Universite de Bordeaux

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Université de Bordeaux demonstrates a robust scientific integrity profile, with an overall risk score of -0.344 that indicates a performance significantly stronger than the global average. This solid foundation is built upon exceptional control in key areas, particularly the near-absence of retracted publications, hyperprolific authors, and output in discontinued or institutional journals. These strengths are a testament to effective internal governance and quality control. However, moderate risk signals are present in indicators related to hyper-authorship, the gap in impact between collaborative and institution-led research, and redundant publications. These areas, while not critical, warrant strategic attention. The university's strong integrity framework supports its outstanding academic performance, evidenced by its Top 10 national rankings in the SCImago Institutions Rankings across diverse fields such as Medicine, Dentistry, and Mathematics. This alignment of ethical practice and research excellence is crucial to fulfilling its mission as a "Campus of Excellence." The identified moderate risks, particularly the dependency on external collaborations for impact, could challenge the long-term goal of fostering sovereign, high-quality research. By addressing these specific vulnerabilities, the Université de Bordeaux can further enhance its institutional resilience and solidify its role as a leader in the European higher education and research landscape.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.268, a low-risk value that contrasts favorably with the national average of 0.648. This demonstrates a notable institutional resilience, as the university successfully mitigates systemic risks that appear more prevalent across the country. While multiple affiliations are often a legitimate outcome of researcher mobility and partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The Université de Bordeaux's controlled rate suggests that its collaborative framework is well-governed, effectively filtering out practices like "affiliation shopping" and ensuring that co-authorships reflect genuine scientific cooperation rather than mere metric optimization.

Rate of Retracted Output

With an exceptionally low Z-score of -0.512 compared to the country's score of -0.189, the institution shows exemplary performance in this area. This result indicates a consistent and robust approach to quality assurance that aligns with, and even surpasses, the national standard. Retractions can be complex, but a rate significantly higher than average often alerts to a systemic vulnerability in an institution's integrity culture. The virtual absence of this signal at the Université de Bordeaux suggests that its pre-publication quality control mechanisms are highly effective, preventing recurring malpractice or methodological flaws and reinforcing its commitment to a culture of scientific integrity.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is -0.688, which is significantly lower than the national average of -0.200. This prudent profile indicates that the university manages its citation practices with more rigor than the national standard. While a certain level of self-citation is natural in developing research lines, high rates can signal scientific isolation or "echo chambers." The university's very low score demonstrates a strong orientation towards external validation and global community recognition, effectively avoiding the risk of endogamous impact inflation and ensuring its academic influence is measured by broad, independent scrutiny.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.436 is almost identical to the national average of -0.450, reflecting a state of integrity synchrony. This total alignment with a secure national environment shows that the university's researchers exercise excellent due diligence in selecting dissemination channels. A high proportion of publications in such journals would constitute a critical alert, exposing the institution to severe reputational risks. The university's strong performance here confirms its commitment to publishing in media that meet international ethical and quality standards, thereby avoiding predatory practices and ensuring the responsible use of research resources.

Rate of Hyper-Authored Output

The institution exhibits a Z-score of 1.080, which is elevated compared to the national average of 0.859. This indicates a high exposure to this risk factor, suggesting the center is more prone to showing alert signals than its environment. While extensive author lists are legitimate in "Big Science" disciplines, a high score outside these contexts can point to author list inflation, which dilutes individual accountability. This signal serves as a prompt for the institution to verify that its authorship practices distinguish between necessary massive collaboration and "honorary" attributions, ensuring transparency and responsibility in its research output.

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

With a Z-score of 0.783, the institution shows a wider gap than the national average of 0.512. This suggests a high exposure to the risk of impact dependency. A significant positive gap, where overall impact is high but the impact of institution-led research is comparatively low, signals a potential sustainability risk. This value suggests that a portion of the university's scientific prestige may be dependent and exogenous, rather than structurally embedded. It invites strategic reflection on whether its excellence metrics stem from genuine internal capacity or from positioning in collaborations where it does not exercise primary intellectual leadership.

Rate of Hyperprolific Authors

The institution's Z-score of -1.181 is exceptionally low, marking a significant positive deviation from the already low national average of -0.654. This near-total absence of risk signals demonstrates a healthy and consistent research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The university's excellent result indicates that it effectively avoids the pressures that can lead to coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over sheer metrics.

Rate of Output in Institutional Journals

The institution's Z-score of -0.263 is in close alignment with the national average of -0.246, indicating a shared commitment to external publication channels. This integrity synchrony reflects a secure practice across the national system. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent peer review. The university's negligible rate in this indicator confirms its focus on global visibility and competitive validation, ensuring its scientific production is vetted through standard, external processes.

Rate of Redundant Output

The institution's Z-score of 0.188, while indicating a moderate risk, is notably lower than the national average of 0.387. This suggests a differentiated management approach, where the university successfully moderates a risk that appears more common in the country. Massive bibliographic overlap between publications often indicates "salami slicing"—the practice of dividing a study into minimal units to inflate productivity. The university's better-than-average performance shows more effective control over this practice, promoting the publication of significant new knowledge over fragmented, high-volume output, although it remains an area deserving of continued oversight.