| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.326 | 0.648 |
|
Retracted Output
|
0.380 | -0.189 |
|
Institutional Self-Citation
|
-0.838 | -0.200 |
|
Discontinued Journals Output
|
-0.440 | -0.450 |
|
Hyperauthored Output
|
0.518 | 0.859 |
|
Leadership Impact Gap
|
0.755 | 0.512 |
|
Hyperprolific Authors
|
-1.163 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
0.597 | 0.387 |
The Université de Lille presents a balanced scientific integrity profile, with an overall risk score of -0.098 that indicates performance in line with global expectations. The institution demonstrates significant strengths and a robust culture of integrity in key areas, showing very low risk in Institutional Self-Citation, Output in Discontinued Journals, Hyperprolific Authorship, and Output in Institutional Journals. These results point to a strong commitment to external validation and responsible publication practices. However, this is counterbalanced by medium-risk signals in four areas: Retracted Output, Hyper-Authored Output, the gap in impact between led and collaborative research, and Redundant Output. These vulnerabilities require strategic attention. According to SCImago Institutions Rankings data, the university's research excellence is particularly notable in Economics, Econometrics and Finance (ranked 1st in France), Business, Management and Accounting (2nd), Social Sciences (3rd), and Psychology (5th). While the institution's specific mission was not provided for this analysis, the identified medium-risk indicators—particularly those related to retractions and redundant publications—could challenge a universal commitment to research excellence and social responsibility by potentially prioritizing quantity over quality. To consolidate its leadership, the Université de Lille is encouraged to leverage its clear strengths in research ethics to develop targeted policies that address the identified vulnerabilities, thereby ensuring its prestigious academic output is built upon a foundation of maximum scientific integrity.
The institution registers a Z-score of -0.326, positioning it at a low-risk level, which contrasts favorably with the national Z-score of 0.648, a medium-risk value. This suggests a notable degree of institutional resilience, where internal control mechanisms appear to effectively mitigate systemic risks that are more prevalent across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's lower rate indicates that its governance structures are successful in preventing the kind of strategic "affiliation shopping" or credit inflation that may be contributing to the higher national average. This prudent profile reinforces the transparency and clarity of its institutional contributions.
With a Z-score of 0.380, the institution exhibits a medium level of risk, representing a moderate deviation from the national standard, which stands at a low-risk Z-score of -0.189. This discrepancy suggests the university is currently more sensitive to risk factors leading to retractions than its national peers. Retractions are complex events, and while some signify responsible supervision in correcting errors, a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. This Z-score suggests that quality control mechanisms prior to publication may be facing challenges, indicating that possible recurring malpractice or a lack of methodological rigor requires immediate qualitative verification by management.
The institution demonstrates an exceptionally strong performance with a Z-score of -0.838, indicating a very low risk that is substantially better than the country's already low-risk Z-score of -0.200. This result signals a low-profile consistency, where the absence of risk signals not only aligns with but exceeds the national standard. A certain level of self-citation is natural, but the university's minimal rate effectively dismisses any concern of scientific isolation or 'echo chambers.' This value confirms that the institution's academic influence is validated by the global community rather than being inflated by internal dynamics, reflecting a high degree of external scrutiny and recognition.
The institution's Z-score of -0.440 is almost identical to the national average of -0.450, with both reflecting a very low-risk level. This demonstrates a clear integrity synchrony and total alignment with an environment of maximum scientific security. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence, but these scores indicate that both the university and the country as a whole are effectively channeling their scientific production through media that meet international ethical and quality standards. This shared commitment minimizes reputational risks and avoids the waste of resources on 'predatory' or low-quality practices.
With a Z-score of 0.518, the institution is in the medium-risk category, a level it shares with the national average of 0.859. However, the university's score is significantly lower, pointing to differentiated management that successfully moderates risks that appear more common across the country. In fields outside of 'Big Science,' a high rate of hyper-authorship can indicate author list inflation, diluting individual accountability. The institution's more contained score suggests that while it is not immune to this national trend, its internal practices or policies provide a better filter against 'honorary' or political authorship, promoting greater transparency than its peers.
The institution presents a Z-score of 0.755, a medium-risk value that indicates high exposure to this particular vulnerability, especially when compared to the national Z-score of 0.512. Although both are at a medium-risk level, the university is more prone to showing alert signals in this area. A wide positive gap suggests that the institution's scientific prestige may be dependent and exogenous, not structural. This higher value warrants reflection on whether its strong excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership, posing a potential risk to its long-term scientific autonomy.
The institution's Z-score of -1.163 places it in the very low-risk category, a result that demonstrates low-profile consistency and a more secure position compared to the national Z-score of -0.654 (low risk). The near-total absence of this risk signal is a significant institutional strength. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or a focus on quantity over quality. The university's excellent score indicates a healthy research environment that effectively avoids these dynamics, fostering a culture where productivity is balanced with scientific integrity.
The institution's Z-score of -0.268 is virtually identical to the national average of -0.246, placing both in the very low-risk category. This reflects a state of integrity synchrony, showing total alignment with a national environment of maximum scientific security. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The negligible scores at both the institutional and national levels demonstrate a strong, shared commitment to global dissemination and competitive validation, ensuring that research output is assessed by the broader international scientific community.
The institution's Z-score of 0.597 places it in the medium-risk category and signals high exposure to this issue, as it is notably higher than the national average Z-score of 0.387. This indicates that the university is more prone to showing alert signals for redundant output than its environment. A high value warns of the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a behavior known as 'salami slicing.' This trend at the institution suggests a potential prioritization of volume over significant new knowledge, which can distort the scientific evidence base and warrants a review of publication incentives.
