| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.364 | 0.648 |
|
Retracted Output
|
-0.306 | -0.189 |
|
Institutional Self-Citation
|
0.737 | -0.200 |
|
Discontinued Journals Output
|
-0.379 | -0.450 |
|
Hyperauthored Output
|
-1.169 | 0.859 |
|
Leadership Impact Gap
|
-0.959 | 0.512 |
|
Hyperprolific Authors
|
-1.413 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
1.499 | 0.387 |
Ecole Nationale Superieure de l'Electronique et de ses Applications demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.467, which indicates performance significantly better than the global average. The institution's primary strengths lie in its exceptional control over authorship and affiliation practices, showing a clear disconnection from national risk trends in areas such as multiple affiliations, hyper-authorship, and dependency on external leadership for impact. However, this strong foundation is contrasted by two areas requiring strategic attention: a medium-risk level in Institutional Self-Citation and a notably high rate of Redundant Output. According to SCImago Institutions Rankings data, the institution holds a strong reputation in key technological fields, including Computer Science, Engineering, Mathematics, and Energy. While the institution's specific mission statement was not available for this analysis, these identified risks—particularly the potential for creating 'echo chambers' and artificially inflating productivity—could challenge the universal academic values of excellence and transparency. Addressing these vulnerabilities will be crucial to ensuring that the institution's recognized thematic strengths are built upon a foundation of unquestionable scientific integrity, thereby solidifying its leadership and social responsibility.
The institution exhibits a Z-score of -1.364, indicating a very low risk, in stark contrast to the national average of 0.648, which falls into the medium-risk category. This significant difference suggests a case of preventive isolation, where the institution does not replicate the risk dynamics prevalent in its national environment. While multiple affiliations can be legitimate, the institution's extremely low rate indicates strong internal governance that effectively prevents strategic attempts to inflate institutional credit or engage in “affiliation shopping,” a practice that appears to be more common across the country.
With a Z-score of -0.306, the institution maintains a low-risk profile, slightly more rigorous than the national standard of -0.189. This demonstrates a prudent approach to quality control. Although retractions can sometimes signify responsible supervision and the correction of honest errors, the institution’s performance suggests that its pre-publication review mechanisms are more effective than the national average. This indicates a healthy integrity culture where potential methodological flaws or recurring malpractices are successfully filtered out before they can damage the scientific record.
The institution presents a Z-score of 0.737, a medium-risk level that marks a moderate deviation from the country's low-risk average of -0.200. This suggests the center has a greater sensitivity to risk factors related to citation practices than its national peers. While some self-citation reflects the natural progression of research, this elevated rate signals a potential for concerning scientific isolation or 'echo chambers.' It serves as a warning about the risk of endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than validated by broader recognition from the global scientific community.
The institution's Z-score of -0.379 is in the very low-risk category, slightly higher than the national average of -0.450. This minimal difference points to residual noise in an otherwise secure environment. Although the risk is negligible, it indicates that the institution is fractionally more likely to show faint signals of this behavior than its national counterparts. This finding suggests that while due diligence in selecting publication venues is overwhelmingly strong, a final check on information literacy resources for researchers could ensure complete avoidance of channels that fail to meet international ethical or quality standards.
Displaying a Z-score of -1.169, the institution operates at a very low-risk level, effectively isolating itself from the medium-risk national trend (Z-score of 0.859). This demonstrates a clear institutional policy or culture that prevents the inflation of author lists. Outside of "Big Science" contexts where large author lists are normal, high rates can dilute individual accountability. The institution’s excellent result indicates that it successfully distinguishes between necessary massive collaboration and questionable "honorary" authorship practices, reinforcing transparency and responsibility in its research outputs.
The institution shows a very low-risk Z-score of -0.959, which represents a positive disconnection from the medium-risk national average of 0.512. This result is a strong indicator of scientific autonomy and sustainability. A wide positive gap, as seen at the national level, can suggest that prestige is dependent on external partners rather than internal capacity. In contrast, the institution’s score demonstrates that its scientific excellence is structural and driven by its own intellectual leadership, mitigating any risk of its reputation being contingent on collaborations where it does not lead.
With a Z-score of -1.413, the institution maintains a very low-risk profile, showing stronger control than the already low-risk national average of -0.654. This low-profile consistency suggests an environment that prioritizes research quality over sheer quantity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances. The institution's exemplary score indicates the absence of dynamics like coercive authorship or authorship assignment without real participation, reinforcing the integrity of its scientific record.
The institution's Z-score of -0.268 is almost identical to the country's average of -0.246, placing both in the very low-risk category. This reflects an integrity synchrony and a total alignment with an environment of maximum scientific security. It demonstrates that the institution, like its national peers, does not rely excessively on in-house journals, thus avoiding potential conflicts of interest and academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, maximizing its global visibility and competitive validation.
The institution's Z-score of 1.499 places it at a medium-risk level, indicating high exposure to this issue, as it is significantly more pronounced than the national medium-risk average of 0.387. This suggests the institution is more prone to showing alert signals for data fragmentation than its environment. A high value in this indicator warns of the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a behavior often termed 'salami slicing.' This practice not only overburdens the peer-review system but also distorts the available scientific evidence, prioritizing volume over the generation of significant new knowledge and requiring management review.