| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.915 | -0.390 |
|
Retracted Output
|
-0.174 | -0.128 |
|
Institutional Self-Citation
|
1.241 | 0.515 |
|
Discontinued Journals Output
|
-0.156 | -0.414 |
|
Hyperauthored Output
|
-0.550 | 0.106 |
|
Leadership Impact Gap
|
1.390 | 1.023 |
|
Hyperprolific Authors
|
-1.413 | -1.095 |
|
Institutional Journal Output
|
-0.268 | 0.023 |
|
Redundant Output
|
-0.806 | -0.068 |
The Universidad Nacional del Nordeste presents a robust scientific integrity profile, with an overall risk score of -0.279 that indicates a performance superior to the expected standard. The institution demonstrates significant strengths in maintaining very low-risk levels for the Rate of Hyperprolific Authors, Rate of Output in Institutional Journals, Rate of Multiple Affiliations, and Rate of Redundant Output. However, areas requiring strategic attention have been identified, specifically a medium risk in Institutional Self-Citation and a notable Gap between the impact of its total output and that of the research it leads. These vulnerabilities contrast with the institution's strong positioning in key thematic areas according to SCImago Institutions Rankings data, including top-10 national rankings in Mathematics, Veterinary, and Pharmacology, Toxicology and Pharmaceutics. To fully align with its mission of generating "knowledge of the highest level" with "ethical... training," it is crucial to address these integrity risks. Practices that could suggest academic endogamy or a dependency on external partners for impact may undermine the perception of excellence and social responsibility. A focused effort to enhance external validation and consolidate intellectual leadership will ensure that the institution's commendable research practices are unequivocally aligned with its foundational mission.
The institution's Z-score of -0.915 is well below the national average of -0.390, demonstrating a consistent and low-risk profile that aligns with the national standard where such practices are not a significant concern. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the absence of risk signals suggests that the institution's affiliations are managed transparently, effectively avoiding strategic attempts to inflate institutional credit or engage in “affiliation shopping”.
With a Z-score of -0.174, the institution's rate of retracted publications is statistically normal and closely aligned with the national average of -0.128. This level of activity is as expected for an institution of its context and size. Retractions are complex events, and the current rate does not suggest a systemic failure in pre-publication quality control mechanisms or a vulnerability in the institution's integrity culture, but rather reflects a responsible handling of scientific correction when needed.
The institution exhibits a Z-score of 1.241, which is notably higher than the national average of 0.515, indicating a greater exposure to this particular risk. A certain level of self-citation is natural and reflects the continuity of established research lines; nonetheless, disproportionately high rates can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of a potential risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition, a point that warrants further review.
The institution's Z-score of -0.156 indicates a slight divergence from the national context, where the average is -0.414. This suggests the presence of minor risk signals that are not as prevalent in the rest of the country. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. Although the current level is low, this signal indicates that a small portion of scientific production may be channeled through media that do not meet international ethical or quality standards, which could expose the institution to reputational risks if not monitored.
The institution demonstrates notable resilience with a Z-score of -0.550, contrasting sharply with the national average of 0.106, which shows a medium level of risk. This suggests that the institution's internal control mechanisms are effectively mitigating a systemic risk present in the country. The low score indicates that, outside of disciplines where extensive author lists are legitimate, the institution is successfully avoiding practices like author list inflation, which can dilute individual accountability and transparency, thereby reinforcing a culture of meaningful contribution.
With a Z-score of 1.390, the institution shows a higher exposure to this risk compared to the national average of 1.023. This indicates a wider gap between the impact of its total output and the impact of the research it leads. A very wide positive gap—where global impact is high but the impact of research led by the institution itself is low—signals a sustainability risk. This value suggests that a significant portion of its scientific prestige may be dependent and exogenous, inviting reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership.
The institution's Z-score of -1.413 signifies a complete absence of risk signals in this area, performing even better than the already low national average of -1.095. This total operational silence indicates that the institution does not have authors with extreme publication volumes that would challenge the limits of human capacity for meaningful intellectual contribution. This strong result suggests a healthy balance between quantity and quality, avoiding risks such as coercive authorship or the assignment of authorship without real participation.
The institution shows a Z-score of -0.268, effectively isolating itself from the risk dynamics observed at the national level, where the average is 0.023. This preventive stance is a significant strength. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest where it might act as both judge and party. This practice prevents academic endogamy, ensuring that its scientific production undergoes independent external peer review and enhances its global visibility, rather than using internal channels as 'fast tracks' to inflate CVs.
With a Z-score of -0.806, far below the national average of -0.068, the institution demonstrates a consistent and low-risk profile regarding redundant publications. This absence of risk signals aligns with national standards and indicates strong editorial practices. The data suggests that the institution's researchers are not engaging in 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity—thus contributing to the integrity of the scientific record by prioritizing significant new knowledge over volume.
