| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.951 | -0.514 |
|
Retracted Output
|
-0.221 | -0.126 |
|
Institutional Self-Citation
|
-0.927 | -0.566 |
|
Discontinued Journals Output
|
-0.342 | -0.415 |
|
Hyperauthored Output
|
0.215 | 0.594 |
|
Leadership Impact Gap
|
0.477 | 0.284 |
|
Hyperprolific Authors
|
-0.639 | -0.275 |
|
Institutional Journal Output
|
0.028 | -0.220 |
|
Redundant Output
|
0.019 | 0.027 |
George Washington University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.302, which indicates a performance superior to the global average. The institution exhibits significant strengths in maintaining very low rates of multiple affiliations and institutional self-citation, suggesting a culture of clear crediting and strong external validation. However, areas requiring strategic attention include a medium-risk level for output in institutional journals, which diverges notably from the national standard, and a moderate gap in research impact, where prestige appears more dependent on collaborative efforts than on internally-led projects. These vulnerabilities, while not critical, warrant review to ensure they do not undermine the core mission of conducting and publishing high-caliber scholarly research. The university's strong academic standing, evidenced by its SCImago Institutions Rankings in key areas such as Business, Management and Accounting, Medicine, Social Sciences, and Economics, provides a solid foundation. Aligning its operational research practices with its stated commitment to excellence will be crucial. By addressing these moderate-risk indicators, the university can further solidify its reputation for producing research that is not only impactful but also unimpeachably sound.
The institution presents a Z-score of -0.951, a very low-risk signal that is even more favorable than the national average of -0.514. This result demonstrates low-profile consistency, where the complete absence of risk signals aligns perfectly with the secure national standard. While multiple affiliations can be a legitimate outcome of academic mobility and partnerships, disproportionately high rates can suggest strategic attempts to inflate institutional credit. George Washington University's exceptionally low score confirms that its affiliation practices are transparent and well-governed, reflecting a clear and unambiguous assignment of institutional credit for its research output.
With a Z-score of -0.221, the university maintains a low-risk profile that is more rigorous than the national average of -0.126. This prudent positioning suggests that the institution's quality control mechanisms are managed with greater rigor than the national standard. Retractions are complex events, and a low rate is indicative of responsible supervision and effective pre-publication review. The university's performance in this area suggests that its quality control mechanisms are not only functional but are potentially more effective than those of its national peers, minimizing the incidence of systemic errors or malpractice and reinforcing its commitment to a culture of integrity.
The university's Z-score of -0.927 signifies a very low risk, substantially below the country's already low-risk average of -0.566. This demonstrates an exemplary alignment with a secure environment, where the absence of risk signals is even more pronounced than the national norm. A certain level of self-citation is natural, but high rates can create 'echo chambers' that inflate impact through internal validation. The institution's very low score indicates that its research is subject to robust external scrutiny and is recognized by the global scientific community, effectively avoiding any risk of endogamous impact inflation and confirming the external relevance of its work.
The institution's Z-score of -0.342 is in the very low-risk category, as is the national average of -0.415. Although both scores are excellent, the university's value is slightly higher, indicating the presence of minimal residual noise in an otherwise inert environment. While a sporadic presence in such journals can occur, a high proportion would be a critical alert regarding due diligence in selecting publication venues. In this context, the risk is negligible, but the slight signal suggests that continuous reinforcement of information literacy among researchers is a valuable preventive measure to ensure resources are never wasted on predatory or low-quality channels.
With a Z-score of 0.215, the university is positioned in the medium-risk category, yet it demonstrates differentiated management by maintaining a rate significantly lower than the national average of 0.594. This suggests the institution successfully moderates a risk that is more common across the country. High rates of hyper-authorship outside of 'Big Science' contexts can indicate author list inflation, which dilutes accountability. The university's ability to keep this rate below the national trend suggests a more controlled approach, effectively distinguishing between necessary large-scale collaboration and potentially problematic 'honorary' authorship practices.
The institution's Z-score of 0.477 places it in the medium-risk category, a level that indicates higher exposure compared to the national average of 0.284. This suggests the university is more prone to this specific alert signal than its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. The university's score suggests that its scientific prestige may be more dependent on its role in external collaborations rather than its own structural capacity for intellectual leadership, inviting a strategic reflection on how to foster more high-impact, internally-driven research.
The university's Z-score of -0.639 indicates a low-risk profile that is considerably more prudent than the national average of -0.275. This demonstrates that the institution manages its research processes with more rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The institution's very low rate in this area is a positive indicator of a healthy research environment, suggesting a focus on substantive contributions over sheer volume and a lower risk of practices like coercive or honorary authorship.
A notable monitoring alert arises from the university's Z-score of 0.028 (medium risk), which is an unusual deviation from the national standard of -0.220 (very low risk). This divergence requires a review of its causes. Excessive dependence on in-house journals can create conflicts of interest and risks of academic endogamy, where production bypasses independent external peer review. This indicator suggests that a portion of the university's output may be using internal channels, potentially as 'fast tracks' for publication, which could limit its global visibility and validation compared to the broader national practice.
The university's Z-score of 0.019 (medium risk) is nearly identical to the national average of 0.027, reflecting a systemic pattern. This alignment indicates that the institution's practices mirror a shared challenge at the national level. High rates of bibliographic overlap between publications can signal data fragmentation or 'salami slicing,' where a single study is divided into minimal units to inflate productivity metrics. The university's performance suggests it is navigating this widespread pressure for volume at a rate consistent with its environment, a practice that can distort scientific evidence and overburden the peer-review system.