| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.094 | -0.073 |
|
Retracted Output
|
-0.108 | -0.152 |
|
Institutional Self-Citation
|
-1.165 | -0.387 |
|
Discontinued Journals Output
|
-0.423 | -0.445 |
|
Hyperauthored Output
|
-0.958 | 0.135 |
|
Leadership Impact Gap
|
0.034 | 0.306 |
|
Hyperprolific Authors
|
-0.965 | -0.151 |
|
Institutional Journal Output
|
-0.268 | -0.227 |
|
Redundant Output
|
0.252 | -0.003 |
HEC Montréal demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.323, which indicates a performance superior to the global average. The institution's primary strengths lie in its responsible citation practices, rigorous selection of publication venues, and a culture that avoids hyper-productivity, showing very low risk in institutional self-citation, output in discontinued journals, and hyperprolific authorship. However, areas requiring strategic attention include a moderate risk in the rate of multiple affiliations, the gap between collaborative and self-led research impact, and the rate of redundant output. These factors, while not critical, could subtly undermine the institution's mission to provide leadership and contribute to societal prosperity through research. According to SCImago Institutions Rankings data, HEC Montréal's international calibre is most prominent in Business, Management and Accounting, and Economics, Econometrics and Finance, where it holds a strong global position. To fully align its operational integrity with its stated mission of excellence, it is recommended that the institution reviews its policies on author affiliation and publication strategy to mitigate these moderate risks, thereby ensuring its research leadership is built upon an unimpeachable foundation of transparency and quality.
The institution presents a Z-score of 0.094, which deviates moderately from the national average of -0.073. This suggests the center is more sensitive than its national peers to practices involving multiple institutional affiliations. While many of these are the legitimate result of partnerships or researcher mobility, a rate notably above the country standard warrants a closer look. This deviation signals a potential risk that affiliations could be used strategically to inflate institutional credit or engage in “affiliation shopping,” a practice that can dilute institutional identity and misrepresent collaborative contributions.
With a Z-score of -0.108, the institution's rate of retractions is low and statistically normal for its context, though slightly higher than the national average of -0.152. This minor difference points to an incipient vulnerability that warrants monitoring. Retractions are complex events, and some can signify responsible supervision in correcting unintentional errors. However, this slight elevation suggests it would be prudent to review pre-publication quality control mechanisms to ensure they remain robust and are not showing early signs of systemic failure that could compromise the institution's integrity culture.
The institution's Z-score of -1.165 is exceptionally low, positioning it well below the already low national average of -0.387. This demonstrates a commendable level of scientific openness and consistency with national integrity standards. A certain level of self-citation is natural, but this near-absence of the practice confirms that the institution's work is validated externally, avoiding any risk of creating 'echo chambers' or endogamous impact inflation. This result strongly suggests that the institution's academic influence is earned through genuine recognition by the global scientific community.
The institution's Z-score of -0.423 is in almost perfect alignment with the national average of -0.445, reflecting a shared environment of maximum scientific security. This integrity synchrony indicates that the institution exercises strong due diligence in selecting its dissemination channels. Such a low rate confirms that scientific production is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting the institution from the severe reputational risks associated with 'predatory' or low-quality publishing practices.
HEC Montréal shows significant institutional resilience, with a low-risk Z-score of -0.958 in a national context that presents a medium-risk Z-score of 0.135. This indicates that the institution's internal control mechanisms are effectively mitigating the systemic risks of authorship inflation present in the country. In fields outside of 'Big Science,' extensive author lists can dilute individual accountability. By maintaining this low rate, the institution successfully distinguishes its necessary collaborative work from 'honorary' or political authorship practices, thus preserving transparency and accountability.
The institution's Z-score of 0.034 reflects a systemic pattern of impact dependency also seen at the national level (Z-score of 0.306), but it demonstrates more effective management of this risk than its peers. A wide gap can signal that scientific prestige is dependent on external partners rather than being structurally ingrained. HEC Montréal's more moderate gap suggests a healthier balance, indicating that while it leverages collaboration, it is also cultivating a strong internal capacity for intellectual leadership. This differentiated management is key to ensuring its reputation for excellence is sustainable and self-generated.
With a Z-score of -0.965, the institution shows a near-total absence of risk signals related to hyperprolific authorship, performing significantly better than the low-risk national standard of -0.151. This low-profile consistency is a strong indicator of a healthy research culture that balances quantity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This result confirms that the institutional environment prioritizes the integrity of the scientific record over dynamics that might encourage the inflation of metrics through coercive or honorary authorship.
The institution's Z-score of -0.268 is in close alignment with the national average of -0.227, indicating a shared commitment to avoiding academic endogamy. This integrity synchrony demonstrates that the institution does not rely on its in-house journals, which can present conflicts of interest by making the institution both judge and party. By ensuring its scientific production overwhelmingly passes through independent external peer review, HEC Montréal enhances its global visibility and confirms that its research is validated through standard competitive channels rather than internal 'fast tracks'.
The institution's Z-score of 0.252 represents a moderate deviation from the national benchmark of -0.003, indicating a greater sensitivity to risk factors associated with redundant publication. This score serves as an alert for the potential practice of 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity. This practice not only overburdens the peer review system but also distorts the available scientific evidence. This signal warrants a review of publication strategies to ensure the focus remains on communicating significant new knowledge rather than prioritizing publication volume.
