| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.006 | 0.648 |
|
Retracted Output
|
-0.390 | -0.189 |
|
Institutional Self-Citation
|
-0.461 | -0.200 |
|
Discontinued Journals Output
|
-0.527 | -0.450 |
|
Hyperauthored Output
|
0.293 | 0.859 |
|
Leadership Impact Gap
|
-0.268 | 0.512 |
|
Hyperprolific Authors
|
-1.413 | -0.654 |
|
Institutional Journal Output
|
0.665 | -0.246 |
|
Redundant Output
|
0.098 | 0.387 |
Universite d'Avignon presents a robust and well-balanced scientific integrity profile, with an overall risk score of -0.113 that indicates a general alignment with best practices. The institution demonstrates exceptional strengths in foundational areas of research quality, showing virtually no risk signals related to retracted publications, output in discontinued journals, or hyperprolific authorship. This solid governance is complemented by a prudent self-citation profile and a notable capacity for intellectual leadership, where the institution's impact is driven by internal capabilities rather than dependency on external collaborations. These strengths provide a firm foundation for its academic excellence, particularly in its highest-ranking thematic areas according to SCImago Institutions Rankings data, which include Engineering, Chemistry, Computer Science, and Mathematics. However, to fully secure its reputation, the university must address moderate-risk indicators that diverge from national trends, specifically a high rate of multiple affiliations and an unusually high reliance on institutional journals. These vulnerabilities, if left unmonitored, could subtly undermine the principles of transparency and external validation that are central to any mission of academic excellence and social responsibility. A strategic focus on reinforcing policies in these specific areas will ensure that the institution's operational practices fully reflect its demonstrated commitment to high-quality research.
The institution exhibits a Z-score of 2.006, which is significantly higher than the national average of 0.648. Although both the university and the country operate within a medium-risk context for this indicator, the institution shows a much greater propensity for this practice. This high exposure suggests that the university is more prone to dynamics that can lead to integrity risks. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The university's elevated score warrants a review of its affiliation policies to ensure they promote genuine collaboration rather than metric-driven inflation.
With a Z-score of -0.390, the institution demonstrates an almost complete absence of risk signals related to retracted publications, a profile that is consistent with the low-risk national standard (Z-score of -0.189). This low-profile consistency is a strong indicator of institutional health. Retractions can be complex, but a rate this far below the global average suggests that the university's quality control mechanisms prior to publication are functioning effectively. This result points to a robust culture of integrity and methodological rigor, where potential errors are likely identified and corrected before they enter the scientific record.
The institution maintains a Z-score of -0.461, reflecting a more rigorous approach than the national standard, which has a Z-score of -0.200. This prudent profile indicates that the university manages its citation practices with greater discipline than its national peers. A certain level of self-citation is natural, but the institution's low rate actively mitigates the risk of creating scientific 'echo chambers' or endogamously inflating its impact. This demonstrates a strong orientation toward external validation and confirms that the institution's academic influence is recognized by the broader global community, not just by internal dynamics.
The institution's Z-score of -0.527 signifies a total operational silence on this indicator, performing even better than the already excellent national average of -0.450. This complete absence of risk signals is a testament to the high level of due diligence exercised by its researchers in selecting dissemination channels. It indicates that the institution's scientific production is not being channeled through media that fail to meet international ethical or quality standards. This effectively shields the university from the severe reputational risks associated with 'predatory' practices and demonstrates a strong institutional commitment to information literacy and responsible publication.
With a Z-score of 0.293, the institution shows a more moderate risk level compared to the national average of 0.859. This reflects a differentiated management approach, where the university successfully moderates a risk that appears more common across the country. While extensive author lists are legitimate in 'Big Science' contexts, the institution's lower score suggests it is more effective at controlling for potential author list inflation. This indicates a healthier balance in distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices, thereby promoting greater individual accountability.
The institution displays a Z-score of -0.268, a low-risk signal that demonstrates significant institutional resilience, especially when compared to the country's medium-risk Z-score of 0.512. While it is common for institutions to rely on external partners for impact, this university's profile indicates that its scientific prestige is structural and not overly dependent on exogenous factors. The low gap suggests that its excellence metrics result from genuine internal capacity and intellectual leadership, mitigating the sustainability risks associated with a prestige that is merely borrowed from collaborations.
The institution's Z-score of -1.413 is exceptionally low, indicating a near-total absence of this risk and aligning perfectly with the low-risk national context (Z-score of -0.654). This low-profile consistency suggests a healthy research environment where the focus is on quality over sheer quantity. By avoiding extreme individual publication volumes, the university sidesteps potential integrity issues such as coercive authorship, data fragmentation, or the assignment of authorship without real participation. This result points to a culture that values meaningful intellectual contributions over the inflation of productivity metrics.
A significant monitoring alert is raised by the institution's Z-score of 0.665, a medium-risk level that represents an unusual and notable deviation from the very low-risk national standard (Z-score of -0.246). This anomaly requires a careful review of its causes. While in-house journals can be valuable, an excessive dependence on them raises potential conflicts of interest, as the institution acts as both judge and party. This high score warns of a risk of academic endogamy, where scientific work might be bypassing independent external peer review, potentially limiting its global visibility and using internal channels as 'fast tracks' for publication without standard competitive validation.
The institution's Z-score for redundant output is 0.098, a moderate signal that is notably lower than the national average of 0.387. This demonstrates differentiated management, suggesting that the university is more effective at moderating risks associated with data fragmentation than its national peers. While citing previous work is normal, the institution's better-than-average control helps prevent the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This indicates a culture that prioritizes the generation of significant new knowledge over the distortion of the scientific record for metric gain.
