| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.409 | -0.073 |
|
Retracted Output
|
-0.090 | -0.152 |
|
Institutional Self-Citation
|
-0.298 | -0.387 |
|
Discontinued Journals Output
|
-0.447 | -0.445 |
|
Hyperauthored Output
|
0.161 | 0.135 |
|
Leadership Impact Gap
|
0.040 | 0.306 |
|
Hyperprolific Authors
|
-0.322 | -0.151 |
|
Institutional Journal Output
|
-0.268 | -0.227 |
|
Redundant Output
|
0.183 | -0.003 |
York University presents a robust scientific integrity profile, characterized by an overall low-risk score of -0.212 that aligns with its mission to pursue excellence in research and knowledge dissemination. The institution demonstrates significant strengths in maintaining very low rates of publication in discontinued or institutional journals, indicating a strong due diligence process and a commitment to external validation. Furthermore, the university shows more rigorous control than the national average in managing multiple affiliations, author hyper-prolificity, and, most notably, in ensuring its scientific impact is driven by internal leadership rather than external collaborations. These strengths are reflected in its high national rankings in key thematic areas according to SCImago Institutions Rankings data, including Business, Management and Accounting (4th), Economics, Econometrics and Finance (4th), and Arts and Humanities (5th). However, to fully uphold its promise to "cultivate the critical intellect," attention is warranted for the medium-risk indicators of Hyper-Authored Output and, particularly, Redundant Output, where the university deviates from the national low-risk standard. Addressing these vulnerabilities will ensure that productivity metrics do not overshadow the pursuit of substantive knowledge, thereby reinforcing the institution's tradition of innovation and academic integrity. A proactive review of authorship and publication strategies is recommended to solidify its position as a leader in responsible and excellent research.
With an institutional Z-score of -0.409, significantly lower than the national average of -0.073, the university demonstrates a prudent and well-managed approach to academic affiliations. This result suggests that the institution's processes are more rigorous than the Canadian standard, effectively mitigating the risks associated with this practice. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate indicates a strong governance framework that discourages strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby preserving the clarity and integrity of its collaborative footprint.
The institution's Z-score of -0.090, while in the low-risk category, is slightly higher than the national average of -0.152, signaling an area of incipient vulnerability that warrants review. Retractions are complex events, but a rate that trends slightly above the national norm suggests that quality control mechanisms prior to publication may have room for enhancement. This minor discrepancy serves as a constructive alert to proactively examine research oversight processes to prevent any potential for recurring malpractice or lack of methodological rigor from escalating, thus reinforcing the institution's culture of integrity.
The university's Z-score for this indicator is -0.298, which, despite being low, is slightly higher than the national average of -0.387, pointing to an incipient vulnerability. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this subtle elevation compared to the national context could be an early warning of potential scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. It is a minor signal that merits monitoring to preemptively address any risk of endogamous impact inflation and ensure the institution's academic influence is consistently validated by the global community.
York University exhibits an exemplary record in this area, with a Z-score of -0.447 that is in almost perfect alignment with the national average of -0.445. This integrity synchrony demonstrates a total alignment with an environment of maximum scientific security. The result indicates that the institution has robust due diligence processes for selecting dissemination channels. This effectively prevents the channeling of scientific production through media that fail to meet international ethical or quality standards, thereby protecting the university from severe reputational risks and avoiding the waste of resources on 'predatory' or low-quality practices.
The institution's Z-score of 0.161 is nearly identical to the national average of 0.135, placing both in the medium-risk category and indicating a systemic pattern. This alignment suggests that the university's rate of publications with extensive author lists reflects shared collaborative practices at a national level rather than an isolated institutional issue. Nevertheless, a medium-risk level serves as a persistent signal to actively distinguish between necessary massive collaboration, common in 'Big Science,' and potential 'honorary' or political authorship practices that can dilute individual accountability and transparency.
The university demonstrates differentiated and effective management in this area, with a Z-score of 0.040 that is substantially lower than the national average of 0.306. This result indicates that the institution successfully moderates a risk that is more common across the country. It suggests that the university's scientific prestige is not overly dependent on external partners but is built upon a solid foundation of internal capacity and intellectual leadership. This low gap signals a sustainable research model where excellence is structural and endogenous, rather than a reflection of strategic positioning in collaborations led by others.
With a Z-score of -0.322, which is significantly lower than the national average of -0.151, the institution maintains a prudent profile that reflects more rigorous process management than the national standard. This low rate of hyperprolific authors indicates a healthy institutional culture that prioritizes a balance between quantity and quality. By effectively mitigating the risks associated with extreme publication volumes—such as coercive authorship or assigning credit without real participation—the university upholds the integrity of its scientific record over the inflation of productivity metrics.
The university's Z-score of -0.268 is in close alignment with the national average of -0.227, demonstrating integrity synchrony with a national environment of maximum scientific security. This shared very low-risk profile shows a clear commitment to leveraging external, independent peer review for its research output. By avoiding over-reliance on in-house journals, the institution sidesteps potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes standard competitive validation and achieves global visibility.
This indicator reveals a moderate deviation from the national norm, as the institution's Z-score of 0.183 (medium risk) contrasts with the country's low-risk average of -0.003. This discrepancy suggests the university shows a greater sensitivity to risk factors related to publication fragmentation than its peers. A medium-risk value alerts to the potential practice of 'salami slicing,' where a coherent study is divided into minimal publishable units to artificially inflate productivity. This dynamic can distort the scientific evidence base and warrants an internal review to ensure that the primary focus remains on disseminating significant new knowledge rather than prioritizing publication volume.
