| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.116 | 0.236 |
|
Retracted Output
|
-0.409 | -0.094 |
|
Institutional Self-Citation
|
-1.408 | 0.385 |
|
Discontinued Journals Output
|
0.346 | -0.231 |
|
Hyperauthored Output
|
-0.779 | -0.212 |
|
Leadership Impact Gap
|
0.934 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-1.186 | -0.203 |
The Instituto Federal de Educacao, Ciencia e Tecnologia do Rio Grande do Norte demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.132. The institution's primary strengths lie in its exceptionally low rates of retractions, institutional self-citation, hyperprolific authorship, and redundant publications, indicating a culture that prioritizes quality and ethical rigor over sheer volume. These practices stand in stark contrast to national trends, positioning the institution as a model of preventive governance. However, areas requiring strategic attention have been identified, particularly a high rate of multiple affiliations, a significant gap in impact between collaborative and institution-led research, and a tendency to publish in discontinued journals. These vulnerabilities could subtly undermine the institution's mission to foster "social development" through "scientific and professional training," as they suggest a potential dependency on external leadership and risks to reputational integrity. By addressing these specific challenges, the institution can fully align its operational practices with its stated commitment to excellence and social responsibility, solidifying its role as a leader in responsible research.
The institution presents a Z-score of 2.116 in this indicator, which is notably higher than the national average of 0.236. Although both the institution and the country fall within a medium-risk category, the institution's score indicates a significantly higher 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 problematic. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate signals a need to investigate whether it stems from genuine collaboration or strategic attempts to inflate institutional credit through practices like “affiliation shopping.”
With a Z-score of -0.409, the institution shows a near-total absence of risk signals related to retracted publications, a figure that is even more favorable than the low-risk national average of -0.094. This demonstrates a consistent and effective approach to quality control that aligns with, and even exceeds, the national standard. Retractions can be complex, but a rate significantly lower than the average strongly suggests that the institution's pre-publication quality control mechanisms are functioning effectively, preventing systemic failures and fostering a culture of methodological rigor and integrity.
The institution exhibits a Z-score of -1.408, indicating a very low risk of excessive self-citation, which contrasts sharply with the national average of 0.385, a medium-risk value. This result suggests a deliberate and successful effort to avoid the risk dynamics prevalent in the wider national environment. A certain level of self-citation is natural, but by maintaining such a low rate, the institution effectively avoids the creation of scientific 'echo chambers.' This demonstrates that its academic influence is validated by the broader global community rather than being inflated by endogamous internal dynamics.
The institution's Z-score of 0.346 places it in a medium-risk category, representing a moderate deviation from the national average, which sits at a low-risk Z-score of -0.231. This indicates that the institution is more sensitive than its peers to the risk of publishing in questionable outlets. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a significant portion of its scientific production may be channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting an urgent need for improved information literacy to avoid predatory practices.
With a Z-score of -0.779, the institution maintains a prudent, low-risk profile that is more rigorous than the national standard (-0.212). This indicates that the institution manages its authorship attribution processes with greater control than the national average. This favorable score suggests that the institution effectively distinguishes between necessary large-scale collaboration and practices of author list inflation, thereby upholding individual accountability and transparency in its research outputs.
The institution's Z-score of 0.934 is significantly higher than the national average of 0.199, and while both are in the medium-risk range, this signals a high institutional exposure to this specific vulnerability. The wide positive gap suggests that while the institution's overall impact is notable, the impact of research where it holds intellectual leadership is comparatively low. This points to a potential sustainability risk, where scientific prestige may be overly dependent and exogenous. It invites a strategic reflection on whether the institution's excellence metrics stem from genuine internal capacity or from a supporting role in collaborations led by external partners.
The institution's Z-score of -1.413 is in the very low-risk category, far below the national average of -0.739, which is already considered low risk. This absence of risk signals is consistent with national trends but demonstrates an even stronger commitment to responsible publication practices. An extremely low score in this area indicates a healthy balance between quantity and quality, suggesting the institution is effectively avoiding risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby prioritizing the integrity of the scientific record over inflated metrics.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a stark and positive contrast to the national medium-risk average of 0.839. This demonstrates a clear isolation from a common risk dynamic in its environment. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and confirming that its research is validated through standard competitive channels rather than internal 'fast tracks'.
The institution's Z-score of -1.186 places it in the very low-risk category, significantly better than the national low-risk average of -0.203. This result indicates a consistent alignment with best practices, showing an even stronger performance than the already positive national standard. A low rate of redundant output suggests that the institution's researchers are focused on producing significant new knowledge rather than artificially inflating productivity by dividing studies into minimal publishable units. This commitment to substantive research strengthens the scientific record and respects the academic review system.
