| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.157 | 0.648 |
|
Retracted Output
|
-0.174 | -0.189 |
|
Institutional Self-Citation
|
-0.224 | -0.200 |
|
Discontinued Journals Output
|
-0.104 | -0.450 |
|
Hyperauthored Output
|
-0.954 | 0.859 |
|
Leadership Impact Gap
|
-1.372 | 0.512 |
|
Hyperprolific Authors
|
-0.860 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
0.389 | 0.387 |
Telecom SudParis presents a robust and well-balanced scientific integrity profile, reflected in an overall risk score of -0.078. The institution demonstrates significant strengths in key areas of research governance, particularly in its capacity for independent intellectual leadership and its minimal reliance on institutional journals, both of which show very low risk levels. This solid foundation is complemented by a prudent management of self-citation and hyperprolific authorship. The institution's performance aligns with its strong reputation in core thematic areas, as evidenced by its high national rankings in Computer Science (13th), Mathematics (17th), and Engineering (19th) according to SCImago Institutions Rankings data. However, two areas warrant strategic attention: a medium-risk level in redundant output, which mirrors a national trend, and a notably high rate of multiple affiliations, which exceeds the national average. As mission-specific information was not available for this analysis, a direct alignment assessment is not possible; nevertheless, addressing these vulnerabilities is crucial for safeguarding the principles of excellence and transparency that underpin a leading technological institution. A proactive review of affiliation and publication strategies will ensure that the institution's impressive scientific output remains synonymous with the highest standards of integrity.
With a Z-score of 2.157, the institution shows a higher exposure to this medium-risk indicator compared to the national average of 0.648. This suggests that while the practice is common in the French system, Telecom SudParis is more prone to its associated risks. While multiple affiliations are often legitimate, this elevated rate warrants a review of institutional policies to ensure that affiliations are not being used strategically to inflate institutional credit or as a form of “affiliation shopping,” but rather reflect genuine and substantive collaborations.
The institution's Z-score of -0.174 is statistically normal and fully aligned with the national average of -0.189, both within a low-risk range. This indicates that the rate of retractions is not a point of concern and is consistent with what is expected for an institution of its size and context. This level suggests that quality control mechanisms are functioning appropriately, and when retractions do occur, they likely represent the responsible correction of unintentional errors rather than systemic failures in research integrity.
The institution demonstrates a prudent profile with a Z-score of -0.224, managing this indicator with slightly more rigor than the national standard (-0.200), which is also at a low-risk level. This performance indicates that the institution successfully avoids the creation of scientific 'echo chambers.' By maintaining a low rate of institutional self-citation, Telecom SudParis ensures its work is validated by the broader external scientific community, mitigating the risk of endogamous impact inflation and confirming that its academic influence is based on global recognition.
A slight divergence is noted in this area, where the institution's low-risk Z-score of -0.104 contrasts with the very low-risk national benchmark of -0.450. This suggests that, compared to its national peers, the institution's researchers show a minor but detectable tendency to publish in journals that later cease operation. This serves as a mild alert regarding due diligence in selecting dissemination channels and highlights an opportunity to reinforce information literacy among researchers to avoid channeling work through media that may not meet long-term quality standards, thus preventing potential reputational risks.
Telecom SudParis displays significant institutional resilience, with a low-risk Z-score of -0.954 that stands in stark contrast to the medium-risk level seen across France (0.859). This indicates that the institution effectively acts as a filter against the systemic national trend towards inflated author lists. This strong performance suggests that internal governance successfully distinguishes between necessary massive collaboration and questionable practices like 'honorary' authorship, thereby preserving individual accountability and transparency in its scientific contributions.
The institution shows exceptional strength in this area, with a very low-risk Z-score of -1.372 that signals a complete disconnection from the medium-risk dynamics observed nationally (0.512). This result indicates that the institution's scientific prestige is not dependent on external partners but is driven by its own structural capacity and intellectual leadership. This is a clear marker of scientific maturity and sustainability, demonstrating that its high-impact research is a direct result of genuine internal capabilities rather than a secondary role in collaborations led by others.
With a Z-score of -0.860, the institution maintains a prudent profile that is more rigorous than the national low-risk standard of -0.654. This controlled approach suggests a healthy institutional culture that prioritizes quality over sheer volume of publications. By effectively managing this indicator, Telecom SudParis mitigates the risks associated with extreme individual productivity, such as coercive authorship or the assignment of credit without real participation, ensuring the integrity of its scientific record.
The institution's performance in this indicator is exemplary, showing a total absence of risk signals with a Z-score of -0.268, which is even lower than the minimal national average (-0.246). This demonstrates a firm commitment to external, independent peer review. By avoiding reliance on in-house journals, Telecom SudParis eliminates potential conflicts of interest and the risk of academic endogamy, ensuring its research undergoes standard competitive validation and maximizing its global visibility.
The institution's medium-risk Z-score of 0.389 is almost identical to the national average of 0.387, indicating its participation in a systemic pattern common throughout the country. This alignment suggests that shared academic pressures may be influencing publication strategies. This value serves as an alert to the potential practice of 'salami slicing,' where a single study is fragmented into minimal publishable units to artificially inflate productivity. It is advisable to review internal incentives to ensure they prioritize the generation of significant new knowledge over the volume of publications.
