| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.530 | 0.648 |
|
Retracted Output
|
-0.371 | -0.189 |
|
Institutional Self-Citation
|
0.016 | -0.200 |
|
Discontinued Journals Output
|
-0.486 | -0.450 |
|
Hyperauthored Output
|
1.828 | 0.859 |
|
Leadership Impact Gap
|
0.708 | 0.512 |
|
Hyperprolific Authors
|
-0.288 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
0.237 | 0.387 |
Universite Paris-Saclay demonstrates a robust overall integrity profile, reflected in its low global risk score of 0.028. This performance is anchored in significant strengths, particularly in its rigorous selection of publication venues and control over retractions, which signal strong quality assurance mechanisms. However, this solid foundation is contrasted by areas requiring strategic attention, most notably a significant risk in hyper-authored publications and medium-level risks related to multiple affiliations, self-citation, and a dependency on collaborative impact. These indicators warrant review to ensure they do not undermine the institution's outstanding academic reputation. According to SCImago Institutions Rankings data, the university is a national leader, ranking first in France in critical fields such as Computer Science, Engineering, Mathematics, and Physics and Astronomy. As the institution's specific mission statement was not available for this analysis, it is crucial to note that the identified risks, particularly those concerning authorship and impact dependency, could challenge the principles of excellence and transparency inherent in a world-class university. Addressing these vulnerabilities proactively will be essential to harmonize its operational integrity with its demonstrated scientific leadership, ensuring its prestigious rankings are built on a sustainable and transparent foundation.
The institution presents a Z-score of 1.530, which is notably 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 greater propensity for this activity. This suggests a higher exposure to the underlying risks associated with multiple affiliations. While often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a closer look to ensure it does not signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that could dilute the university's distinct brand and contribution.
With a Z-score of -0.371, the institution demonstrates a more favorable profile than the national average of -0.189. This indicates that within a low-risk national environment, the university manages its processes with even greater rigor. Retractions are complex events, but this low rate suggests that quality control mechanisms prior to publication are functioning effectively. It points towards a culture of responsible supervision where any necessary corrections to the scientific record are handled appropriately, reinforcing the integrity of the institution's research output rather than signaling systemic failures.
The institution's Z-score of 0.016 marks a moderate deviation from the national benchmark of -0.200, moving from a low-risk zone at the country level to a medium-risk one for the university. This indicates a greater sensitivity to this risk factor compared to its national peers. A certain level of self-citation is natural, reflecting ongoing research lines. However, this elevated rate could signal the formation of scientific 'echo chambers' and warns of a potential risk of endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than validated by broader recognition from the global scientific community.
The institution's Z-score of -0.486 is in close alignment with the national average of -0.450, reflecting a shared environment of maximum security against this risk. This integrity synchrony demonstrates an exceptional commitment to avoiding predatory or low-quality publication channels. This result is a strong positive indicator of the institution's due diligence in selecting dissemination venues, which protects its reputational standing and ensures that its scientific production is channeled through media that meet international ethical and quality standards.
With a Z-score of 1.828, the institution shows a significant risk level that sharply accentuates the medium-level vulnerability observed at the national level (0.859). This suggests the university is not only participating in but amplifying a problematic national trend. While extensive author lists are legitimate in 'Big Science' fields, this high score raises a critical alert for potential author list inflation, which dilutes individual accountability and transparency. It serves as an urgent signal to investigate whether this pattern is driven by necessary massive collaboration or by questionable 'honorary' authorship practices that could compromise research integrity.
The institution's Z-score of 0.708 indicates a higher exposure to this risk compared to the national average of 0.512, though both fall within the medium-risk category. This wider gap suggests that the university's scientific prestige is more dependent on external partners than is typical for the country. A high value here warns of a sustainability risk, inviting reflection on whether the institution's impressive excellence metrics result from its own structural capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership. This highlights a need to foster and promote internally-led, high-impact research.
The institution's Z-score of -0.288, while in the low-risk category, is slightly higher than the national average of -0.654. This subtle difference points to an incipient vulnerability that, while not currently a concern, warrants monitoring before it escalates. The low overall rate indicates that instances of extreme individual publication volumes are not a systemic issue. However, the slight uptick compared to the national baseline serves as a reminder to maintain policies that ensure a healthy balance between quantity and quality, discouraging any dynamics that might prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is virtually identical to the national average of -0.246, placing it in total alignment with a national environment of maximum scientific security in this regard. This demonstrates a strong and shared commitment to external validation. This very low score is a positive signal, confirming that the university effectively avoids the risks of academic endogamy and potential conflicts of interest associated with in-house publishing. By prioritizing independent, external peer review, the institution reinforces its global visibility and scientific credibility.
With a Z-score of 0.237, the institution demonstrates more effective control over this risk than the country as a whole, which has an average score of 0.387. This indicates a differentiated management approach that successfully moderates a risk that appears more common at the national level. Although the medium-risk level suggests the practice is not entirely absent, the lower score implies that the university is more successful at discouraging 'salami slicing'—the fragmentation of studies to inflate productivity. This helps preserve the significance of its individual publications and reduces the burden on the scientific review system.