| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.133 | 0.648 |
|
Retracted Output
|
1.206 | -0.189 |
|
Institutional Self-Citation
|
-0.148 | -0.200 |
|
Discontinued Journals Output
|
-0.465 | -0.450 |
|
Hyperauthored Output
|
-0.161 | 0.859 |
|
Leadership Impact Gap
|
-0.306 | 0.512 |
|
Hyperprolific Authors
|
-1.331 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
0.066 | 0.387 |
The Institut National Polytechnique de Toulouse demonstrates a generally robust scientific integrity profile, with an overall risk score of 0.095. This performance is anchored in significant strengths, including very low risk levels in the Rate of Output in Discontinued Journals, Rate of Hyperprolific Authors, and Rate of Output in Institutional Journals, indicating sound governance and a commitment to quality dissemination channels. However, this solid foundation is contrasted by critical vulnerabilities, most notably a significant risk in the Rate of Retracted Output and medium-level risks in Multiple Affiliations and Redundant Output. These areas require strategic attention as they could undermine the institution's notable research excellence, evidenced by its strong national rankings in key thematic areas such as Veterinary (ranked 3rd in France), Energy (20th), Social Sciences (35th), and Environmental Science (38th) according to SCImago Institutions Rankings data. While the institution's specific mission was not provided for this analysis, any pursuit of academic excellence and social responsibility is inherently threatened by risks to scientific integrity. The high rate of retractions, in particular, directly challenges the perception of reliability and rigor. Therefore, it is recommended that the institution leverage its many areas of integrity strength to implement targeted interventions in the identified risk areas, thereby safeguarding its reputation and ensuring its research contributions remain both impactful and trustworthy.
The institution records a Z-score of 0.133, which is considerably lower than the national average of 0.648. Although both the institution and the country operate within a medium-risk context for this indicator, the center demonstrates a more moderated approach. This suggests a differentiated management style that successfully mitigates some of the systemic pressures for multiple affiliations that are more common across the nation. While multiple affiliations can be a legitimate outcome of collaboration, the institution's controlled rate indicates a healthier balance, reducing the potential for strategic "affiliation shopping" aimed at artificially inflating institutional credit.
The institution presents a Z-score of 1.206, a figure that stands in stark contrast to the national average of -0.189. This value represents a severe discrepancy from the national context, where such signals are minimal, indicating an atypical risk activity that requires a deep integrity assessment. Retractions are complex events, but a rate significantly higher than the average, as seen here, suggests that quality control mechanisms prior to publication may be failing systemically. This Z-score alerts to a critical vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.
With a Z-score of -0.148, the institution's rate of self-citation is slightly higher than the national average of -0.200, though both fall within the low-risk category. This minor elevation suggests an incipient vulnerability that warrants review before it escalates. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this subtle increase could be an early signal of a tendency towards scientific isolation or 'echo chambers.' It is advisable to monitor this trend to ensure the institution's academic influence continues to be validated by the global community rather than becoming oversized by internal dynamics.
The institution's Z-score is -0.465, closely mirroring the national average of -0.450. This demonstrates a complete integrity synchrony with the national environment, reflecting a shared commitment to maximum scientific security in publication choices. This very low score indicates that the institution's researchers are effectively exercising due diligence in selecting dissemination channels. This practice avoids the reputational risks associated with channeling scientific production through media that do not meet international ethical or quality standards, confirming a strong culture of information literacy and responsible resource allocation.
The institution shows a Z-score of -0.161, a low-risk value that contrasts favorably with the national medium-risk average of 0.859. This difference highlights a notable institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks of authorship inflation observed elsewhere in the country. By maintaining a lower rate of hyper-authorship, the institution promotes greater individual accountability and transparency, effectively distinguishing its collaborative practices from potential 'honorary' or political authorship dynamics that can dilute the meaning of scientific contribution.
The institution has a Z-score of -0.306, a low-risk value that is significantly healthier than the national medium-risk average of 0.512. This result points to strong institutional resilience, suggesting that the center's scientific prestige is built on a solid foundation of internal capacity. Unlike the national trend, where a wider gap might signal a dependency on external partners for impact, this institution demonstrates that its excellence metrics are largely driven by research where it exercises intellectual leadership. This indicates a sustainable and structural model of scientific influence, rather than one reliant on strategic positioning in external collaborations.
With a Z-score of -1.331, the institution operates at a very low-risk level, which is even more secure than the low-risk national average of -0.654. This demonstrates a low-profile consistency, where the complete absence of risk signals in this area aligns with and improves upon the national standard. This very low rate indicates that the institution fosters a research environment that prioritizes quality and meaningful intellectual contribution over sheer publication volume, effectively avoiding the risks associated with extreme productivity, such as coercive authorship or the assignment of credit without real participation.
The institution's Z-score of -0.268 is almost identical to the national average of -0.246, placing both in the very low-risk category. This reflects an integrity synchrony and a total alignment with an environment of maximum scientific security regarding publication venues. The minimal reliance on in-house journals suggests that the institution's scientific production consistently undergoes independent external peer review, thereby avoiding potential conflicts of interest or academic endogamy. This practice enhances the global visibility and competitive validation of its research output.
The institution's Z-score for redundant output is 0.066, a medium-risk value that is substantially lower than the national average of 0.387. This indicates a capacity for differentiated management, as the center successfully moderates a risk that appears more common at the national level. While the presence of this indicator is a point for attention, the institution's lower score suggests better control over practices like 'salami slicing,' where studies are fragmented to inflate productivity. This proactive management helps protect the integrity of the scientific record and ensures that research contributions are more likely to represent significant new knowledge rather than artificially divided units.