| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.190 | 0.648 |
|
Retracted Output
|
0.155 | -0.189 |
|
Institutional Self-Citation
|
-0.333 | -0.200 |
|
Discontinued Journals Output
|
-0.460 | -0.450 |
|
Hyperauthored Output
|
0.999 | 0.859 |
|
Leadership Impact Gap
|
0.555 | 0.512 |
|
Hyperprolific Authors
|
-1.199 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
-0.182 | 0.387 |
The Université de Toulouse presents a balanced scientific integrity profile, with an overall risk score of -0.022 that closely mirrors the global benchmark. This equilibrium is characterized by notable strengths in areas of procedural rigor, including an exceptionally low rate of output in discontinued journals, minimal incidence of hyperprolific authorship, and negligible reliance on institutional journals for publication. These strengths indicate robust internal governance and a commitment to high-quality dissemination channels. However, this is contrasted by medium-risk signals in four key areas: Multiple Affiliations, Retracted Output, Hyper-Authored Output, and a dependency on external collaborations for impact. These indicators suggest a need for strategic review to ensure that institutional growth is both sustainable and fully aligned with principles of transparency and intellectual leadership. According to SCImago Institutions Rankings data, the institution demonstrates significant thematic leadership, particularly in Earth and Planetary Sciences, Energy, Veterinary, and Chemistry. While the institution's specific mission was not available for this analysis, the identified medium-risk areas could challenge the universal academic goals of excellence and social responsibility. Specifically, a higher-than-average rate of retractions and potential authorship inflation could undermine the credibility that underpins its thematic strengths. A proactive approach to reinforcing quality control and authorship policies will be crucial to safeguarding its reputation and ensuring its research contributions remain impactful and unimpeachable.
The institution exhibits a Z-score of 1.190, which is elevated compared to the national average of 0.648. This indicates that while a medium level of multiple affiliations is a systemic pattern in France, the Université de Toulouse shows a higher exposure to this dynamic. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened rate warrants a closer look. It suggests the institution is more prone than its national peers to practices that could be perceived as strategic attempts to inflate institutional credit or "affiliation shopping," a behavior that can obscure the true origin of research contributions and complicate academic evaluation.
With a Z-score of 0.155, the institution shows a moderate deviation from the national standard, which sits at a low-risk score of -0.189. This discrepancy suggests a greater sensitivity to risk factors than its peers across the country. Retractions are complex events, but a rate significantly higher than the national average serves as an alert. It suggests that the institution's pre-publication quality control mechanisms may be failing more frequently than elsewhere, pointing to a potential vulnerability in its integrity culture. This finding calls for a qualitative verification by management to determine if these are isolated incidents or indicative of recurring methodological issues that require systemic intervention.
The institution demonstrates a prudent profile with a Z-score of -0.333, which is lower than the national average of -0.200. This result indicates that the university manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, reflecting the continuity of research lines. However, by maintaining a rate below its peers, the institution effectively avoids the risks of scientific isolation or creating 'echo chambers.' This prudent approach strengthens its external validation, ensuring its academic influence is a reflection of global community recognition rather than being oversized by internal dynamics.
The institution's Z-score of -0.460 is in almost perfect alignment with the national average of -0.450, reflecting integrity synchrony within an environment of maximum scientific security. This alignment demonstrates an exemplary level of due diligence in the selection of dissemination channels. By consistently avoiding journals that do not meet international ethical or quality standards, the university effectively mitigates severe reputational risks. This practice confirms a strong institutional commitment to information literacy and the responsible use of resources, channeling its scientific production exclusively through credible and enduring platforms.
The institution's Z-score for hyper-authored output is 0.999, slightly above the national average of 0.859. This suggests that while operating within a national context where medium levels of co-authorship are common, the university has a higher exposure to this practice. In certain "Big Science" fields, extensive author lists are legitimate and necessary. However, a rate that exceeds the national benchmark serves as a signal to distinguish between necessary massive collaboration and potential author list inflation. It raises a flag to review whether these patterns are justified by the research context or if they might indicate 'honorary' authorship practices that dilute individual accountability and transparency.
The institution's Z-score of 0.555 is consistent with the national average of 0.512, indicating that its performance reflects a systemic pattern shared across the country. This indicator measures the gap between the impact of all institutional output and the impact of output where the institution holds a leadership role. A high value, as seen here, signals a sustainability risk. It suggests that the institution's scientific prestige may be dependent and exogenous, driven by participation in collaborations where it does not exercise primary intellectual leadership. This invites strategic reflection on how to build more structural, internal capacity to generate high-impact research independently.
With an exceptionally low Z-score of -1.199, the institution demonstrates a strong, low-profile consistency, performing significantly better than the already low-risk national average of -0.654. This absence of risk signals in hyperprolificacy is a clear strength. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and often point to imbalances between quantity and quality. The university's very low score indicates that it successfully fosters a research environment that prioritizes the integrity of the scientific record over raw metrics, effectively mitigating risks such as coercive authorship or authorship assigned without real participation.
The institution's Z-score of -0.268 is in close synchrony with the national average of -0.246, showing total alignment with a national environment of maximum scientific security in this regard. This indicates a strong preference for publishing in external, internationally recognized journals. By avoiding over-reliance on in-house publications, the university circumvents potential conflicts of interest and the risk of academic endogamy. This strategy ensures its scientific production undergoes independent external peer review, maximizing global visibility and validating its research against competitive international standards rather than using internal channels as potential 'fast tracks'.
The institution displays notable resilience with a Z-score of -0.182, positioning it in a low-risk category, in stark contrast to the medium-risk national average of 0.387. This suggests that the university's internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. A high rate of redundant output often indicates data fragmentation or 'salami slicing' to artificially inflate productivity. The institution's low score demonstrates a commitment to publishing significant, coherent studies over minimal publishable units, thereby protecting the integrity of the scientific evidence base and prioritizing new knowledge over volume.
