| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.188 | -0.514 |
|
Retracted Output
|
-0.005 | -0.126 |
|
Institutional Self-Citation
|
-0.512 | -0.566 |
|
Discontinued Journals Output
|
-0.487 | -0.415 |
|
Hyperauthored Output
|
-0.338 | 0.594 |
|
Leadership Impact Gap
|
-0.333 | 0.284 |
|
Hyperprolific Authors
|
-1.093 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.396 | 0.027 |
Washington State University, Pullman, demonstrates a robust scientific integrity profile, with an overall risk score of -0.333 indicating a performance that is healthier than the global average. The institution's primary strengths lie in its significant resilience against national risk trends, particularly in managing hyper-authorship, ensuring the impact of its research is driven by internal leadership, and avoiding redundant publications. Furthermore, the university exhibits exemplary control in preventing output in discontinued journals and managing hyperprolific authorship. This strong foundation of integrity directly supports its mission to advance and apply knowledge for the benefit of society. The university's excellence is reflected in its SCImago Institutions Rankings, with prominent positions in Veterinary, Agricultural and Biological Sciences, Energy, and Environmental Science. The institution's commitment to its land-grant heritage and service is well-aligned with its low-risk operational profile, as ethical research practices are fundamental to generating trustworthy knowledge and improving quality of life. To continue this positive trajectory, the university is encouraged to leverage its strong governance to monitor minor vulnerabilities and solidify its position as a leader in responsible research.
With a Z-score of -0.188, the institution's rate of multiple affiliations is slightly higher than the national average of -0.514, though both remain in a low-risk category. This minor elevation suggests an incipient vulnerability, indicating that the institution shows signals of this activity that warrant observation before they escalate. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, it is crucial to monitor this trend. A growing rate could signal strategic attempts to inflate institutional credit or “affiliation shopping,” which would require a review of affiliation policies to ensure they reflect genuine collaborative contributions.
The institution's Z-score for retracted output is -0.005, which is slightly elevated compared to the national average of -0.126, placing it in a state of incipient vulnerability. Although the overall risk level is low, this metric suggests that the university's pre-publication quality control mechanisms may be slightly less effective than the national standard. Retractions can be complex events, sometimes signifying responsible error correction. However, a rate that begins to diverge from the national baseline, even minimally, serves as an early warning that systemic issues in methodological rigor or integrity culture could be emerging, meriting a proactive review of research oversight processes.
The institution presents a Z-score of -0.512 in institutional self-citation, a figure slightly higher than the national average of -0.566. This subtle difference points to an incipient vulnerability, where institutional citation patterns are slightly more inwardly focused than the national norm. While a certain level of self-citation is natural and reflects the continuity of research lines, a value that trends higher than its peers can be an early indicator of potential scientific isolation. If this pattern were to grow, it could risk creating an 'echo chamber' where the institution's academic influence is inflated by internal dynamics rather than validated by the broader global community.
Washington State University demonstrates exceptional performance in this area, with a Z-score of -0.487, which is even lower than the already minimal national average of -0.415. This signifies a state of total operational silence, with an absence of risk signals that surpasses the high national standard. This result indicates that the institution exercises outstanding due diligence in selecting dissemination channels for its research. By effectively avoiding journals that fail to meet international ethical or quality standards, the university protects its resources and reputation from the severe risks associated with 'predatory' or low-quality publishing practices.
The institution shows strong institutional resilience, with a low-risk Z-score of -0.338 in a national context where hyper-authorship is a medium-risk issue (Z-score: 0.594). This demonstrates that the university’s control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in 'Big Science' disciplines, the institution's low score suggests it has successfully implemented practices that distinguish necessary massive collaboration from problematic author list inflation. This fosters a culture of transparency and accountability, ensuring authorship reflects genuine intellectual contribution.
With a low-risk Z-score of -0.333, the institution displays significant institutional resilience compared to the national medium-risk average of 0.284. This indicates that the university is successfully building its own high-impact research capacity, a notable achievement in a context where dependency on external partners is more common. A low gap suggests that the institution's scientific prestige is structural and sustainable, stemming from genuine internal capabilities. This reflects a healthy model where excellence metrics are the result of intellectual leadership, not merely strategic positioning in collaborations led by others.
The institution's Z-score of -1.093 places it in the very low-risk category, demonstrating low-profile consistency with the national environment, which itself has a low-risk score of -0.275. The complete absence of risk signals in this area aligns perfectly with the national standard for responsible productivity. This indicates that the university fosters a research culture that prioritizes quality and meaningful intellectual contribution over sheer volume. By avoiding the pressures that can lead to hyperprolificacy, the institution mitigates risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.220, with both falling into the very low-risk category. This reflects a state of integrity synchrony, showing total alignment with a national environment of maximum scientific security regarding this indicator. By not relying on in-house journals for dissemination, the university avoids the conflicts of interest and academic endogamy that can arise when an institution acts as both judge and party. This practice ensures that its scientific production undergoes independent external peer review, maximizing global visibility and competitive validation.
Washington State University exhibits strong institutional resilience in this indicator, with a low-risk Z-score of -0.396, in stark contrast to the medium-risk national average of 0.027. This suggests that the university's internal controls and academic culture effectively mitigate a systemic national trend toward data fragmentation. A low rate of redundant output indicates that the institution promotes the publication of coherent, significant studies over the practice of 'salami slicing' to artificially inflate productivity metrics. This commitment to publishing complete and meaningful work strengthens the scientific record and respects the resources of the peer-review system.