| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.896 | -0.514 |
|
Retracted Output
|
0.455 | -0.126 |
|
Institutional Self-Citation
|
-1.083 | -0.566 |
|
Discontinued Journals Output
|
-0.348 | -0.415 |
|
Hyperauthored Output
|
-1.145 | 0.594 |
|
Leadership Impact Gap
|
-0.734 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.409 | 0.027 |
Texas Woman's University demonstrates a robust scientific integrity profile, with an overall risk score of -0.359 indicating a performance significantly stronger than the global average. The institution's primary strengths lie in its clear operational independence from national risk trends, particularly in preventing hyper-authorship, ensuring the structural sustainability of its research impact, and avoiding data fragmentation. This strong governance framework is evident across most indicators. The main area requiring strategic attention is the Rate of Retracted Output, which presents a moderate deviation from the national standard and could pose a reputational risk. The university's recognized research activity in key areas such as Medicine, Psychology, Social Sciences, and Business, Management and Accounting, as per SCImago Institutions Rankings data, provides a solid foundation for its mission. However, to fully embody the commitment to "excellence and a pioneering spirit," it is crucial to address the vulnerability in pre-publication quality control. By reinforcing its review mechanisms, Texas Woman's University can ensure its commendable integrity profile fully aligns with its mission to cultivate engaged leaders and global citizens through transformational discovery.
The institution exhibits a very low risk profile in this area, with a Z-score of -0.896, which is even more conservative than the national average of -0.514. This low-profile consistency demonstrates that the university's collaborative practices are well-aligned with the national standard, showing no signs of problematic behavior. While multiple affiliations can sometimes be used to inflate institutional credit, the university's data suggests its affiliations are the legitimate result of researcher mobility and genuine partnerships, reflecting a healthy and transparent collaborative ecosystem.
With a Z-score of 0.455, the university presents a medium risk level that moderately deviates from the low-risk national average (-0.126). This indicates a greater sensitivity to risk factors than its peers and warrants a review of its causes. Retractions are complex events, but a rate significantly higher than the norm suggests that quality control mechanisms prior to publication may be facing systemic challenges. This vulnerability in the institution's integrity culture could indicate recurring methodological issues or a lack of rigorous supervision, requiring immediate qualitative verification by management to safeguard its scientific reputation.
The university's Z-score of -1.083 signifies a very low risk, positioning it favorably against the low-risk national average of -0.566. This excellent result demonstrates a low-profile consistency, where the absence of risk signals aligns perfectly with the national standard. A certain level of self-citation is natural, but the institution's exceptionally low rate confirms that its research is validated by the broader scientific community, not confined to an internal 'echo chamber.' This indicates that the institution's academic influence is driven by external recognition rather than being inflated by endogamous citation dynamics.
The institution maintains a very low risk profile (Z-score: -0.348), closely tracking the national average (-0.415). Although both scores reflect an environment of maximum security, the university's slightly higher score represents a form of residual noise. This means that while the risk is minimal, the institution is among the first to show faint signals in an otherwise inert environment. This is not a significant concern but serves as a reminder of the importance of continuous due diligence in selecting dissemination channels to avoid any potential reputational risks associated with low-quality or predatory publishing practices.
Texas Woman's University shows exceptional performance in this indicator, with a Z-score of -1.145 placing it in the very low risk category, in stark contrast to the medium risk level observed nationally (0.594). This demonstrates a clear preventive isolation, where the institution does not replicate the risk dynamics prevalent in its environment. The data strongly suggests that the university effectively distinguishes between necessary massive collaboration and questionable practices like 'honorary' or political authorship, thereby upholding high standards of individual accountability and transparency in its publications.
The institution demonstrates notable institutional resilience, with a low-risk Z-score of -0.734, effectively mitigating the country's systemic medium-risk trend (0.284). A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own intellectual leadership. However, the university's negative gap indicates that its scientific prestige is structural and sustainable, stemming from real internal capacity. This reflects a healthy research ecosystem where excellence is driven by projects led from within, ensuring long-term scientific autonomy and influence.
With a Z-score of -1.413, the university is firmly in the very low risk category, performing significantly better than the low-risk national average (-0.275). This low-profile consistency shows an absence of risk signals that aligns with, and improves upon, the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship. The university's excellent score indicates a healthy balance between quantity and quality, prioritizing the integrity of the scientific record over the inflation of productivity metrics.
The university's Z-score of -0.268 is in the very low risk category, reflecting an integrity synchrony with the national environment (-0.220), which is also very low risk. This total alignment with an environment of maximum scientific security is a positive sign. It indicates that the institution avoids over-reliance on its own journals, thus preventing potential conflicts of interest and academic endogamy. By favoring external, independent peer review, the university ensures its scientific production achieves global visibility and undergoes standard competitive validation.
The institution displays strong institutional resilience with a low-risk Z-score of -0.409, contrasting with the medium-risk national average of 0.027. This suggests that the university's control mechanisms are effective at mitigating a risk that is more common across the country. A high rate of bibliographic overlap can indicate 'salami slicing,' where studies are fragmented to inflate publication counts. The university's low score suggests a culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity, thereby protecting the integrity of the scientific evidence base.