| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.741 | -0.514 |
|
Retracted Output
|
-0.315 | -0.126 |
|
Institutional Self-Citation
|
-0.610 | -0.566 |
|
Discontinued Journals Output
|
-0.468 | -0.415 |
|
Hyperauthored Output
|
1.091 | 0.594 |
|
Leadership Impact Gap
|
-0.361 | 0.284 |
|
Hyperprolific Authors
|
-0.269 | -0.275 |
|
Institutional Journal Output
|
-0.265 | -0.220 |
|
Redundant Output
|
-0.202 | 0.027 |
The University of Washington demonstrates an outstanding scientific integrity profile, with an overall risk score of -0.320 that reflects robust governance and a commitment to high-quality research practices. The institution consistently outperforms national benchmarks in most areas, showing exceptional strength in avoiding publication in discontinued journals and minimizing reliance on institutional journals, thereby ensuring broad, external validation of its work. Analysis of SCImago Institutions Rankings data highlights the university's world-class standing, particularly in thematic areas such as Arts and Humanities, Dentistry, Medicine, and Social Sciences, where it ranks among the global elite. This strong integrity posture is in direct alignment with its mission for the "preservation, advancement, and dissemination of knowledge." However, a medium-risk signal in hyper-authored output suggests a potential vulnerability that could, if unaddressed, dilute individual accountability and subtly contradict the mission's implicit call for transparent and meaningful contributions. To further solidify its leadership position, the university is encouraged to proactively review its authorship guidelines to ensure they fully support the clarity and integrity that underpin its celebrated academic excellence.
The University of Washington presents a Z-score of -0.741 in the rate of multiple affiliations, a value indicating a more rigorous management of this practice than the national standard, which stands at -0.514. This prudent profile suggests that the institution's collaborative frameworks are well-defined, minimizing ambiguity in institutional credit. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's lower-than-average rate indicates strong controls that prevent strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that its collaborative footprint is both authentic and transparent.
With a Z-score of -0.315, the institution shows a lower incidence of retracted publications compared to the national average of -0.126. This demonstrates a prudent and effective approach to research oversight, suggesting that its quality control mechanisms are more rigorous than the national standard. Retractions can be complex events, but a rate significantly lower than the norm points to a healthy integrity culture and robust pre-publication review processes. This favorable result indicates that systemic failures in methodological rigor or recurring malpractice are not a significant concern, reinforcing the institution's commitment to producing reliable and sound science.
The university's rate of institutional self-citation corresponds to a Z-score of -0.610, which is below the national average of -0.566. This result reflects a prudent profile, indicating that the institution manages its citation practices with greater rigor than its national peers. A certain level of self-citation is natural, but the university's controlled rate demonstrates a healthy integration with the global scientific community, avoiding the "echo chambers" that can arise from excessive internal validation. This suggests that the institution's academic influence is built on broad external recognition rather than being inflated by endogamous dynamics.
The institution exhibits a Z-score of -0.468 for publications in discontinued journals, a figure that is even lower than the already minimal national average of -0.415. This signifies a state of total operational silence regarding this risk, confirming an exceptional level of due diligence in selecting publication venues. This absence of risk signals, even below the national baseline, indicates that the university's researchers are effectively avoiding channels that fail to meet international ethical or quality standards. Such performance protects the institution from reputational damage and ensures that its scientific output is channeled through credible and enduring media.
In the rate of hyper-authored output, the University of Washington has a Z-score of 1.091, which is significantly higher than the national average of 0.594. This indicates a high exposure to this risk, suggesting the institution is more prone than its peers to publishing works with extensive author lists. While this pattern is legitimate in 'Big Science' disciplines, a high Z-score outside these contexts can signal author list inflation, a practice that dilutes individual accountability and transparency. This alert suggests a need to review authorship practices to distinguish between necessary large-scale collaboration and potential 'honorary' attributions that could compromise the integrity of the academic record.
The university shows a Z-score of -0.361 for the impact gap, a stark contrast to the national average of 0.284, which falls into the medium-risk category. This demonstrates remarkable institutional resilience, as the university's control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. A low score indicates that the institution's scientific prestige is structural and derived from its own intellectual leadership, not merely dependent on its position in external collaborations. This result confirms that its high-impact research is driven by genuine internal capacity, ensuring long-term sustainability and academic sovereignty.
With a Z-score of -0.269, the institution's rate of hyperprolific authors is in close alignment with the national average of -0.275. This reflects a state of statistical normality, where the level of risk is as expected for its context and size. While extreme individual publication volumes can sometimes challenge the limits of meaningful intellectual contribution, the university's score does not indicate any unusual activity. This suggests a healthy balance between productivity and quality, with no significant signals of systemic issues like coercive authorship or practices that prioritize metrics over the integrity of the scientific record.
The university's Z-score for output in its own journals is -0.265, a value even lower than the national average of -0.220. This finding represents total operational silence on this indicator, demonstrating an absence of risk signals that surpasses the already high national standard. By avoiding dependence on in-house journals, the institution effectively mitigates potential conflicts of interest and academic endogamy. This practice ensures its scientific production consistently undergoes independent external peer review, maximizing global visibility and reinforcing its commitment to validation through standard, competitive channels.
The University of Washington has a Z-score of -0.202 for redundant output, placing it in the low-risk category, while the national average of 0.027 is considered a medium-level risk. This difference highlights the institution's resilience, as its internal controls appear to effectively mitigate a risk that is more common nationally. A low rate of redundant output indicates that the practice of dividing a single study into minimal publishable units, or 'salami slicing,' is not a systemic issue. This demonstrates a focus on producing significant new knowledge over artificially inflating publication volume, thereby protecting the integrity of the scientific evidence base.