| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.616 | -0.514 |
|
Retracted Output
|
-0.306 | -0.126 |
|
Institutional Self-Citation
|
-0.939 | -0.566 |
|
Discontinued Journals Output
|
-0.098 | -0.415 |
|
Hyperauthored Output
|
-1.297 | 0.594 |
|
Leadership Impact Gap
|
0.593 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-1.186 | 0.027 |
The University of the Incarnate Word demonstrates a robust scientific integrity profile, with an overall risk score of -0.483 that indicates a performance significantly healthier than the global average. This strong foundation is built upon exceptional results in five key areas: an extremely low rate of institutional self-citation, hyper-authored output, hyperprolific authors, redundant publications, and output in institutional journals. These strengths suggest a culture that prioritizes quality, transparency, and external validation over metric inflation. The institution's primary areas of scientific output, according to SCImago Institutions Rankings data, include Medicine; Business, Management and Accounting; Psychology; and Social Sciences. The university's mission to "forge new roads" and "create positive change" is well-supported by this low-risk profile. However, two indicators warrant strategic attention: a medium-risk gap between the impact of its total output and that led by its own researchers, and a low but divergent risk of publishing in discontinued journals. These signals, while not critical, suggest a potential dependency on external leadership and a need for enhanced due diligence in publication strategies to fully realize the mission's promise of pioneering excellence and ensuring all institutional efforts contribute to sustainable, positive global change. By addressing these specific vulnerabilities, the University can further solidify its position as a leader in responsible and impactful research.
The institution presents a Z-score of -0.616, a value that indicates a lower risk profile than the national average of -0.514. This result suggests that the University manages its collaborative frameworks with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this prudent profile indicates that the institution's collaborative practices are well-governed, effectively avoiding strategic attempts to artificially inflate institutional credit or engage in “affiliation shopping.”
With a Z-score of -0.306, the institution demonstrates a lower incidence of retracted publications compared to the national benchmark of -0.126. This favorable comparison suggests that the University's internal quality control and supervision mechanisms are more rigorous than the national standard. Retractions can sometimes signify responsible error correction, but a consistently low rate like this points towards a systemic strength in the institutional integrity culture, indicating that robust methodological practices are effectively preventing the kind of recurring errors or malpractice that could otherwise damage the scientific record.
The institution exhibits an exceptionally low Z-score of -0.939, which is significantly better than the country's already low-risk score of -0.566. This absence of risk signals, which surpasses the national standard, is a clear indicator of strong external validation. A certain level of self-citation is natural, but this result confirms the institution successfully avoids scientific isolation or 'echo chambers.' It provides strong evidence that the University's academic influence is built on broad recognition from the global community rather than being inflated by endogamous or internal dynamics.
The institution's Z-score for this indicator is -0.098, which, while in the low-risk category, represents a slight divergence from the national environment, where the score is -0.415 (very low risk). This shows that the University has a minor but noticeable signal of risk activity that is largely absent across the country. A high proportion of output in such journals is a critical alert, and this score, though not high, indicates a potential vulnerability. It suggests a need to reinforce due diligence in selecting dissemination channels to avoid reputational risks and ensure that research resources are not channeled into 'predatory' or low-quality media that lack international ethical standards.
With a Z-score of -1.297, the institution demonstrates a near-total absence of hyper-authorship, placing it in a position of preventive isolation from the national trend, where the Z-score is 0.594 (medium risk). The University does not replicate the risk dynamics observed in its environment. While extensive author lists are legitimate in 'Big Science,' this institution's very low score outside those contexts is a testament to its commitment to transparency and accountability. This result indicates that the University effectively curbs practices like 'honorary' authorship, ensuring that author lists accurately reflect meaningful contributions.
The institution shows a Z-score of 0.593, a medium-risk value that indicates a higher exposure to this vulnerability compared to the national average of 0.284. This suggests that the University is more prone than its peers to a dependency on external partners for achieving high-impact research. A wide positive gap, as seen here, signals a potential sustainability risk, where scientific prestige may be more exogenous than structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity and intellectual leadership, or from a positioning in collaborations where it plays a secondary role.
The institution's Z-score of -1.413 is in the very low-risk category, aligning with and improving upon the low-risk national standard of -0.275. This consistency with a low-risk environment indicates a healthy balance between productivity and quality. While high output can reflect leadership, extreme volumes often challenge the plausibility of meaningful intellectual contribution. This excellent result suggests the institution fosters a culture that prioritizes the integrity of the scientific record over the inflation of publication metrics, effectively avoiding risks such as coercive or unmerited authorship.
The institution records a Z-score of -0.268, reflecting a complete absence of risk signals and performing even better than the already very low national average of -0.220. This state of total operational silence is an exemplary practice. In-house journals can be valuable but often raise conflict-of-interest concerns. This result demonstrates a firm commitment to independent, external peer review, which enhances the global visibility and credibility of its research. It confirms the institution avoids academic endogamy and does not use internal channels as 'fast tracks' for publication, instead embracing standard competitive validation.
With an outstanding Z-score of -1.186, the institution shows a clear disconnection from the medium-risk dynamics observed at the national level (Z-score of 0.027). This preventive isolation highlights a strong institutional policy against data fragmentation. While citing prior work is normal, massive bibliographic overlap often indicates 'salami slicing'—the practice of dividing a single study into minimal units to inflate productivity. The University's very low score indicates a culture that values the publication of coherent, significant new knowledge over the artificial inflation of output volume, thereby strengthening the integrity of the scientific evidence it produces.