| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.037 | -0.514 |
|
Retracted Output
|
-0.108 | -0.126 |
|
Institutional Self-Citation
|
-0.564 | -0.566 |
|
Discontinued Journals Output
|
-0.454 | -0.415 |
|
Hyperauthored Output
|
1.059 | 0.594 |
|
Leadership Impact Gap
|
0.938 | 0.284 |
|
Hyperprolific Authors
|
-0.488 | -0.275 |
|
Institutional Journal Output
|
-0.080 | -0.220 |
|
Redundant Output
|
0.163 | 0.027 |
The University of Virginia presents a robust scientific integrity profile, with an overall score of -0.204 indicating performance that is generally aligned with or exceeds national standards. The institution demonstrates exceptional strengths in areas of governance and due diligence, particularly with very low rates of multiple affiliations and output in discontinued journals, alongside a prudent management of author productivity. However, three indicators—Hyper-Authored Output, the gap in impact between led and total research, and Redundant Output—register at a medium risk level and exceed national averages, suggesting areas for strategic monitoring. These findings are contextualized by the university's outstanding academic positioning, with SCImago Institutions Rankings data placing it among the global elite in key fields such as Psychology, Medicine, Social Sciences, and Biochemistry, Genetics and Molecular Biology. While the institution's specific mission was not provided for this analysis, the identified risks, particularly those related to authorship credit and impact dependency, could challenge universal academic values of excellence and social responsibility. A proactive review of authorship policies and collaboration strategies would ensure that these operational vulnerabilities do not undermine the institution's demonstrated thematic leadership and commitment to research integrity.
The institution's Z-score is -1.037, significantly lower than the national average of -0.514. This result reflects a very low-risk profile that is even more conservative than the national standard. The absence of risk signals in this area indicates that the university maintains clear and well-managed affiliation practices, effectively avoiding any perception of strategic "affiliation shopping" to inflate institutional credit.
With a Z-score of -0.108, the institution's rate of retracted output is statistically normal and virtually identical to the national average of -0.126. This alignment suggests that the university's experience with retractions is typical for its context and size. The low rate indicates that post-publication corrections are infrequent, reflecting a generally effective system of quality control and responsible supervision prior to publication.
The institution's Z-score for institutional self-citation is -0.564, which is in complete alignment with the national average of -0.566. This demonstrates a statistically normal and low-risk profile, indicating that the university's research is well-integrated into the global scientific community. This healthy level of external validation suggests the absence of 'echo chambers' and confirms that the institution's academic influence is driven by broad recognition rather than being inflated by internal citation dynamics.
The University of Virginia shows a Z-score of -0.454, an exceptionally low value that is even better than the already low national average of -0.415. This signifies a total absence of risk signals related to publishing in questionable venues. It points to a highly effective due diligence process in selecting dissemination channels, protecting the institution from the reputational risks associated with predatory or low-quality journals and ensuring research is channeled through reputable media.
The institution registers a Z-score of 1.059, which is notably higher than the national average of 0.594, placing it in a medium-risk category with high exposure. This indicates that the university is more prone to producing publications with extensive author lists than its national peers. While this can be legitimate in "Big Science" disciplines, the elevated rate warrants a review to ensure that authorship practices remain transparent and accountable. It serves as a signal to distinguish between necessary massive collaboration and potential 'honorary' authorship, which can dilute individual responsibility.
With a Z-score of 0.938, the institution shows a significantly wider impact gap than the national average of 0.284. This medium-risk signal suggests a higher-than-average exposure to dependency on external partners for achieving high-impact research. A wide positive gap, where overall impact is high but the impact of institution-led research is comparatively low, can signal a sustainability risk. This finding invites a strategic reflection on whether the university's scientific prestige is derived from its own structural capacity or from its positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -0.488 is well below the national average of -0.275, indicating a prudent and low-risk profile. This demonstrates that the university manages its research environment with more rigor than the national standard regarding hyperprolific authors. The low incidence of extreme individual publication volumes suggests a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution.
The University of Virginia's Z-score is -0.080, a low-risk value. However, this represents a slight divergence from the national benchmark of -0.220, which is in the very low-risk category. This indicates that while the reliance on institutional journals is minimal, it is still more frequent than what is typically observed across the country. This pattern warrants attention to ensure that in-house journals are not used as 'fast tracks' that bypass independent external peer review, thereby maintaining the highest standards of competitive validation and global visibility for its research.
The institution's Z-score for redundant output is 0.163, a medium-risk value that is considerably higher than the national average of 0.027. This high exposure suggests the university is more prone to practices that can be interpreted as data fragmentation or 'salami slicing.' A rate this far above the national baseline alerts to the potential for researchers to be dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. This practice can distort the scientific record and should be reviewed to ensure that the focus remains on publishing significant new knowledge rather than on volume.