| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.696 | -0.927 |
|
Retracted Output
|
-0.381 | 0.279 |
|
Institutional Self-Citation
|
-0.738 | 0.520 |
|
Discontinued Journals Output
|
2.531 | 1.099 |
|
Hyperauthored Output
|
-1.372 | -1.024 |
|
Leadership Impact Gap
|
-1.133 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.587 | 0.720 |
With an overall integrity score of -0.079, the National Engineering College demonstrates a robust and commendable performance, indicating a very low-risk profile that aligns with global best practices in scientific conduct. The institution's primary strengths are evident in its exceptionally low-risk signals across a majority of indicators, including the Rate of Multiple Affiliations, Retracted Output, Hyper-Authored Output, and Hyperprolific Authors, showcasing strong internal governance and a culture of accountability. However, areas requiring strategic attention have been identified in the Rate of Output in Discontinued Journals and the Rate of Redundant Output, both of which present a medium level of risk. These findings are contextualized by the institution's notable academic strengths, as reflected in its SCImago Institutions Rankings in key thematic areas such as Engineering, Mathematics, and Energy. While the overall low-risk profile strongly supports the institutional mission to foster "ethical behavior" and "excellence," the identified vulnerabilities could undermine this commitment. Publishing in discontinued journals and fragmenting research output contradict the pursuit of high-quality, impactful science and could compromise the ability to forge valuable research partnerships. By proactively addressing these specific areas through enhanced author training and refined publication strategies, the National Engineering College can further solidify its position as a leader in both academic achievement and scientific integrity.
The institution exhibits an exceptionally low Z-score of -1.696, which is significantly below the national average of -0.927. This result indicates a total absence of risk signals in this area, even when compared to an already low-risk national context. While multiple affiliations can be legitimate, the complete lack of disproportionate rates suggests that the institution's crediting practices are clear and there are no indicators of strategic "affiliation shopping" to inflate its perceived standing.
With a Z-score of -0.381, the institution effectively insulates itself from the medium-risk dynamics observed at the national level (Z-score: 0.279). This demonstrates a clear preventive isolation, where the institution does not replicate the risk patterns of its environment. A high rate of retractions can suggest systemic failures in quality control, but the institution's very low score indicates that its pre-publication supervision and methodological rigor are strong, effectively safeguarding its integrity culture against recurring malpractice.
The institution shows a low Z-score of -0.738, contrasting with the country's medium-risk average of 0.520. This demonstrates institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks present nationally. A certain level of self-citation is natural, but the institution's prudent profile avoids the 'echo chambers' that can lead to endogamous impact inflation. This ensures that its academic influence is validated by the global community rather than being oversized by internal dynamics.
The institution's Z-score of 2.531 is a point of concern, as it indicates high exposure to this risk, well above the national average of 1.099. This value constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of publications in such journals suggests that a significant part of the institution's scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -1.372 compared to the national Z-score of -1.024, the institution demonstrates low-profile consistency. The complete absence of risk signals in this area aligns with the national standard, which is also low-risk. This indicates that authorship practices are transparent and accountable, successfully distinguishing between necessary massive collaboration in "Big Science" contexts and potentially problematic 'honorary' or political authorship, thereby maintaining individual accountability.
The institution's Z-score of -1.133 is significantly lower than the national average of -0.292, showing a consistent and low-risk profile. This result indicates that the institution's scientific prestige is structural and not overly dependent on external partners. A wide positive gap can signal that excellence is exogenous, but the institution's low score confirms that its impact metrics result from real internal capacity and intellectual leadership, ensuring a sustainable and self-reliant research ecosystem.
The institution presents a very low Z-score of -1.413, which is well below the national Z-score of -0.067. This low-profile consistency demonstrates an absence of the risk signals associated with hyperprolificacy. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful contribution. The institution's low score suggests a healthy balance between quantity and quality, effectively avoiding risks such as coercive authorship or the assignment of credit without real participation.
The institution's Z-score of -0.268 is virtually identical to the national average of -0.250, reflecting perfect integrity synchrony. This total alignment with a secure national environment indicates that there is no excessive dependence on in-house journals. By avoiding this practice, the institution circumvents potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes independent external peer review and achieves genuine global visibility.
With a Z-score of 0.587, the institution shows signs of this practice at a medium-risk level, but it demonstrates differentiated management by maintaining a rate below the national average of 0.720. This suggests that while some research may be fragmented into minimal publishable units to inflate productivity, the institution is moderating a risk that is more common in the country. Nevertheless, this indicator alerts to a need for vigilance to ensure that the focus remains on producing significant new knowledge rather than prioritizing publication volume, which can distort scientific evidence.
