| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.344 | 0.936 |
|
Retracted Output
|
-0.371 | 0.771 |
|
Institutional Self-Citation
|
0.488 | 0.909 |
|
Discontinued Journals Output
|
-0.273 | 0.157 |
|
Hyperauthored Output
|
-1.347 | -1.105 |
|
Leadership Impact Gap
|
-1.538 | 0.081 |
|
Hyperprolific Authors
|
-1.413 | -0.967 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.816 | 0.966 |
Ecole Nationale Polytechnique demonstrates a robust scientific integrity profile, with an overall score of -0.360 that indicates performance significantly above the national benchmark. The institution's primary strengths lie in its exceptional control over authorship and publication practices, with very low risk signals in five key areas: Hyper-Authored Output, Hyperprolific Authors, Redundant Output, Output in Institutional Journals, and the gap in research impact, showcasing a culture of intellectual autonomy and responsible conduct. However, areas requiring strategic monitoring include a Rate of Multiple Affiliations and a Rate of Institutional Self-Citation that are higher than the national average, suggesting a need to refine policies in these domains. According to SCImago Institutions Rankings data, these integrity metrics support a strong academic reputation, with notable thematic strengths in Mathematics, Energy, and Computer Science. While the institution's specific mission statement was not available for this analysis, the findings directly impact universal academic values. The identified risks, if left unaddressed, could challenge the pursuit of excellence and social responsibility by creating perceptions of inflated credit or academic insularity. To build on its solid foundation, it is recommended that the institution focuses on developing clearer guidelines for affiliation and citation practices, thereby reinforcing its leadership in scientific integrity within the national context.
The institution presents a Z-score of 1.344 in this indicator, which is higher than the national average of 0.936. This result suggests a high exposure to the risks associated with this practice, showing a greater tendency toward multiple affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping”. Given that the institution's rate exceeds the already moderate national benchmark, it is advisable to review affiliation policies to ensure they promote genuine collaboration and transparently reflect the contributions of researchers, thereby safeguarding the institution's reputation.
The institution's Z-score for retracted output is -0.371, a low-risk value that contrasts favorably with the national average of 0.771, which signals a medium risk. This demonstrates institutional resilience, suggesting that its internal control mechanisms are effectively mitigating the systemic risks present in the broader national environment. A high rate of retractions can suggest that quality control mechanisms prior to publication may be failing systemically. The institution's low score, however, indicates that its pre-publication review processes are robust, protecting it from the vulnerabilities and potential recurring malpractice seen at the national level and reinforcing its commitment to a culture of integrity.
With a Z-score of 0.488, the institution's rate of self-citation is below the national average of 0.909, though both fall within a medium-risk range. This indicates a differentiated management approach, where the institution successfully moderates a risk that appears more common across the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the existing medium-risk signal warrants attention, as disproportionately high rates can create 'echo chambers' where work is validated without sufficient external scrutiny. By keeping this rate below the national trend, the institution shows better control, but continued monitoring is needed to ensure its academic influence is validated by the global community, not just internal dynamics.
The institution shows a Z-score of -0.273, a low-risk signal that stands in positive contrast to the national average of 0.157, which is in the medium-risk category. This performance suggests institutional resilience, as its researchers appear to have effective control mechanisms or information literacy programs that mitigate the country's systemic risks in this area. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The institution's low score indicates that its scientific production is overwhelmingly channeled through reputable media, avoiding the reputational damage and wasted resources associated with 'predatory' or low-quality practices.
The institution's Z-score of -1.347 is in the very low-risk category, consistent with the low-risk national standard of -1.105. This low-profile consistency demonstrates that the absence of risk signals in this area aligns with the national norm. In certain 'Big Science' fields, extensive author lists are legitimate, but outside these contexts, high rates can indicate author list inflation, which dilutes accountability. The institution's very low score confirms that its authorship practices are transparent and well-governed, effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship.
With a Z-score of -1.538, the institution shows a notable contrast to the national average of 0.081. This score signifies a preventive isolation, indicating the center does not replicate the risk dynamics observed in its environment. A wide positive gap often signals a sustainability risk, where an institution's prestige is dependent on external partners rather than its own capabilities. This institution's very low score, however, demonstrates strong intellectual autonomy. It suggests that its scientific prestige is structural and endogenous, built upon research where its own faculty exercise clear intellectual leadership, reflecting a mature and self-sufficient research ecosystem.
The institution registers a Z-score of -1.413, a value that indicates a total operational silence regarding this risk, performing even better than the already very low national average of -0.967. This absence of risk signals, even below the national baseline, is a strong indicator of a healthy research environment. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution and can point to risks like coercive authorship or 'salami slicing'. The institution's exceptionally low score suggests a culture that prioritizes the quality and integrity of the scientific record over the sheer quantity of publications.
The institution's Z-score for this indicator is -0.268, perfectly matching the national average. This reflects an integrity synchrony and total alignment with an environment of maximum scientific security in this domain. Both the institution and the country show a very low reliance on institutional journals for dissemination. This practice avoids potential conflicts of interest where an institution acts as both judge and party, and it prevents the risk of academic endogamy. The alignment at a very low-risk level indicates that scientific production is consistently subjected to independent external peer review, ensuring competitive validation and global visibility.
The institution achieves a Z-score of -0.816, a very low-risk value that signifies a clear preventive isolation from the national context, where the average score is 0.966 (medium risk). This stark difference highlights the institution's success in avoiding risk dynamics that are present in its environment. A high rate of redundant output, or 'salami slicing,' points to the practice of fragmenting studies into minimal units to artificially inflate productivity. The institution's very low score is a testament to its commitment to producing significant, coherent knowledge, thereby avoiding the distortion of scientific evidence and prioritizing substance over volume.