| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.980 | 0.648 |
|
Retracted Output
|
-0.221 | -0.189 |
|
Institutional Self-Citation
|
-0.458 | -0.200 |
|
Discontinued Journals Output
|
-0.433 | -0.450 |
|
Hyperauthored Output
|
-0.275 | 0.859 |
|
Leadership Impact Gap
|
0.158 | 0.512 |
|
Hyperprolific Authors
|
-1.075 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
0.848 | 0.387 |
Ecole Nationale des Ponts ParisTech presents a balanced scientific integrity profile, with an overall risk score of -0.176 that indicates general alignment with expected international standards. The institution demonstrates significant strengths in areas of fundamental research practice, showing very low risk in its selection of publication venues, the prevalence of hyperprolific authors, and the use of institutional journals. However, areas requiring strategic attention emerge in the medium-risk category, specifically concerning the rate of multiple affiliations, the gap between internal and collaborative impact, and the rate of redundant publications. These indicators, while not critical, suggest underlying dynamics that warrant review. According to SCImago Institutions Rankings data, the institution excels and holds a strong national position in key thematic areas such as Computer Science, Economics, Econometrics and Finance, Social Sciences, and Mathematics. Although the institution's specific mission was not available for this analysis, the identified medium-risk signals, such as potential data fragmentation or impact dependency, could challenge universal academic values of excellence and transparency. To safeguard its reputation in its leading fields, it is recommended that the institution focuses on developing clearer policies and monitoring mechanisms for collaboration and publication strategies, thereby transforming these moderate vulnerabilities into new pillars of institutional strength and integrity.
The institution presents a Z-score of 0.980, 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 shows a greater propensity for this dynamic. This suggests a high degree of exposure to the factors driving multiple affiliations. While this pattern is often a legitimate outcome of researcher mobility and partnerships, the elevated rate here warrants a closer look to ensure that these affiliations are not being used strategically for “affiliation shopping” to inflate institutional credit, but rather reflect genuine and substantive scientific collaboration.
With a Z-score of -0.221, the institution's rate of retracted publications is statistically normal and aligns closely with the French national average of -0.189. This low-risk profile indicates that the volume of retractions is well within expected parameters for an institution of its size and context. Such a result does not suggest systemic failures in pre-publication quality control. Instead, it points to a healthy and functional scientific ecosystem where retractions likely represent the responsible correction of unintentional errors, a sign of diligent post-publication supervision and a commitment to the integrity of the scientific record.
The institution demonstrates a prudent profile with a Z-score of -0.458, a value indicating a lower rate of self-citation than the French national average of -0.200. This performance, situated comfortably in the low-risk category, suggests that the institution manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, but this lower-than-average rate indicates a strong reliance on external validation from the global scientific community. It effectively mitigates the risk of operating within an 'echo chamber' and reinforces the idea that the institution's academic influence is driven by broad recognition rather than endogamous internal dynamics.
The institution shows exceptional performance in this area, with a Z-score of -0.433 that is in almost perfect synchrony with the national average of -0.450. This alignment in the very low-risk category signifies a shared commitment to publishing in high-quality, reputable venues. This result demonstrates that the institution exercises strong due diligence in selecting dissemination channels for its research. Such a practice is critical for avoiding the severe reputational risks associated with 'predatory' or low-quality journals and confirms that institutional resources are being invested in outlets that meet international ethical and quality standards.
With a Z-score of -0.275, the institution displays a low rate of hyper-authored publications, demonstrating significant institutional resilience against a national trend that registers a medium-risk score of 0.859. This contrast suggests that the institution's internal control mechanisms are effectively mitigating a systemic risk present in its environment. This performance indicates a culture that successfully distinguishes between necessary, large-scale collaboration and potentially problematic practices like 'honorary' or political authorship, thereby preserving individual accountability and transparency in its scientific contributions.
The institution registers a Z-score of 0.158, indicating a moderate gap, but this is managed with greater control compared to the national average of 0.512. This differentiated management suggests that while a dependency on external collaboration for impact exists, the institution moderates this risk more effectively than its national peers. A wide gap can signal that scientific prestige is largely exogenous. The institution's smaller gap, however, points toward a more sustainable model where it is actively building its own structural capacity for high-impact research and exercising greater intellectual leadership within its collaborations.
The institution exhibits an exceptionally low-risk profile with a Z-score of -1.075, significantly below the already low national average of -0.654. This absence of risk signals is consistent with the national standard but demonstrates an even stronger position of integrity. The near-total absence of authors with extreme publication volumes suggests a healthy institutional culture that prioritizes quality over sheer quantity. This focus helps mitigate risks such as coercive authorship or superficial contributions, ensuring that the scientific record is built on meaningful intellectual work rather than the pursuit of metrics.
With a Z-score of -0.268, the institution's publication practices are in complete alignment with the French national average of -0.246, both reflecting a very low-risk environment. This integrity synchrony indicates a strong institutional and national preference for disseminating research through external channels that provide independent peer review. This practice is crucial for avoiding potential conflicts of interest and academic endogamy, where internal journals might be used as 'fast tracks' for publication. By prioritizing external validation, the institution enhances the global visibility and credibility of its scientific output.
The institution shows high exposure in this area, with a Z-score of 0.848 that is more than double the national average of 0.387, even though both fall within the medium-risk category. This heightened signal suggests the institution is more prone than its peers to practices that can be interpreted as data fragmentation. A high value here serves as an alert for 'salami slicing,' where a single coherent study may be divided into minimal publishable units to artificially inflate productivity metrics. This practice can distort the scientific evidence base and warrants an internal review to ensure that all publications represent significant and substantive contributions to knowledge.