Universite Paris Dauphine

Region/Country

Western Europe
France
Universities and research institutions

Overall

-0.470

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.784 0.648
Retracted Output
-0.061 -0.189
Institutional Self-Citation
-0.983 -0.200
Discontinued Journals Output
-0.454 -0.450
Hyperauthored Output
-1.018 0.859
Leadership Impact Gap
-3.814 0.512
Hyperprolific Authors
-1.413 -0.654
Institutional Journal Output
-0.268 -0.246
Redundant Output
3.531 0.387
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Université Paris Dauphine demonstrates a robust scientific integrity profile, with an overall risk score of -0.470 indicating performance that is significantly better than the global average. The institution exhibits exceptional strength in maintaining structural academic independence and fostering a culture of external validation, as evidenced by very low-risk indicators in Institutional Self-Citation, the Gap between total and led impact, and the Rate of Hyperprolific Authors. These strengths align well with the institution's thematic leadership, particularly in Mathematics, Computer Science, and Economics, Econometrics and Finance, where it ranks among the top 20 in France according to SCImago Institutions Rankings data. However, this solid foundation is contrasted by a critical alert in the Rate of Redundant Output (Salami Slicing), which is significantly elevated. This practice of fragmenting research to inflate publication counts directly challenges the institutional mission to "foster futures" and empower individuals, as it prioritizes metrics over the generation of meaningful knowledge. To fully align its practices with its stated values of excellence and societal responsibility, the university should leverage its considerable strengths in research governance to implement targeted strategies that promote substantive scientific contributions over sheer volume.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.784, a low-risk value that contrasts favorably with the national average of 0.648. This demonstrates a notable institutional resilience, suggesting that internal control mechanisms are effectively mitigating the systemic risks of affiliation inflation observed more broadly across the country. While multiple affiliations can be a legitimate outcome of collaboration, the institution's low rate indicates that it successfully avoids the strategic "affiliation shopping" that can be used to artificially boost institutional credit, thereby maintaining a clear and transparent representation of its collaborative footprint.

Rate of Retracted Output

With a Z-score of -0.061, the institution's risk level is low, yet it is slightly higher than the national average of -0.189. This subtle difference signals an incipient vulnerability that warrants review before it escalates. Retractions are complex events, and some can reflect responsible scientific correction. However, a rate that is slightly elevated compared to the national baseline, even within a low-risk band, suggests that pre-publication quality control mechanisms could be reinforced to prevent any potential systemic weaknesses in methodological rigor or integrity culture from developing further.

Rate of Institutional Self-Citation

The institution's Z-score of -0.983 is in the very low-risk category, performing significantly better than the national average of -0.200. This demonstrates a low-profile consistency, where the near-total absence of risk signals aligns with and improves upon the national standard. This result is a strong indicator of healthy integration within the global scientific community, effectively avoiding the creation of 'echo chambers' or scientific isolation. It suggests that the institution's academic influence is validated by broad external scrutiny rather than being inflated by endogamous internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.454 is nearly identical to the national average of -0.450, placing both in the very low-risk category. This reflects a state of integrity synchrony, indicating total alignment with a national environment of maximum scientific security in the selection of publication venues. This shared commitment to avoiding journals that do not meet international ethical or quality standards demonstrates robust due diligence and protects the institution from the reputational and resource risks associated with predatory publishing practices.

Rate of Hyper-Authored Output

With a Z-score of -1.018, the institution shows a low incidence of hyper-authorship, standing in stark contrast to the medium-risk national average of 0.859. This disparity highlights the institution's resilience and suggests that its governance effectively filters out the systemic pressures for authorship inflation seen elsewhere. This is a positive signal of a culture that values transparency and accountability, successfully distinguishing between necessary large-scale collaboration and the dilutive effects of 'honorary' or political authorship practices.

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

The institution exhibits an exceptionally low Z-score of -3.814, indicating a state of preventive isolation from the medium-risk national trend (Z-score of 0.512). This outstanding result signifies that the university does not replicate the risk dynamics of dependency observed in its environment. A very low gap suggests that the institution's scientific prestige is structural and sustainable, built upon genuine internal capacity and intellectual leadership. This reflects a mature research ecosystem where excellence is generated endogenously, not merely imported through collaborations where the institution does not lead.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is in the very low-risk range, substantially better than the national low-risk average of -0.654. This low-profile consistency, where the absence of risk signals is even more pronounced than the national standard, points to a healthy research environment. It suggests a culture that prioritizes the quality and integrity of the scientific record over sheer volume, successfully avoiding the potential imbalances and questionable practices—such as coercive authorship or superficial contributions—that can be associated with extreme individual publication rates.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution's rate of publication in its own journals is almost identical to the national average of -0.246, with both at a very low-risk level. This integrity synchrony demonstrates a shared national commitment to seeking external validation and global visibility for its research. By avoiding over-reliance on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production is vetted through independent, competitive peer review.

Rate of Redundant Output

The institution displays a Z-score of 3.531, a significant-risk level that indicates a sharp accentuation of the vulnerabilities present in the national system (Z-score of 0.387). This critical value is a powerful alert to the widespread practice of 'salami slicing,' where coherent studies are fragmented into minimal publishable units to artificially inflate productivity metrics. This behavior not only distorts the scientific evidence available to the community but also overburdens the peer-review system. It signals an urgent need to re-evaluate incentive structures to prioritize the generation of significant new knowledge over the maximization of publication volume.

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