IMT Atlantique

EXECUTIVE SUMMARY AND STRATEGIC VISION

IMT Atlantique presents a balanced integrity profile, with an overall score of -0.054 that aligns closely with the global average. The institution demonstrates exceptional strengths in governance, evidenced by very low-risk indicators in Rate of Multiple Affiliations, Rate of Output in Discontinued Journals, and Rate of Output in Institutional Journals, which signal robust adherence to international best practices. However, this is contrasted by a cluster of medium-risk indicators, most notably a high Rate of Redundant Output, alongside elevated levels of Retracted Output and Institutional Self-Citation. These areas of vulnerability require strategic attention. According to SCImago Institutions Rankings data, the institution's scientific excellence is concentrated in key areas such as Computer Science, Engineering, Agricultural and Biological Sciences, and Mathematics. The identified risks, particularly those related to research fragmentation and insularity, could challenge the institution's mission "to contribute to economic development through education, research and innovation." Practices that prioritize volume over substance may undermine the credibility of its innovation and compromise the standard of excellence it aims to uphold. By proactively addressing these medium-risk vulnerabilities, IMT Atlantique can ensure its operational practices fully reflect its strategic mission, reinforcing its reputation as a leader in research and innovation.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

With a Z-score of -1.297, IMT Atlantique exhibits a very low-risk profile, in stark contrast to the medium-risk national average of 0.648. This demonstrates a form of preventive isolation, where the institution successfully avoids the risk dynamics prevalent in its national environment. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The institution's excellent result suggests that its governance and affiliation policies are clear and effective, preventing the "affiliation shopping" practices that may be more common elsewhere in the country and ensuring that research credit is attributed with precision and integrity.

Rate of Retracted Output

The institution's Z-score of 0.211 places it in the medium-risk category, a moderate deviation from the low-risk national standard (-0.189). This suggests that IMT Atlantique shows a greater sensitivity to factors leading to retractions than its national peers. A rate significantly higher than the average is a critical alert that pre-publication quality control mechanisms may be failing systemically. This vulnerability in the institution's integrity culture could point to recurring methodological weaknesses or a lack of rigorous supervision, warranting an immediate qualitative review by management to identify and rectify the root causes.

Rate of Institutional Self-Citation

IMT Atlantique's Z-score of 0.300 indicates a medium risk, diverging from the low-risk national profile (-0.200). This moderate deviation highlights a greater institutional tendency toward internal citation patterns compared to its peers. A high value in this area warns of potential scientific isolation or the formation of an "echo chamber," where research is validated internally without sufficient external scrutiny. This dynamic poses a risk of endogamous impact inflation, suggesting that the institution's academic influence may be more a product of internal reinforcement than of broad recognition by the global scientific community.

Rate of Output in Discontinued Journals

Both IMT Atlantique (Z-score: -0.367) and the national environment (Z-score: -0.450) demonstrate a very low risk of publishing in discontinued journals. However, the institution's score is slightly higher, representing a minimal signal of residual noise in an otherwise secure context. While the risk is negligible, this subtle difference indicates that the institution is the first to show any activity, however small, in this area. It underscores that even in a high-integrity environment, constant vigilance and information literacy are necessary to ensure all researchers avoid channeling work through media that fail to meet international ethical and quality standards.

Rate of Hyper-Authored Output

The institution's Z-score of 0.803 reflects a medium-risk level, which is consistent with the national trend (0.859). However, its slightly lower score suggests a degree of differentiated management, indicating that IMT Atlantique is effectively moderating a risk that appears common across the country. While extensive author lists can be legitimate in "Big Science," a medium-risk score outside these contexts can signal author list inflation. The institution's ability to keep this rate below the national average points to potentially stronger internal practices for distinguishing between necessary large-scale collaboration and honorary authorship, thereby preserving individual accountability.

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

IMT Atlantique's Z-score of 0.265 is in the medium-risk range, but it is significantly lower than the national average of 0.512. This demonstrates differentiated management of a systemic national issue. A wide positive gap can signal that an institution's prestige is overly dependent on external partners rather than its own structural capacity. The institution's more moderate score suggests that it exercises greater intellectual leadership in its collaborations compared to its national peers, thereby mitigating the risk of its reputation being built on exogenous influence and better reflecting its true internal scientific strength.

Rate of Hyperprolific Authors

With a Z-score of -0.408, the institution's risk level is low, but it is slightly higher than the national average of -0.654. This subtle difference points to an incipient vulnerability. While the current level is not alarming, it indicates that the institution shows early signals of this risk factor that warrant review before they escalate. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This signal should prompt a review to ensure that institutional pressures are not inadvertently encouraging imbalances between quantity and quality or fostering practices like coercive authorship.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is nearly identical to the national average of -0.246, with both at a very low-risk level. This reflects a state of integrity synchrony, demonstrating the institution's total alignment with a national environment of maximum scientific security on this front. This result confirms that IMT Atlantique avoids the conflicts of interest associated with academic endogamy. By not relying on in-house journals, it ensures its scientific production consistently undergoes independent external peer review, safeguarding its global visibility and competitive validation.

Rate of Redundant Output

IMT Atlantique's Z-score of 1.695 is in the medium-risk category but is substantially higher than the national average of 0.387. This disparity indicates a high exposure, making the institution significantly more prone to showing alert signals for this behavior than its environment. A high value warns of the potential practice of "salami slicing"—dividing a coherent study into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the scientific evidence but also overburdens the review system, prioritizing publication volume over the generation of significant new knowledge.