| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.395 | -0.514 |
|
Retracted Output
|
0.718 | -0.126 |
|
Institutional Self-Citation
|
0.044 | -0.566 |
|
Discontinued Journals Output
|
-0.505 | -0.415 |
|
Hyperauthored Output
|
-0.246 | 0.594 |
|
Leadership Impact Gap
|
-0.026 | 0.284 |
|
Hyperprolific Authors
|
-0.652 | -0.275 |
|
Institutional Journal Output
|
-0.251 | -0.220 |
|
Redundant Output
|
-0.143 | 0.027 |
The University of Wyoming demonstrates a robust and well-balanced scientific integrity profile, reflected in an overall risk score of -0.034. This indicates a general alignment with best practices and effective governance. The institution's primary strengths lie in its exceptional diligence in selecting publication venues, its capacity to generate high-impact research under its own leadership, and its effective mitigation of authorship inflation and data fragmentation—areas where it significantly outperforms national averages. These strengths are foundational to its notable leadership in thematic areas such as Earth and Planetary Sciences, Energy, Veterinary, and Pharmacology, as evidenced by SCImago Institutions Rankings data. However, areas requiring strategic attention include a moderate rate of retracted output and institutional self-citation, which are atypical for the national context. These specific vulnerabilities could potentially challenge the university's mission to provide "higher education of the highest quality" and conduct "rigorous scholarship." To fully honor its commitment to "responsible stewardship," it is recommended that the institution undertake a qualitative review of its pre-publication quality control and citation practices, thereby reinforcing its already strong foundation of scientific integrity and ensuring its research excellence is both impactful and unimpeachable.
The University of Wyoming presents a Z-score of -0.395, slightly higher than the national average of -0.514. Although both scores indicate a low-risk environment, the university's value suggests an incipient vulnerability. This slight divergence from the national baseline indicates that while the institution's rate of multiple affiliations is well within acceptable limits, it shows slightly more activity in this area than its peers. While multiple affiliations are often legitimate, this minor signal warrants proactive monitoring to ensure that all collaborative declarations are transparent and do not trend towards strategic attempts to inflate institutional credit.
With a Z-score of 0.718, the institution shows a moderate deviation from the national average of -0.126. This discrepancy highlights a greater sensitivity to risk factors than its peers, as the university's rate of retractions is notably higher than the country's low-risk standard. A high Z-score in this indicator suggests that quality control mechanisms prior to publication may be failing systemically. This rate, being significantly higher than the national average, alerts to a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The university's Z-score of 0.044 represents a moderate deviation from the national average of -0.566. This contrast indicates that the institution is more sensitive to this risk factor than its national counterparts. A disproportionately high rate of self-citation can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution exhibits total operational silence in this area, with a Z-score of -0.505, which is even lower than the already minimal national average of -0.415. This demonstrates an exceptional absence of risk signals, positioning the university as a leader in due diligence. This performance indicates that the institution is highly effective at channeling its scientific production away from media that fail to meet international ethical or quality standards, thereby protecting its reputation and ensuring its research resources are not wasted on 'predatory' or low-quality practices.
The University of Wyoming shows strong institutional resilience, with a low-risk Z-score of -0.246, in stark contrast to the medium-risk national average of 0.594. This performance suggests that internal control mechanisms are effectively mitigating systemic risks that are more prevalent across the country. By maintaining a low rate of hyper-authorship, the university successfully distinguishes between necessary massive collaboration and potential 'honorary' or political authorship practices, thereby reinforcing individual accountability and transparency in its research outputs.
With a Z-score of -0.026, the institution demonstrates notable resilience compared to the national average of 0.284. This low gap indicates that the university's scientific prestige is structural and sustainable, driven by its own intellectual leadership rather than being dependent on external partners. While a wider gap is more common nationally, the university's performance suggests that its excellence metrics result from genuine internal capacity, effectively mitigating the risk of cultivating a prestige that is merely exogenous or strategic.
The institution maintains a prudent profile with a Z-score of -0.652, significantly lower than the national average of -0.275. This indicates that the university manages its research processes with more rigor than the national standard. Such a low value points to a healthy balance between quantity and quality, successfully avoiding the risks associated with extreme publication volumes, such as coercive authorship or the assignment of authorship without real participation. This reinforces a culture that prioritizes the integrity of the scientific record over the inflation of metrics.
The university's Z-score of -0.251 is almost identical to the national average of -0.220, demonstrating integrity synchrony with its environment. This perfect alignment with a context of maximum scientific security confirms that the institution does not rely on its own journals for publication. This practice avoids potential conflicts of interest and the risk of academic endogamy, ensuring that its scientific production consistently undergoes independent external peer review and achieves global visibility through standard competitive validation channels.
With a low-risk Z-score of -0.143, the university displays strong institutional resilience against a national backdrop showing a medium-risk average of 0.027. This suggests that the institution's control mechanisms act as an effective filter against a nationally present risk. The low rate of redundant output indicates a clear institutional focus on producing significant new knowledge rather than artificially inflating productivity by dividing studies into minimal publishable units. This practice protects the integrity of the scientific evidence base and avoids overburdening the peer review system.