| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.936 | 0.648 |
|
Retracted Output
|
-0.277 | -0.189 |
|
Institutional Self-Citation
|
-0.506 | -0.200 |
|
Discontinued Journals Output
|
-0.514 | -0.450 |
|
Hyperauthored Output
|
0.910 | 0.859 |
|
Leadership Impact Gap
|
1.686 | 0.512 |
|
Hyperprolific Authors
|
-1.043 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
-0.540 | 0.387 |
Université Paul Valéry, Montpellier III demonstrates a robust scientific integrity profile, with an overall risk score of -0.333 indicating performance that is healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of redundant output, publication in discontinued journals, hyperprolific authorship, and multiple affiliations, suggesting strong internal governance and a culture of responsible research. However, areas requiring strategic attention have been identified, specifically a medium risk level in hyper-authored publications and a significant gap between the impact of its total output and that of research where it holds a leadership role. According to SCImago Institutions Rankings data, the university's key thematic strengths are concentrated in Agricultural and Biological Sciences, Arts and Humanities, Economics, Econometrics and Finance, and Environmental Science. While the institution's specific mission was not available for this analysis, the identified vulnerabilities could challenge a commitment to academic excellence and intellectual leadership. By addressing the dynamics of authorship credit and strengthening its capacity for high-impact, self-led research, the university can better align its operational reality with its reputational goals, building upon its already solid foundation of scientific integrity.
The institution shows a Z-score of -0.936, in stark contrast to the national average of 0.648, which indicates a medium-risk environment. This demonstrates a clear operational divergence, suggesting the university has effectively insulated itself from a broader national trend toward multiple affiliations. While such affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The institution's position suggests strong control over affiliation practices, avoiding any ambiguity related to “affiliation shopping” and ensuring clear attribution of its scientific contributions.
With a Z-score of -0.277, the institution's rate of retracted output is slightly lower than the national average of -0.189. This indicates a prudent and rigorous approach to quality control that appears to exceed the national standard. Retractions are complex events, and while some signify responsible supervision through the correction of honest errors, a consistently low rate suggests that the institution's pre-publication review mechanisms are functioning effectively. This performance points to a healthy integrity culture where potential errors are likely identified and corrected before they enter the scientific record, reinforcing the reliability of its research.
The institution's rate of self-citation corresponds to a Z-score of -0.506, which is notably lower than the national average of -0.200. This prudent profile suggests that the university's research validation practices are more rigorous than the national standard. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, the institution's lower-than-average rate indicates a healthy integration with the global scientific community, avoiding the scientific isolation or 'echo chambers' that can arise from excessive self-validation. This demonstrates that the institution's academic influence is built on broad external recognition rather than being inflated by internal dynamics.
The institution exhibits a Z-score of -0.514, which is even lower than the already very low national average of -0.450. This signifies a complete absence of risk signals in this area, placing the university in a position of maximum security regarding its choice of publication venues. A high proportion of output in discontinued journals can be a critical alert for a lack of due diligence in selecting dissemination channels. The institution's operational silence on this indicator confirms that its researchers are effectively selecting high-quality, stable venues, thereby protecting its reputation and avoiding the reputational and resource risks associated with 'predatory' or low-quality practices.
The university's Z-score for hyper-authored output is 0.910, slightly above the national average of 0.859. This close alignment suggests the institution reflects a systemic pattern, but its slightly higher score indicates a greater exposure to the associated risks. In disciplines like high-energy physics, extensive author lists are structural and legitimate. However, a high Z-score outside these contexts can indicate author list inflation, diluting individual accountability. This moderate alert suggests a need to review authorship practices to ensure they distinguish between necessary massive collaboration and 'honorary' or political authorship, thereby safeguarding transparency.
The institution presents a Z-score of 1.686, significantly higher than the French average of 0.512. This reveals a high exposure to dependency on external collaboration for impact, a vulnerability that is much more pronounced at the institution than across the country. A very wide positive gap—where global impact is high but the impact of institution-led research is low—signals a sustainability risk. This result suggests that a substantial portion of the university's scientific prestige may be dependent and exogenous, stemming from collaborations where it does not exercise primary intellectual leadership. This invites a strategic reflection on how to build more structural, self-sustaining research capacity.
With a Z-score of -1.043, the institution shows a near-total absence of hyperprolific authors, a rate significantly lower than the national average of -0.654. This low-profile consistency demonstrates that the university's research culture aligns with national standards for responsible productivity. While high productivity can evidence leadership, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. The institution's very low score is a positive signal, indicating an environment that likely prioritizes the quality and substance of research over sheer quantity, thereby avoiding risks such as coercive authorship or the assignment of authorship without real participation.
The institution's Z-score of -0.268 is almost identical to the national average of -0.246. This indicates a complete alignment with the national environment of maximum scientific security regarding publication in institutional journals. In-house journals can be valuable for training, but excessive dependence on them raises conflicts of interest. The university's minimal use of such channels, in synchrony with the national standard, confirms that its scientific production overwhelmingly undergoes independent external peer review, ensuring its validation is competitive and its visibility is global, thus avoiding any risk of academic endogamy.
The university's Z-score for redundant output is -0.540, while the national average stands at 0.387, indicating a medium-risk environment. This stark contrast highlights the institution's preventive isolation from a problematic national trend. The university does not replicate the risk dynamics observed in its environment, effectively preventing the practice of 'salami slicing.' This practice, which involves dividing a coherent study into minimal publishable units to artificially inflate productivity, distorts available scientific evidence. The institution's very low score is a testament to its commitment to publishing complete, significant research, prioritizing new knowledge over metric inflation.