| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.903 | -0.073 |
|
Retracted Output
|
-0.230 | -0.152 |
|
Institutional Self-Citation
|
-1.061 | -0.387 |
|
Discontinued Journals Output
|
-0.445 | -0.445 |
|
Hyperauthored Output
|
-0.560 | 0.135 |
|
Leadership Impact Gap
|
0.777 | 0.306 |
|
Hyperprolific Authors
|
-1.413 | -0.151 |
|
Institutional Journal Output
|
-0.268 | -0.227 |
|
Redundant Output
|
0.314 | -0.003 |
Thompson Rivers University (TRU) demonstrates a robust scientific integrity profile, with an overall score of -0.443 that indicates performance well above the baseline for research ethics and responsible practices. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, multiple affiliations, and hyperprolific authorship, signaling a culture that prioritizes external validation and quality over sheer volume. These solid foundations in research integrity directly support TRU's thematic strengths, as evidenced by its national standing in the SCImago Institutions Rankings, particularly in Economics, Econometrics and Finance (ranked 39th in Canada), Arts and Humanities (43rd), and both Agricultural and Biological Sciences and Business, Management and Accounting (47th). However, two areas warrant strategic attention: a moderate rate of redundant output and a noticeable gap between the impact of its total research and that led internally. These signals suggest a potential misalignment with the institutional mission of delivering "high quality... research and scholarship," as they can prioritize metric inflation over substantive contribution and indicate a dependency on external partners for impact. By leveraging its considerable strengths in research governance, TRU is well-positioned to address these vulnerabilities, further solidifying its commitment to excellence and its role as a responsible community leader.
The institution exhibits an exemplary profile in this area, with a Z-score of -0.903, significantly lower than the national average of -0.073. This result indicates a clear and transparent approach to academic affiliations, aligning with the low-risk standard observed across Canada. While multiple affiliations can be a legitimate outcome of collaboration, TRU's exceptionally low rate confirms the absence of any signals related to strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting a commendable focus on genuine partnership and clear attribution.
With a Z-score of -0.230, the institution demonstrates a prudent and effective management of its publication quality, performing slightly better than the national average of -0.152. This suggests that TRU's quality control and supervision mechanisms are more rigorous than the Canadian standard. Retractions are complex events, but a rate this low indicates that the institution's pre-publication review processes are functioning effectively, minimizing the risk of systemic errors or malpractice and reinforcing a culture of methodological integrity.
The institution shows a profound commitment to external validation, with an exceptionally low Z-score of -1.061, far below the already low national average of -0.387. This figure reflects a healthy and externally-oriented research culture, free from the "echo chambers" that can arise from excessive self-referencing. Such a low rate of institutional self-citation is a strong indicator that TRU's academic influence is driven by genuine recognition from the global scientific community, rather than being inflated by internal dynamics, showcasing the broad relevance and impact of its work.
Thompson Rivers University is in perfect alignment with the national standard for publication diligence, with its Z-score of -0.445 matching the Canadian average exactly. This integrity synchrony demonstrates a shared commitment to maximum scientific security and responsible dissemination. It indicates that the institution's researchers exercise excellent due diligence in selecting publication channels, effectively avoiding predatory or low-quality journals that do not meet international ethical standards and thereby safeguarding the university's reputation and resources.
The institution displays notable resilience against national trends in authorship practices, with a Z-score of -0.560 in a national context showing a medium-risk signal of 0.135. This suggests that TRU's internal control mechanisms effectively mitigate the systemic risks of authorship inflation observed elsewhere in the country. While extensive author lists are legitimate in "Big Science," TRU's low score indicates a culture that successfully distinguishes necessary mass collaboration from honorary or political authorship, promoting individual accountability and transparency in its scholarly contributions.
In this indicator, the institution shows a high level of exposure, with a Z-score of 0.777 that is notably higher than the national average of 0.306. This value points to a potential sustainability risk, suggesting that a significant portion of the institution's scientific prestige may be dependent on external collaborations where it does not hold intellectual leadership. This wide gap invites strategic reflection on whether the university's high-impact metrics are a result of its own structural capacity or its positioning within partnerships, highlighting an opportunity to foster and promote more internally-led, high-impact research.
The institution maintains an outstanding record regarding author productivity, with a Z-score of -1.413, which signals a complete absence of risk and is far below the low-risk national average of -0.151. This aligns with the national standard of responsible productivity but demonstrates an even higher level of vigilance. The data confirms a healthy balance between quantity and quality, indicating that the institution is free from dynamics such as coercive authorship or authorship assigned without meaningful contribution, thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution is in close synchrony with the Canadian average of -0.227, reflecting a shared environment of maximum scientific security in this domain. This alignment shows a strong commitment to seeking external, independent peer review for its research. By avoiding over-reliance on in-house journals, TRU mitigates the risk of academic endogamy and potential conflicts of interest, ensuring its scientific production is validated through competitive global channels and enhancing its international visibility.
The institution's Z-score of 0.314 indicates a moderate deviation from the national standard, which sits at a low-risk value of -0.003. This suggests that TRU is more sensitive than its national peers to practices that can lead to data fragmentation. A score at this level serves as an alert for the potential practice of "salami slicing," where studies may be divided into minimal publishable units to inflate productivity metrics. This pattern warrants a review of publication strategies to ensure that the focus remains on presenting significant, coherent new knowledge rather than prioritizing volume, which can distort the scientific record.
