| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.219 | -0.073 |
|
Retracted Output
|
-0.155 | -0.152 |
|
Institutional Self-Citation
|
0.164 | -0.387 |
|
Discontinued Journals Output
|
-0.387 | -0.445 |
|
Hyperauthored Output
|
0.263 | 0.135 |
|
Leadership Impact Gap
|
0.487 | 0.306 |
|
Hyperprolific Authors
|
0.721 | -0.151 |
|
Institutional Journal Output
|
0.057 | -0.227 |
|
Redundant Output
|
1.752 | -0.003 |
Carleton University presents a robust global performance profile, characterized by a low overall risk score (0.065) that reflects solid institutional governance. Strengths are evident in areas with minimal risk signals, such as the negligible rate of publication in discontinued journals. However, a notable cluster of medium-risk indicators—particularly in institutional self-citation, hyper-authorship, and a dependency on collaborative impact—suggests underlying vulnerabilities that warrant strategic attention. These integrity metrics coexist with significant academic strengths, as demonstrated by the SCImago Institutions Rankings, where the university holds top-tier national positions in key areas such as Pharmacology, Toxicology and Pharmaceutics (Top 5), Mathematics (Top 10), and Computer Science (Top 10). To fully align with its mission of advancing learning and disseminating knowledge for the "betterment of its community," it is crucial to address these moderate risks. Practices that could be perceived as inflating productivity or impact may inadvertently undermine the very excellence and integrity the mission espouses. By proactively refining its research culture and quality assurance mechanisms, Carleton University can safeguard its reputation and ensure its scholarly contributions are both impactful and unimpeachable.
The institution demonstrates a Z-score of -0.219, a value indicating a lower risk profile than the national average of -0.073. This prudent approach suggests that the university manages its collaborative processes with more rigor than the Canadian standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, Carleton's controlled rate effectively avoids any signals of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting a healthy and transparent collaborative ecosystem.
With a Z-score of -0.155, the university's rate of retracted publications is in close alignment with the national average of -0.152. This reflects a level of statistical normality, indicating that its performance is as expected for its context and size. Retractions are complex events, and this score does not suggest that quality control mechanisms are failing systemically. Instead, it points to a responsible and standard approach to the post-publication correction of the scientific record, consistent with practices across the country.
Carleton University shows a Z-score of 0.164 in this area, a moderate deviation from the national average, which sits at a low-risk -0.387. This indicates that the institution is more sensitive to this risk factor than its Canadian peers. While a certain level of self-citation is natural to reflect ongoing research lines, this elevated rate could signal the formation of scientific "echo chambers." It introduces a risk of endogamous impact inflation, where the institution's academic influence might be magnified by internal dynamics rather than validated by broader recognition from the global scientific community.
The institution's Z-score of -0.387 is exceptionally low, though it represents a marginal amount of residual noise compared to the even lower national average of -0.445. This near-total operational silence in a risk-inert environment is a significant strength. It demonstrates outstanding due diligence in selecting dissemination channels, effectively protecting the university's research from being associated with predatory or low-quality publications. This practice safeguards institutional reputation and ensures resources are invested in credible and impactful scientific communication.
The university's Z-score of 0.263 is situated within a medium-risk context shared at the national level (0.135), but its value indicates a higher exposure to this risk than the Canadian average. This suggests the institution is more prone to showing alert signals related to authorship practices. Outside of "Big Science" disciplines where extensive author lists are standard, such a pattern can indicate author list inflation, which dilutes individual accountability. This signal warrants a review to ensure a clear distinction is maintained between necessary massive collaboration and potentially problematic "honorary" authorship.
With a Z-score of 0.487, the university displays a more pronounced gap than the national average of 0.306, indicating a higher exposure to this particular risk. This value suggests a potential sustainability issue where the institution's scientific prestige may be significantly dependent on external partners. A wide gap warns that its high-impact metrics could result more from strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own structural and internal research capacity. This invites a strategic reflection on fostering homegrown, high-impact research.
The institution's Z-score of 0.721 represents a moderate deviation from the national standard, which is in a low-risk category (-0.151). This divergence highlights a greater sensitivity to this risk factor within the university compared to its peers. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. This indicator serves as an alert for potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.
A Z-score of 0.057 places the university at a medium-risk level, which constitutes a significant monitoring alert given that the national context is one of very low risk (-0.227). This unusual pattern for the Canadian standard requires a review of its causes. Publishing in in-house journals can create a conflict of interest, and this elevated rate warns of potential academic endogamy where research might bypass rigorous, independent external peer review. This practice could limit the global visibility of its science and suggests internal channels may be used as "fast tracks" to inflate publication counts without standard competitive validation.
The university's Z-score of 1.752 is a notable moderate deviation from the low-risk national average of -0.003, indicating a greater sensitivity to this practice. This high value alerts to the risk of data fragmentation, where a single coherent study may be divided into "minimal publishable units" to artificially inflate productivity metrics. Such a practice of "salami slicing" not only overburdens the peer-review system but also distorts the available scientific evidence, prioritizing publication volume over the generation of significant, cohesive new knowledge.
