| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.245 | -0.514 |
|
Retracted Output
|
-0.118 | -0.126 |
|
Institutional Self-Citation
|
-0.462 | -0.566 |
|
Discontinued Journals Output
|
-0.374 | -0.415 |
|
Hyperauthored Output
|
-0.993 | 0.594 |
|
Leadership Impact Gap
|
-0.947 | 0.284 |
|
Hyperprolific Authors
|
-1.257 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.977 | 0.027 |
Sam Houston State University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.556. The institution's performance is characterized by a consistent absence of significant risk signals across all evaluated indicators, with a notable capacity to operate independently of certain medium-risk trends observed at the national level. Key strengths include a structural reliance on internal intellectual leadership, a commitment to publishing complete and significant research, and the effective management of authorship practices. The only area warranting minor attention is a slight tendency toward institutional self-citation, which, while currently low, presents an opportunity for proactive monitoring. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally include Environmental Science, Social Sciences, Pharmacology, Toxicology and Pharmaceutics, and Psychology. This strong integrity framework directly underpins the institutional mission to provide "high quality... scholarship," as ethical and transparent research practices are the foundation of academic excellence and responsible service. By maintaining these high standards, the university not only safeguards its reputation but also ensures its contributions are both valuable and trustworthy, reinforcing its commitment to its regional, national, and international constituencies.
The institution exhibits a Z-score of -1.245, positioning it well below the United States' national average of -0.514. This result indicates a very low-risk profile that is even more conservative than the national standard. While multiple affiliations can be a legitimate outcome of collaboration, the university's exceptionally low rate demonstrates a clear absence of any signals related to strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting a straightforward and transparent approach to academic attribution.
With a Z-score of -0.118, the institution's rate of retracted publications is statistically normal and aligns almost perfectly with the national average of -0.126. Retractions are complex events, and this alignment suggests that the university's experience with them is typical for its context. The data does not point to any systemic failures in pre-publication quality control or a vulnerability in the institutional integrity culture, indicating that its mechanisms for ensuring methodological rigor are functioning at the expected national standard.
The university's Z-score for this indicator is -0.462, which, while in the low-risk category, is slightly higher than the national average of -0.566. This minor deviation signals an incipient vulnerability that warrants observation. A certain level of self-citation is natural and reflects ongoing research lines; however, this slightly elevated rate suggests a need to ensure that the institution is not fostering an academic "echo chamber." Proactive monitoring is advisable to confirm that the institution's impact is validated by the broader global community rather than being primarily reinforced by internal dynamics.
The institution demonstrates total alignment with a secure national environment, with a Z-score of -0.374 that is virtually identical to the country's average of -0.415. This synchrony in maintaining a very low-risk profile is a strong indicator of excellent due diligence in selecting dissemination channels. It confirms that the university's researchers are effectively avoiding predatory or low-quality publications, thereby protecting the institution from reputational damage and ensuring that research efforts are channeled through credible and enduring venues.
Sam Houston State University shows remarkable institutional resilience in this area, with a low-risk Z-score of -0.993, in stark contrast to the medium-risk national average of 0.594. This suggests that internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in "Big Science," the university's low rate indicates a successful avoidance of author list inflation, thereby preserving individual accountability and steering clear of practices like "honorary" authorship that can dilute transparency.
The institution shows a profound and positive disconnection from national trends, with a very low-risk Z-score of -0.947 compared to the medium-risk national average of 0.284. This result indicates that the university does not replicate the risk dynamics observed in its environment. A low gap is a sign of high scientific autonomy, suggesting that the institution's prestige is built upon its own structural capacity and intellectual leadership. This avoids the sustainability risk of depending on external partners for impact and confirms that its excellence metrics are a direct result of genuine internal capabilities.
With a Z-score of -1.257, the institution's rate of hyperprolific authors is exceptionally low, falling significantly below the already low national average of -0.275. This absence of extreme publication volumes is a strong positive signal. It suggests a healthy institutional culture that prioritizes quality over sheer quantity, effectively avoiding the risks associated with hyper-productivity, such as coercive authorship or the assignment of credit without meaningful intellectual contribution. This focus helps maintain the integrity of the scientific record.
The university's practices are in complete synchrony with the national environment of maximum security, showing a very low-risk Z-score of -0.268, which is even better than the national average of -0.220. This indicates a strong commitment to external validation. By not relying on in-house journals, the institution avoids potential conflicts of interest and the risk of academic endogamy. This ensures that its scientific production consistently undergoes independent, external peer review, which is essential for achieving global visibility and competitive validation.
The institution demonstrates a clear preventive isolation from a vulnerability present in the national system, with a very low-risk Z-score of -0.977 against a medium-risk national average of 0.027. This strong performance indicates that the university does not replicate the risk dynamics common in its environment. The extremely low rate of bibliographic overlap suggests a culture that values the publication of significant, coherent studies over the practice of "salami slicing." This commitment to presenting complete findings prevents the artificial inflation of productivity and contributes meaningfully to the scientific record.