Western Washington University

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.452

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.890 -0.514
Retracted Output
-0.165 -0.126
Institutional Self-Citation
-0.761 -0.566
Discontinued Journals Output
-0.545 -0.415
Hyperauthored Output
-0.338 0.594
Leadership Impact Gap
1.046 0.284
Hyperprolific Authors
-1.413 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
-0.664 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Western Washington University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.452. The institution's primary strengths lie in its exceptionally low rates of redundant output, publication in discontinued journals, and hyperprolific authorship, indicating a culture that prioritizes quality and ethical conduct over sheer volume. The main area for strategic attention is the notable gap between the impact of its total output and that of research where it holds a leadership role, suggesting a dependency on external collaborations for its scientific prestige. This operational profile aligns well with its mission to achieve "academic excellence and inclusive achievement," as the low-risk indicators confirm a commitment to sound research practices. The university's strong performance in thematic areas such as Psychology, Earth and Planetary Sciences, and Biochemistry, Genetics and Molecular Biology, according to SCImago Institutions Rankings data, provides a solid foundation for growth. To fully realize its mission and ensure long-term impact, the university is encouraged to leverage its strong integrity culture to foster greater intellectual leadership in its key research areas, thereby transforming collaborative success into sustainable, internally-driven excellence.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

With a Z-score of -0.890, significantly lower than the national average of -0.514, the institution demonstrates a consistent and low-risk profile in its affiliation practices. This absence of risk signals aligns perfectly with the national standard, indicating that the university's collaboration patterns are transparent and well-managed. While multiple affiliations can be a legitimate outcome of partnerships, the institution's very low rate confirms it avoids any practices that could be misconstrued as strategic attempts to inflate institutional credit or "affiliation shopping."

Rate of Retracted Output

The institution's Z-score of -0.165 is statistically normal and closely aligned with the national average of -0.126. This parity suggests that the university's risk level is as expected for its context and size, with no indication of systemic issues. Retractions are complex events, but a rate consistent with the national benchmark implies that the institution's pre-publication quality control and post-publication supervision mechanisms are functioning appropriately, without signaling any unusual vulnerability in its integrity culture.

Rate of Institutional Self-Citation

Western Washington University exhibits a prudent profile with a Z-score of -0.761, which is notably lower than the national average of -0.566. This indicates that the institution manages its citation practices with greater rigor than the national standard. A certain level of self-citation is natural, but the university's low rate demonstrates a strong reliance on external validation from the global scientific community, effectively mitigating the risk of creating scientific 'echo chambers' or artificially inflating its impact through endogamous dynamics.

Rate of Output in Discontinued Journals

The institution shows total operational silence in this critical area, with a Z-score of -0.545 that is even lower than the minimal national average of -0.415. This complete absence of risk signals points to an exceptionally high level of due diligence in selecting dissemination channels. By avoiding journals that fail to meet international ethical or quality standards, the university effectively protects its reputation and ensures its research resources are not channeled into 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

The university demonstrates significant institutional resilience, with a low Z-score of -0.338 in a national context that shows a medium risk (0.594). This suggests that the institution's internal control mechanisms are effectively mitigating the country's systemic risks related to authorship. While extensive author lists are legitimate in some 'Big Science' fields, the university's low rate indicates a successful effort to prevent author list inflation, thereby preserving individual accountability and transparency in its research.

Gap between Impact of total output and the impact of output with leadership

This indicator reveals an area of high exposure for the institution, with a Z-score of 1.046 that is considerably higher than the national average of 0.284. The university is more prone to showing alert signals in this area than its peers, suggesting that its scientific prestige may be overly dependent on collaborations where it does not exercise intellectual leadership. This wide positive gap signals a sustainability risk, inviting a strategic reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in external partnerships.

Rate of Hyperprolific Authors

With a Z-score of -1.413, far below the national average of -0.275, the institution maintains a very low-risk profile that is consistent with national standards of integrity. The near-total absence of hyperprolific authors suggests a healthy institutional balance between quantity and quality. This effectively sidesteps the risks associated with extreme publication volumes, such as coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby upholding the integrity of its scientific record.

Rate of Output in Institutional Journals

The university operates in integrity synchrony with its national environment, showing a Z-score of -0.268 that is fully aligned with the country's average of -0.220. This indicates a shared commitment to maximum scientific security. By avoiding excessive dependence on in-house journals, the institution ensures its scientific production consistently undergoes independent external peer review. This practice mitigates conflicts of interest and academic endogamy, guaranteeing that its research is validated through standard competitive channels and enhancing its global visibility.

Rate of Redundant Output

The institution achieves a state of preventive isolation, with a very low Z-score of -0.664 in a national context that presents a medium risk (0.027). This demonstrates that the university does not replicate the risk dynamics observed in its environment. A high value in this indicator typically alerts to 'salami slicing'—the practice of fragmenting a study to inflate productivity. The university's excellent result suggests a strong institutional culture that prioritizes the generation of significant new knowledge over the artificial inflation of publication metrics.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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