Ecole Nationale Superieure d'Arts et Metiers

Region/Country

Western Europe
France
Universities and research institutions

Overall

-0.241

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
1.325 0.648
Retracted Output
-0.334 -0.189
Institutional Self-Citation
0.446 -0.200
Discontinued Journals Output
-0.320 -0.450
Hyperauthored Output
-0.968 0.859
Leadership Impact Gap
-1.417 0.512
Hyperprolific Authors
-0.880 -0.654
Institutional Journal Output
-0.268 -0.246
Redundant Output
0.058 0.387
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Ecole Nationale Superieure d'Arts et Metiers demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.241, which indicates a performance well within the parameters of good international practice. The institution's primary strengths lie in its capacity for intellectual leadership, with a minimal gap between its overall impact and the impact of research led by its own staff, and a controlled approach to hyper-authorship, effectively mitigating national trends. However, areas requiring strategic attention include a higher-than-average rate of multiple affiliations and institutional self-citation, which present a medium-level risk of distorting institutional credit and impact. According to SCImago Institutions Rankings data, the institution excels in several key areas, showing particular strength in Social Sciences (ranked 21st in France), Mathematics (27th), Business, Management and Accounting (42nd), and Energy (43rd). Although the institution's specific mission statement was not available for this analysis, the identified risks, particularly those related to potential impact inflation, could challenge any mission centered on authentic academic excellence and societal contribution. To ensure long-term reputational security, it is recommended that the institution leverage its clear strengths in research autonomy and quality control to develop targeted policies that address the observed vulnerabilities in affiliation and citation practices, thereby reinforcing its commitment to transparent and verifiable scientific leadership.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 1.325, which is notably higher than the national average of 0.648. Although both the institution and the country operate within a medium-risk framework for this indicator, the institution's score suggests a significantly higher exposure to this dynamic. This pattern indicates that the institution is more prone than its national peers to practices that could be perceived as strategic attempts to inflate institutional credit. While multiple affiliations are often legitimate, this heightened rate warrants a review to ensure that all affiliations reflect substantive collaboration rather than "affiliation shopping," thereby safeguarding the transparency of institutional contributions.

Rate of Retracted Output

With a Z-score of -0.334, the institution demonstrates a lower rate of retractions than the national average of -0.189. This reflects a prudent and rigorous profile in managing its scientific output. The institution's performance suggests that its pre-publication quality control mechanisms are more robust than the national standard. This low rate indicates that when retractions do occur, they are likely the result of responsible supervision and the honest correction of errors, reinforcing a culture of integrity and accountability rather than signaling any systemic vulnerability.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is 0.446 (medium risk), a moderate deviation from the national average of -0.200 (low risk). This discrepancy suggests the institution is more sensitive to this particular risk factor than its peers across the country. A certain level of self-citation is natural, but this elevated rate could signal the formation of a scientific 'echo chamber.' It warns of a potential for endogamous impact inflation, where the institution's academic influence might be disproportionately validated by internal dynamics rather than by broader recognition from the global scientific community, meriting a closer look at citation patterns.

Rate of Output in Discontinued Journals

The institution shows a Z-score of -0.320, which, while low, represents a slight divergence from the national context's very low score of -0.450. This indicates the presence of a minor risk signal that is largely absent at the national level. This subtle activity suggests a need for enhanced vigilance and due diligence in the selection of dissemination channels. To avoid reputational damage and the misallocation of research efforts, it is crucial to ensure that researchers are equipped with the information literacy needed to distinguish credible journals from those that do not meet international ethical or quality standards.

Rate of Hyper-Authored Output

With a Z-score of -0.968, the institution maintains a low rate of hyper-authored publications, contrasting sharply with the medium-risk national average of 0.859. This demonstrates significant institutional resilience, suggesting that internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. This strong performance indicates that the institution successfully distinguishes between necessary massive collaboration in "Big Science" and questionable practices like 'honorary' authorship, thereby preserving individual accountability and the transparency of contributions.

Gap between Impact of total output and the impact of output with leadership

The institution exhibits a Z-score of -1.417, a very low-risk signal that indicates a strong foundation of intellectual leadership. This performance represents a preventive isolation from the national trend, where a medium-risk score of 0.512 suggests a greater reliance on external partners for impact. The institution's score confirms that its scientific prestige is not dependent on exogenous factors but is instead structural and built upon real internal capacity. This healthy balance demonstrates that its excellence metrics are a direct result of research where it exercises clear intellectual leadership.

Rate of Hyperprolific Authors

The institution's Z-score of -0.880 is indicative of a low-risk environment, surpassing the already low national average of -0.654. This prudent profile suggests that the institution manages its research processes with more rigor than the national standard. By maintaining a controlled level of individual publication volume, the institution effectively avoids the risks associated with hyper-prolificacy, such as imbalances between quantity and quality or coercive authorship, thereby fostering an environment that prioritizes the integrity of the scientific record over sheer metrics.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution is in near-perfect alignment with the national average of -0.246, both reflecting a state of integrity synchrony. This shared environment of maximum scientific security shows a clear commitment to external validation and global visibility. The virtual absence of this risk signal confirms that the institution avoids potential conflicts of interest and academic endogamy, choosing to subject its research to independent, international peer review rather than relying on internal channels that could be used to bypass standard competitive validation.

Rate of Redundant Output

The institution's Z-score of 0.058, while categorized as a medium risk, is significantly lower than the national average of 0.387. This demonstrates a differentiated management approach, whereby the institution effectively moderates a risk that is more common across the country. This capacity to control the practice of 'salami slicing' suggests a greater focus on publishing coherent, significant new knowledge rather than artificially inflating productivity metrics by fragmenting studies into minimal publishable units. This approach strengthens the scientific record and respects the resources of the peer-review system.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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