensures its academic influence is based on global recognition rather than endogamous dynamics, reflecting a healthy and externally-oriented research culture.
The institution's Z-score of 0.564 represents a moderate deviation from the national benchmark (Z-score: -0.231), indicating a greater sensitivity to this risk factor than its peers. This is a critical alert regarding due diligence in selecting dissemination channels. The score suggests that a portion of the institution's scientific production is being channeled through media that may not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publications.
The institution's Z-score of -0.932 reflects a prudent profile, indicating more rigorous authorship practices than the national standard (Z-score: -0.212). This low incidence of hyper-authorship suggests that the institution effectively distinguishes between necessary large-scale collaboration and questionable practices like 'honorary' authorship. This responsible approach helps maintain individual accountability and transparency in its scientific contributions, reinforcing the integrity of its research record.
With a Z-score of 1.277, the institution shows high exposure to this risk, significantly more pronounced than the national average of 0.199. This wide positive gap, where overall impact is much higher than the impact of research led by the institution, signals a potential risk to sustainability. It suggests that the institution's scientific prestige may be heavily dependent and exogenous, rather than built upon its own structural capacity. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal capabilities or from a positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is very low, demonstrating low-profile consistency with the national standard (Z-score: -0.739). The complete absence of risk signals in this area is a strong positive indicator. It suggests a research environment that values substantive intellectual contribution over sheer publication volume, effectively avoiding potential imbalances between quantity and quality. This indicates a healthy culture free from practices such as coercive authorship or the assignment of credit without real participation.
The institution exhibits a Z-score of -0.268, a clear sign of preventive isolation from a practice that is more common at the national level (Z-score: 0.839). This very low reliance on in-house journals is a testament to the institution's commitment to independent, external peer review. By avoiding potential conflicts of interest and academic endogamy, the institution ensures its research undergoes standard competitive validation, thereby enhancing its global visibility and credibility.
The institution's Z-score of 0.746 indicates a moderate deviation from the national context (Z-score: -0.203), showing a greater sensitivity to this risk than its peers. This alert suggests the presence of practices where studies may be fragmented into 'minimal publishable units' to artificially inflate productivity metrics. This dynamic not only overburdens the peer review system but also distorts the scientific evidence available to the community, prioritizing volume over the generation of significant new knowledge. A review of publication incentives and author guidelines is recommended.
