| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.020 | -0.073 |
|
Retracted Output
|
-0.259 | -0.152 |
|
Institutional Self-Citation
|
-0.628 | -0.387 |
|
Discontinued Journals Output
|
-0.475 | -0.445 |
|
Hyperauthored Output
|
0.790 | 0.135 |
|
Leadership Impact Gap
|
0.593 | 0.306 |
|
Hyperprolific Authors
|
-0.841 | -0.151 |
|
Institutional Journal Output
|
0.124 | -0.227 |
|
Redundant Output
|
-0.341 | -0.003 |
The Université de Montréal demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.226 indicating performance that is well-aligned with, and in many areas exceeds, national standards. The institution's primary strengths lie in its exceptionally low rates of retracted output, institutional self-citation, and publications in discontinued journals, signaling strong quality control and a commitment to external validation. However, areas requiring strategic monitoring include a medium-risk exposure to hyper-authored publications, a notable gap between its overall research impact and the impact of work where it holds intellectual leadership, and a higher-than-average tendency to publish in its own institutional journals. According to SCImago Institutions Rankings data, these integrity metrics support a position of academic excellence, with top-tier national rankings in key areas such as Psychology (4th), Computer Science (5th), Veterinary (5th), and Social Sciences (6th). While a specific mission statement was not provided, these results largely align with the universal academic goals of excellence and social responsibility. The identified medium-risk areas, however, could challenge the principles of transparency and meritocratic validation if left unaddressed. By proactively reviewing authorship and publication channel policies, the Université de Montréal can further strengthen its operational integrity, ensuring its impressive research output is matched by an unimpeachable commitment to responsible scientific practice.
The institution exhibits a Z-score of -0.020 for the Rate of Multiple Affiliations, which is statistically similar to the national average of -0.073. This alignment suggests a state of normality, where the institution's risk level is as expected for its context and size. While multiple affiliations can sometimes be used to inflate institutional credit, the institution's score does not indicate any anomalous activity. Instead, it reflects a pattern of collaboration and researcher mobility that is consistent with the standard practices observed across the Canadian academic landscape, showing no signs of systemic "affiliation shopping."
With a Z-score of -0.259, the institution's Rate of Retracted Output is lower than the national average of -0.152. This prudent profile indicates that the institution manages its pre-publication quality control processes with more rigor than the national standard. Retractions can sometimes signify responsible supervision through the correction of honest errors, but a low rate like this is a positive signal. It suggests that the institution's integrity culture and methodological oversight are effective, minimizing the occurrence of systemic failures or recurring malpractice that would otherwise lead to a higher retraction rate.
The institution's Z-score for the Rate of Institutional Self-Citation is -0.628, significantly lower than the Canadian average of -0.387. This demonstrates a prudent and externally-focused research profile, where the institution manages its citation practices with greater rigor than its national peers. A certain level of self-citation is natural, but the institution's very low rate actively counters any risk of creating scientific 'echo chambers.' This result strongly suggests that the institution's academic influence is built on broad recognition from the global community rather than being inflated by endogamous or internal dynamics.
The institution's Z-score for the Rate of Output in Discontinued Journals is -0.475, which is almost identical to the national average of -0.445. This result demonstrates a strong integrity synchrony, showing total alignment with a national environment of maximum scientific security in the choice of publication venues. This very low rate confirms that the institution's researchers exercise excellent due diligence in selecting dissemination channels, effectively avoiding the severe reputational risks associated with predatory or low-quality journals and safeguarding institutional resources.
The institution presents a Z-score of 0.790 for the Rate of Hyper-Authored Output, which is considerably higher than the national average of 0.135. This indicates a high exposure to this risk factor, suggesting the institution is more prone to publishing works with extensive author lists than the national norm. While such patterns are legitimate in 'Big Science' disciplines, this elevated rate serves as a signal to ensure these instances reflect necessary massive collaboration. It is crucial to verify that these are not cases of author list inflation or 'honorary' authorship, practices that can dilute individual accountability and transparency in the scientific record.
With a Z-score of 0.593, the institution's gap between its overall impact and the impact of its led research is wider than the national average of 0.306. This suggests a high exposure to dependency on external partners for generating high-impact work. A significant positive gap like this can signal a sustainability risk, where scientific prestige is more exogenous than structural. This finding invites a strategic reflection on whether the institution's excellence metrics are a result of its own core internal capacity or are heavily reliant on strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score for the Rate of Hyperprolific Authors is -0.841, a figure substantially lower than the national average of -0.151. This prudent profile indicates that the institution manages its research environment with more rigor than the national standard, effectively discouraging extreme individual publication volumes. This low score is a positive indicator of a healthy balance between quantity and quality, suggesting an absence of systemic issues like coercive authorship or data fragmentation ('salami slicing') that can arise when metrics are prioritized over the integrity of the scientific record.
For the Rate of Output in Institutional Journals, the institution shows a Z-score of 0.124, which stands in stark contrast to the country's very low-risk average of -0.227. This discrepancy constitutes a monitoring alert, as the institution's reliance on its own publication channels is highly unusual for the national standard and requires a review of its causes. This practice raises potential conflicts of interest and warns of a risk of academic endogamy, where research might bypass independent external peer review. It could limit the global visibility of the institution's work and may suggest the use of internal channels as 'fast tracks' to inflate CVs without standard competitive validation.
The institution's Z-score for the Rate of Redundant Output is -0.341, a healthier figure compared to the national average of -0.003. This reflects a prudent profile, suggesting the institution's researchers adhere to publication practices that are more rigorous than the national standard. The low score indicates that the practice of 'salami slicing'—artificially inflating productivity by fragmenting a single study into multiple minimal publications—is not a systemic issue. This commitment to publishing significant, coherent bodies of work upholds the integrity of the scientific evidence base and avoids overburdening the peer-review system.
