| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.073 | -0.073 |
|
Retracted Output
|
-0.155 | -0.152 |
|
Institutional Self-Citation
|
-0.261 | -0.387 |
|
Discontinued Journals Output
|
-0.476 | -0.445 |
|
Hyperauthored Output
|
0.721 | 0.135 |
|
Leadership Impact Gap
|
-0.029 | 0.306 |
|
Hyperprolific Authors
|
-0.553 | -0.151 |
|
Institutional Journal Output
|
-0.268 | -0.227 |
|
Redundant Output
|
-0.071 | -0.003 |
Simon Fraser University presents a robust scientific integrity profile, with an overall risk score of -0.199, indicating a performance well-aligned with national and international standards of good practice. The institution demonstrates significant strengths in areas critical to research quality, such as a near-total absence of publications in discontinued journals and institutional journals, alongside a prudent management of hyperprolific authorship and redundant publications. These strengths are foundational to its academic standing, reflected in its top-10 national rankings in key disciplines like Computer Science, Pharmacology, Toxicology and Pharmaceutics, Arts and Humanities, and Engineering, according to SCImago Institutions Rankings data. However, moderate risk signals in the rates of multiple affiliations and hyper-authored output require strategic attention. These indicators, while potentially linked to the university's mission of "far-reaching community engagement" and collaborative "cutting-edge research," must be carefully managed to ensure they do not compromise the principles of transparency and accountability. Upholding its mission as a "leading engaged university" requires that its collaborative dynamism is underpinned by an unwavering commitment to scientific integrity, thereby ensuring that its research excellence is both genuine and sustainable.
The institution's Z-score of 0.073 for the Rate of Multiple Affiliations shows a moderate deviation from the national average of -0.073. This suggests the university is more sensitive to this risk factor than its Canadian peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This divergence from the national norm warrants a review to ensure that all affiliations are transparent, justified by substantive collaboration, and do not create ambiguities in institutional accountability.
With a Z-score of -0.155, the university's Rate of Retracted Output is in close alignment with the national average of -0.152, indicating a level of risk that is statistically normal for its context. Retractions are complex events, and this score suggests that the institution's post-publication correction mechanisms are functioning as expected within the Canadian research ecosystem. The data does not point to systemic failures in pre-publication quality control, reflecting a standard and responsible approach to scientific self-correction.
The university's Z-score for Institutional Self-Citation is -0.261, which, while low, is notably higher than the national average of -0.387. This points to 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 result suggests a slightly greater tendency toward internal validation compared to peers. It is a signal to monitor for potential 'echo chambers' and ensure that the institution's academic influence is consistently validated by the broader global community, avoiding any risk of endogamous impact inflation.
The institution demonstrates exceptional performance in its Rate of Output in Discontinued Journals, with a Z-score of -0.476, which is even lower than the already low national average of -0.445. This result signifies a total operational silence regarding this risk, indicating a robust due diligence process in selecting publication venues. It confirms that the university's researchers are effectively avoiding channels that do not meet international ethical or quality standards, thereby protecting the institution from reputational damage and ensuring research resources are not wasted on low-quality or 'predatory' practices.
The university's Z-score of 0.721 for the Rate of Hyper-Authored Output indicates high exposure to this risk, significantly exceeding the national average of 0.135. This suggests the institution is more prone to showing alert signals in this area than its environment. While extensive author lists are legitimate in 'Big Science,' a high score outside these contexts can indicate author list inflation, which dilutes individual accountability. This signal highlights the need to reinforce clear authorship guidelines to distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship practices.
The university shows strong institutional resilience regarding the gap between its total research impact and the impact of research under its leadership, with a Z-score of -0.029, in stark contrast to the medium-risk national average of 0.306. This demonstrates that the institution's control mechanisms are effectively mitigating a systemic risk observed across the country. A low gap indicates that the university's scientific prestige is not dependent on external partners but is driven by its own structural capacity and intellectual leadership, a key marker of research sustainability and autonomy.
With a Z-score of -0.553 for the Rate of Hyperprolific Authors, the university exhibits a prudent profile, managing its processes with significantly more rigor than the national standard (-0.151). This low value indicates that the institution effectively avoids the risks associated with extreme individual publication volumes. It suggests a healthy balance between quantity and quality, steering clear of dynamics like coercive authorship or authorship assignment without real participation, and instead fostering an environment where the integrity of the scientific record is prioritized over sheer metrics.
The university's Z-score of -0.268 for the Rate of Output in Institutional Journals signals a total absence of risk in this area, performing even better than the low-risk national average of -0.227. This result confirms that the institution is not dependent on its own journals for publication, thereby avoiding potential conflicts of interest and academic endogamy. By prioritizing external, independent peer review, the university ensures its scientific production achieves global visibility and is validated through standard competitive channels, reinforcing the credibility of its research.
The institution maintains a prudent profile concerning the Rate of Redundant Output, with a Z-score of -0.071, which is lower than the national average of -0.003. This indicates that the university manages its research dissemination with more rigor than the national standard. The low incidence of massive bibliographic overlap between publications suggests that researchers are not engaging in 'salami slicing'—the practice of fragmenting studies into minimal units to inflate productivity. This commitment to publishing significant, coherent findings upholds the integrity of the scientific evidence base and respects the academic review system.
