| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.155 | -0.549 |
|
Retracted Output
|
-0.334 | -0.060 |
|
Institutional Self-Citation
|
1.440 | 0.615 |
|
Discontinued Journals Output
|
-0.170 | 0.511 |
|
Hyperauthored Output
|
-1.209 | -0.625 |
|
Leadership Impact Gap
|
-0.102 | -0.335 |
|
Hyperprolific Authors
|
-1.413 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
0.977 | -0.027 |
Rajamangala University of Technology Isan demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.362, which indicates a performance well within expected ethical standards. The institution's primary strengths lie in its exceptionally low rates of hyper-authorship, hyperprolific authors, and multiple affiliations, alongside a commendable avoidance of institutional and discontinued journals, positioning it as a leader in research transparency and responsible dissemination within the national context. According to SCImago Institutions Rankings data, this operational integrity supports areas of significant thematic strength, particularly in Earth and Planetary Sciences, where it ranks #1 in Thailand, as well as in Veterinary (#14) and Mathematics (#19). However, two areas require strategic attention: a tendency towards institutional self-citation and a moderate rate of redundant publications. These practices, if unaddressed, could subtly undermine the university's mission to achieve "international standards" and practice "Good Governance," as they risk prioritizing internal validation and publication volume over the creation of high-value, externally validated knowledge. By focusing on mitigating these specific vulnerabilities, the university can fully align its demonstrated operational strengths with its strategic vision, reinforcing its commitment to excellence and societal value.
The institution exhibits a Z-score of -1.155, significantly lower than the national average of -0.549. This result indicates a commendable absence of risk signals in an area where the country already maintains a low-risk profile. The university's performance suggests that its affiliations are managed with high transparency, aligning with the national standard for collaborative integrity. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the institution's exceptionally low rate provides strong assurance against strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of clear and honest attribution.
With a Z-score of -0.334, the institution demonstrates a lower rate of retractions compared to the national average of -0.060. This prudent profile suggests that the university manages its research processes with more rigor than the national standard. Retractions are complex events, and a low rate points towards effective quality control mechanisms prior to publication. This performance indicates that systemic failures in methodological rigor or integrity are not a significant concern, reflecting a responsible and proactive approach to maintaining the scientific record.
The institution's Z-score for this indicator is 1.440, which is notably higher than the national average of 0.615. This reveals a high exposure to this particular risk, suggesting the center is more prone to showing alert signals than its environment. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, this disproportionately high rate signals a potential for concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This trend warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community.
The institution presents a Z-score of -0.170, a figure that contrasts sharply with the national average of 0.511. This demonstrates significant institutional resilience, as internal control mechanisms appear to successfully mitigate a systemic risk prevalent at the country level. While a sporadic presence in such journals can occur, the university's low rate constitutes a positive signal regarding its due diligence in selecting dissemination channels. This performance indicates that its researchers are effectively avoiding media that fail to meet international ethical or quality standards, thereby protecting the institution from reputational harm and ensuring resources are not wasted on 'predatory' or low-quality practices.
With a Z-score of -1.209, the institution shows a near-total absence of hyper-authored publications, a rate considerably lower than the national average of -0.625. This low-profile consistency demonstrates an operational standard that aligns with, and even surpasses, the national norm. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. The university's data, however, points to a culture of transparent and appropriate authorship, effectively distinguishing its collaborative work from practices involving 'honorary' or political authorship.
The institution's Z-score of -0.102, while within a low-risk band, is higher than the national average of -0.335. This differential points to an incipient vulnerability that warrants review before it escalates. It is common for institutions to leverage external partners for impact; however, a growing positive gap suggests that the university's scientific prestige may be more dependent on collaborations where it does not exercise intellectual leadership. This invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in partnerships, highlighting a potential risk to long-term research sustainability.
The institution's Z-score of -1.413 is exceptionally low, far below the national average of -0.266. This signals a clear absence of risk related to extreme individual publication volumes, a characteristic that aligns with the national standard of responsible productivity. While high output can reflect leadership, extreme volumes often challenge the feasibility of meaningful intellectual contribution. The university's very low score in this area provides strong evidence against potential imbalances between quantity and quality, and mitigates risks such as coercive authorship or the assignment of credit without real participation, underscoring a commitment to the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a stark contrast to the national average of 0.595. This demonstrates a form of preventive isolation, where the university does not replicate the risk dynamics observed in its environment. In-house journals can be valuable for local dissemination but carry an inherent conflict of interest. The university's low score indicates that its scientific production is not bypassing independent external peer review, thereby avoiding academic endogamy. This practice enhances the global visibility and competitive validation of its research, steering clear of using internal channels as potential 'fast tracks' to inflate publication counts.
The institution's Z-score of 0.977 indicates a moderate deviation from the national average of -0.027. This suggests the university shows a greater sensitivity to this risk factor than its national peers. Citing previous work is a necessary part of cumulative science, but the observed score alerts to a potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. This trend, often called 'salami slicing,' risks distorting the available scientific evidence and overburdens the review system. It is a practice that prioritizes volume over the generation of significant new knowledge and warrants closer examination.