| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.467 | -0.549 |
|
Retracted Output
|
-0.353 | -0.060 |
|
Institutional Self-Citation
|
4.175 | 0.615 |
|
Discontinued Journals Output
|
-0.262 | 0.511 |
|
Hyperauthored Output
|
-0.831 | -0.625 |
|
Leadership Impact Gap
|
-2.307 | -0.335 |
|
Hyperprolific Authors
|
7.586 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
1.539 | -0.027 |
Nakhon Pathom Rajabhat University presents a mixed integrity profile, with an overall score of 0.556 reflecting a combination of significant strengths and critical vulnerabilities. The institution demonstrates robust performance in several key areas, showing very low to low risk in its rates of multiple affiliations, leadership impact gap, and publication in institutional or discontinued journals. These results indicate strong internal governance and a commitment to external validation. However, this positive performance is contrasted by significant alerts in the Rate of Institutional Self-Citation and the Rate of Hyperprolific Authors, alongside a medium risk for redundant publications. While the institution's specific mission statement was not available for this analysis, these identified risks conflict with the universal academic goals of fostering objective knowledge and ensuring research credibility. The university's recognized thematic strength in Physics and Astronomy, as noted in the SCImago Institutions Rankings, provides a solid foundation for growth, but its long-term reputational integrity depends on addressing these outlier practices. The university is encouraged to leverage its areas of strong governance to develop targeted interventions that mitigate the identified risks, thereby ensuring its pursuit of excellence is built upon a foundation of unquestionable scientific integrity.
The institution exhibits a Z-score of -1.467, a value significantly lower than the national average of -0.549. This demonstrates a commendable absence of risk signals in an area where the national context already shows a low propensity for issues. The university's performance suggests a clear and transparent policy regarding researcher affiliations, avoiding practices that could be interpreted as strategic attempts to inflate institutional credit. This low-profile consistency reinforces the institution's commitment to straightforward and ethical representation of its collaborative work.
With a Z-score of -0.353, the university's rate of retracted publications is lower than the national average of -0.060. This prudent profile suggests that the institution manages its pre-publication quality control processes with more rigor than the national standard. While retractions can sometimes signify responsible supervision in correcting errors, a lower-than-average rate indicates that the university's mechanisms for ensuring methodological soundness and ethical compliance are effective, preventing systemic failures that could lead to post-publication withdrawals and safeguarding its scientific reputation.
The university's Z-score of 4.175 for institutional self-citation is a significant outlier, drastically higher than the national average of 0.615. This result indicates that the institution is not merely reflecting a national trend but is markedly amplifying a systemic vulnerability. Such a disproportionately high rate signals a concerning level of scientific isolation, creating an 'echo chamber' where the institution's work may not be receiving sufficient external scrutiny. This practice poses a serious risk of endogamous impact inflation, suggesting that the institution's academic influence could be perceived as being artificially oversized by internal dynamics rather than by recognition from the global scientific community, warranting an urgent review of citation practices.
The institution shows a Z-score of -0.262, which contrasts favorably with the national average of 0.511. This demonstrates strong institutional resilience, as control mechanisms appear to effectively mitigate the systemic risks observed at the country level regarding publication in low-quality channels. This low rate indicates that the university's researchers exercise sound due diligence in selecting dissemination venues, avoiding journals that fail to meet international ethical or quality standards. This practice protects the institution from severe reputational damage and ensures that research efforts are channeled through credible and impactful outlets.
With a Z-score of -0.831, the institution's rate of hyper-authored output is notably lower than the national average of -0.625. This prudent profile indicates that the university manages authorship practices with greater rigor than the national standard. By maintaining a low incidence of publications with extensive author lists outside of 'Big Science' contexts, the institution effectively avoids signals that could indicate author list inflation or the dilution of individual accountability. This reinforces a culture of meaningful and transparent contribution in its collaborative research.
The institution's Z-score of -2.307 is exceptionally low compared to the national average of -0.335. This result reflects a very healthy and sustainable research model where the impact of work led by the institution's own researchers is robust and not dependent on external partners. The absence of a significant gap signals that scientific prestige is generated by strong internal capacity and intellectual leadership. This alignment demonstrates structural excellence and an ability to drive impactful research independently, a key indicator of a mature and self-sufficient scientific ecosystem.
The university's Z-score of 7.586 represents a critical red flag, indicating a severe discrepancy from the national average of -0.266. This atypical level of risk activity is an anomaly within the national context and requires a deep and urgent integrity assessment. Extreme individual publication volumes challenge the limits of human capacity for meaningful intellectual contribution. This high indicator points to a potential imbalance between quantity and quality, alerting to serious risks such as coercive authorship, data fragmentation, or honorary authorship—dynamics that prioritize metric inflation over the integrity of the scientific record and demand immediate administrative attention.
The institution maintains a Z-score of -0.268, positioning it favorably against the national average of 0.595. This demonstrates a pattern of preventive isolation, where the university successfully avoids the risk dynamics of academic endogamy that are more prevalent in its environment. By not relying excessively on its in-house journals, the institution mitigates potential conflicts of interest and ensures its scientific production undergoes independent, external peer review. This commitment to external validation enhances the global visibility and credibility of its research, reinforcing a culture of competitive and transparent scholarship.
The university's Z-score of 1.539 indicates a moderate deviation from the national average of -0.027. This suggests that the institution is more sensitive than its national peers to risk factors associated with data fragmentation. A medium-risk value alerts to the potential practice of 'salami slicing,' where a single coherent study may be divided into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer-review system but also distorts the scientific evidence base, prioritizing publication volume over the generation of significant new knowledge. A review of publication strategies is recommended to ensure research is presented in its most coherent and impactful form.