| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.154 | -0.514 |
|
Retracted Output
|
-0.212 | -0.126 |
|
Institutional Self-Citation
|
-0.828 | -0.566 |
|
Discontinued Journals Output
|
-0.456 | -0.415 |
|
Hyperauthored Output
|
1.459 | 0.594 |
|
Leadership Impact Gap
|
0.769 | 0.284 |
|
Hyperprolific Authors
|
-0.195 | -0.275 |
|
Institutional Journal Output
|
-0.265 | -0.220 |
|
Redundant Output
|
0.063 | 0.027 |
Washington University in Saint Louis demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.243, which indicates performance superior to the global baseline. The institution's primary strengths lie in its excellent governance regarding publication channels and citation practices, with very low risk signals for institutional self-citation, multiple affiliations, and output in discontinued or institutional journals. These results underscore a culture of external validation and adherence to high-quality dissemination standards. However, areas requiring strategic attention have been identified, most notably a significant risk in hyper-authored output and medium-level risks related to redundant publications and a dependency on external collaborations for impact. These vulnerabilities, while specific, could challenge the core mission to "discover and disseminate knowledge" with full integrity. The institution's world-class standing, evidenced by its SCImago Institutions Rankings in key areas such as Biochemistry, Genetics and Molecular Biology (World #33), Medicine (World #45), and Psychology (World #51), is built on a foundation of excellence that must be protected. Addressing the identified risks proactively will ensure that the university's operational practices fully align with its mission, reinforcing its commitment to genuine inquiry and impactful knowledge creation.
The institution exhibits a Z-score of -1.154, positioning it in a very low-risk category and significantly below the United States' national average of -0.514. This result indicates a clear and consistent institutional profile where the absence of risk signals aligns perfectly with, and even improves upon, the national standard. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the university's data shows no evidence of being used strategically to inflate institutional credit. This demonstrates a transparent and well-governed approach to academic collaboration, free from the practice of "affiliation shopping."
With a Z-score of -0.212, the institution maintains a low-risk profile that is more favorable than the national average of -0.126. This prudent positioning suggests that the university's quality control processes are managed with greater rigor than the national standard. Retractions can be complex, sometimes reflecting responsible error correction. However, a rate significantly above average can signal systemic failures. In this case, the institution's score indicates that its pre-publication review and supervision mechanisms are functioning effectively, safeguarding its research from the types of recurring malpractice or lack of methodological rigor that would trigger a higher alert.
The institution's Z-score of -0.828 is exceptionally low, far below the United States' average of -0.566. This demonstrates a healthy pattern of external validation and a notable absence of the risk dynamics observed elsewhere in the country. A certain level of self-citation is natural, but high rates can create 'echo chambers' that inflate impact through internal validation. Washington University in Saint Louis's very low score confirms that its academic influence is genuinely recognized by the global community, not oversized by endogamous citation practices, reflecting a strong connection to the broader scientific discourse.
The institution's Z-score of -0.456 is almost identical to the national average of -0.415, placing both in a very low-risk category. This indicates a total alignment with a national environment of maximum scientific security regarding publication choices. A high proportion of output in discontinued journals would be a critical alert, suggesting a failure in due diligence. The university's score, however, confirms that its researchers are effectively selecting reputable dissemination channels, thereby avoiding the severe reputational risks and wasted resources associated with 'predatory' or low-quality publishing practices.
A significant risk is identified with the institution's Z-score of 1.459, which is considerably higher than the national medium-risk average of 0.594. This indicates that the university is amplifying a vulnerability already present in the national system. While extensive author lists are legitimate in 'Big Science' fields, a high score outside these contexts can signal author list inflation, which dilutes individual accountability. This disparity warrants a careful internal review to distinguish between necessary massive collaborations and potential 'honorary' or political authorship practices that could compromise transparency.
The institution presents a Z-score of 0.769, a medium-risk signal that is notably higher than the national average of 0.284. This shows a high exposure to this particular risk, suggesting that the university is more prone to this alert than its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. This score suggests that the institution's scientific prestige may be more dependent on its role in external collaborations than on its own structural capacity, inviting reflection on whether its excellence metrics result from genuine internal intellectual leadership.
With a Z-score of -0.195, the institution is in a low-risk category, but its score is slightly less favorable than the national average of -0.275. This subtle difference points to an incipient vulnerability, showing signals that warrant review before they escalate. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. The university's score, though low, suggests a need to preemptively monitor for potential imbalances between quantity and quality, ensuring that high output does not mask risks like coercive authorship or authorship assigned without real participation.
The institution's Z-score of -0.265 is in near-perfect synchrony with the national average of -0.220, with both reflecting a very low-risk environment. This total alignment demonstrates a shared commitment to avoiding conflicts of interest where an institution acts as both judge and party in the publication process. By minimizing reliance on in-house journals, Washington University in Saint Louis effectively mitigates the risk of academic endogamy and ensures its scientific production undergoes independent external peer review, which is essential for achieving global visibility and competitive validation.
The institution's Z-score of 0.063 is closely aligned with the national average of 0.027, with both indicating a medium level of risk. This similarity suggests that the university's performance reflects a systemic pattern of shared academic practices at the national level. A high rate of bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a single study into minimal units to artificially inflate productivity. This score serves as an alert that, in line with national trends, there may be pressure to prioritize publication volume over the dissemination of significant, coherent new knowledge.