| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.448 | 0.043 |
|
Retracted Output
|
-0.315 | -0.174 |
|
Institutional Self-Citation
|
1.491 | 2.028 |
|
Discontinued Journals Output
|
1.186 | 1.078 |
|
Hyperauthored Output
|
-1.294 | -0.325 |
|
Leadership Impact Gap
|
-1.496 | -0.751 |
|
Hyperprolific Authors
|
-1.413 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
2.949 | 0.628 |
The Ecole Nationale Superieure d'Electricite et de Mecanique demonstrates a strong overall scientific integrity profile, reflected in a very low global risk score of 0.012. The institution exhibits notable strengths in maintaining low rates of hyper-authorship, hyperprolific authors, and dependency on external leadership for impact, indicating a robust and autonomous research culture. These positive integrity indicators provide a solid foundation for its recognized academic strengths, particularly in Environmental Science, Computer Science, and Engineering, where it holds prominent national rankings according to SCImago Institutions Rankings data. However, a significant risk is identified in the rate of redundant publications, a practice that could undermine the institution's commitment to generating significant new knowledge. While the specific institutional mission was not localized for this analysis, such integrity vulnerabilities can conflict with the universal academic goals of excellence and social responsibility. It is recommended that the institution leverage its many areas of good practice to develop targeted strategies that address this specific vulnerability, thereby reinforcing its overall scientific credibility and leadership.
The institution shows a Z-score of -0.448, which is considerably lower than the national average of 0.043. This suggests a high degree of institutional resilience, as control mechanisms appear to be effectively mitigating the systemic risks related to affiliation strategies that are more prevalent across the country. While multiple affiliations can be a legitimate outcome of collaboration, the institution's prudent approach helps prevent disproportionate rates that could signal strategic attempts to inflate institutional credit or “affiliation shopping,” thereby safeguarding its academic reputation.
With a Z-score of -0.315 compared to the national average of -0.174, the institution demonstrates a prudent profile in managing its publication quality. This indicates that its processes are managed with more rigor than the national standard. Retractions are complex events, and a low rate suggests that the institution's quality control mechanisms prior to publication are functioning effectively, minimizing the risk of systemic failures, recurring malpractice, or a lack of methodological rigor that could compromise its integrity culture.
The institution's Z-score for self-citation is 1.491, which, while indicating a medium level of risk, is notably lower than the national average of 2.028. This points to 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, by keeping this rate below the national trend, the institution reduces the risk of creating scientific 'echo chambers' and avoids the perception of endogamous impact inflation, ensuring its work is validated by the broader global community.
The institution's Z-score of 1.186 is slightly above the national average of 1.078, indicating a high exposure to this particular risk. This suggests the center is more prone than its national peers to publishing in journals that do not meet international ethical or quality standards. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. It exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among researchers to avoid channeling valuable scientific production into 'predatory' or low-quality outlets.
The institution presents a Z-score of -1.294, a very low value that is well below the national Z-score of -0.325. This demonstrates a low-profile consistency, where the complete absence of risk signals in this area aligns with and even improves upon the national standard. This indicates that authorship practices at the institution are transparent and accountable, successfully avoiding the risk of author list inflation or the inclusion of 'honorary' authors, which can dilute individual responsibility.
With a Z-score of -1.496, significantly lower than the national average of -0.751, the institution shows an exemplary absence of risk in this indicator. This low-profile consistency demonstrates that the institution's scientific prestige is structural and generated from within, rather than being dependent on external collaborations where it does not exercise intellectual leadership. This strong internal capacity for high-impact research is a key indicator of scientific maturity and sustainability, confirming that its excellence metrics are a result of genuine internal capabilities.
The institution's Z-score of -1.413 is exceptionally low compared to the national Z-score of -0.158, indicating a consistent and healthy research environment. The absence of hyperprolific authors suggests a strong balance between quantity and quality in its scientific production. This effectively mitigates risks such as coercive authorship or the assignment of authorship without real participation, reinforcing a culture where the integrity of the scientific record is prioritized over the inflation of publication metrics.
The institution's Z-score of -0.268 is identical to the national average, reflecting a state of integrity synchrony. This perfect alignment with a national environment of maximum scientific security in this area shows that the institution does not rely excessively on its own publication channels. By avoiding this practice, it sidesteps potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes independent external peer review and achieves genuine global visibility and validation.
With a Z-score of 2.949, the institution shows a significant risk level that is substantially higher than the national average of 0.628. This indicates a pattern of risk accentuation, where the institution amplifies vulnerabilities present in the national system. This high value is a critical alert for the practice of 'salami slicing,' where studies may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence and overburdens the review system but also prioritizes volume over the generation of significant new knowledge, requiring immediate attention from management.