| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.406 | -0.549 |
|
Retracted Output
|
-0.362 | -0.060 |
|
Institutional Self-Citation
|
-0.040 | 0.615 |
|
Discontinued Journals Output
|
1.443 | 0.511 |
|
Hyperauthored Output
|
-1.152 | -0.625 |
|
Leadership Impact Gap
|
0.056 | -0.335 |
|
Hyperprolific Authors
|
-0.723 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
0.324 | -0.027 |
Rajamangala University of Technology Thanyaburi presents a solid and stable scientific integrity profile, with an overall risk score of -0.100 that indicates a performance well-aligned with national and international standards. The institution demonstrates significant strengths in maintaining academic independence and rigor, particularly evident in its exceptionally low rates of output in institutional journals and institutional self-citation, which effectively counteract systemic risks observed at the national level. However, areas requiring strategic attention include a high exposure to discontinued journals, a moderate rate of redundant publications, and a notable gap in impact between its overall output and that led by its own researchers. These challenges should be addressed to fully support the university's strong research performance, highlighted by its SCImago Institutions Rankings, where it excels nationally in key areas such as Environmental Science (10th), Mathematics (14th), and Economics, Econometrics and Finance (15th). While the institution's specific mission was not available for this analysis, these integrity risks could challenge the universal academic goals of excellence and social responsibility. By reinforcing due diligence in publication channels and fostering greater intellectual leadership, the university can ensure its operational integrity fully matches its thematic strengths, solidifying its reputation as a leading institution.
The institution exhibits a Z-score of -1.406, significantly lower than the national average of -0.549. This demonstrates a low-profile consistency, where the complete absence of risk signals in this area aligns with the low-risk national standard. While multiple affiliations can be a legitimate outcome of researcher mobility and partnerships, the university's exceptionally low rate confirms that its collaborative practices are transparent and show no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a commendable adherence to clear and ethical authorship attribution.
With a Z-score of -0.362 compared to the national average of -0.060, the institution demonstrates a prudent profile in managing post-publication corrections. This indicates that its quality control mechanisms are managed with more rigor than the national standard. Retractions can be complex, sometimes resulting from the honest correction of errors. However, the university's lower-than-average rate suggests that its pre-publication review processes are particularly effective, minimizing the incidence of systemic errors or malpractice and reinforcing a culture of methodological integrity.
The institution's Z-score of -0.040 contrasts sharply with the national average of 0.615, showcasing remarkable institutional resilience. This performance suggests that internal control mechanisms are successfully mitigating the systemic risks of academic insularity that are more prevalent in the country. A certain level of self-citation is natural, but the university's low rate indicates it effectively avoids the 'echo chambers' that can lead to endogamous impact inflation. This commitment to external validation ensures its academic influence is a result of genuine recognition by the global community, not just internal dynamics.
The institution shows a Z-score of 1.443, which is significantly higher than the national average of 0.511. This reveals a high exposure to this risk factor, indicating the center is more prone to these alert signals than its environment. This high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. It suggests that a significant portion of scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid 'predatory' practices.
Displaying a Z-score of -1.152, well below the national average of -0.625, the institution maintains a low-profile consistency in its authorship practices. The absence of risk signals aligns perfectly with the low-risk national context. While extensive author lists are legitimate in 'Big Science,' a low score outside these fields is a positive sign. It indicates that the university successfully prevents author list inflation, thereby preserving individual accountability and transparency and distinguishing clearly between necessary massive collaboration and questionable 'honorary' authorship practices.
The institution's Z-score of 0.056 represents a moderate deviation from the national average of -0.335. This score indicates a greater sensitivity to this specific risk factor compared to its national peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. This value suggests that the university's scientific prestige may be overly dependent on external partners, with excellence metrics resulting more from strategic positioning in collaborations than from its own structural capacity for intellectual leadership, a point that merits strategic reflection.
With a Z-score of -0.723, which is lower than the national average of -0.266, the institution presents a prudent profile regarding author productivity. This suggests its research environment fosters a healthier balance between quantity and quality than the national standard. While high productivity can reflect leadership, extreme volumes can challenge the limits of meaningful contribution. The university's low score indicates it effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, prioritizing the integrity of the scientific record over pure metrics.
The institution's Z-score of -0.268 stands in stark contrast to the national average of 0.595, demonstrating a clear case of preventive isolation. This result shows that the center does not replicate the risk dynamics of academic endogamy observed elsewhere in its environment. While in-house journals can be valuable, an over-reliance on them creates conflicts of interest. The university's very low rate signals a strong commitment to independent, external peer review, which enhances its global visibility and confirms that its internal channels are not used as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score of 0.324 marks a moderate deviation from the national average of -0.027, showing a greater sensitivity to this risk factor than its peers. A high value in this indicator alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This tendency to produce publications with massive bibliographic overlap can distort the available scientific evidence and overburden the peer-review system, suggesting a need to reinforce policies that prioritize the communication of significant new knowledge over sheer volume.
