Thaksin University

EXECUTIVE SUMMARY AND STRATEGIC VISION

Thaksin University presents a strong overall integrity profile with a global risk score of 0.075, indicating a generally healthy and well-governed research environment. The institution's primary strengths are evident in its exceptionally low rates of multiple affiliations, hyperprolific authorship, redundant output, and publication in institutional journals, showcasing robust internal controls that often surpass national standards. This solid foundation is complemented by significant research capacity, as highlighted by SCImago Institutions Rankings data, in key thematic areas including Environmental Science, Energy, Agricultural and Biological Sciences, and Social Sciences. However, this positive outlook is tempered by specific vulnerabilities in three medium-risk areas: a higher-than-average rate of retracted output, a notable dependency on external partners for research impact, and a concerning volume of publications in discontinued journals. These specific risks, if left unaddressed, could undermine the university's core mission of achieving academic excellence and social responsibility, as they challenge the principles of quality, transparency, and sustainable intellectual leadership. By strategically focusing on mitigating these identified vulnerabilities, Thaksin University can fully align its operational practices with its demonstrated research strengths, solidifying its reputation as a leading institution committed to both scientific advancement and unwavering ethical standards.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution demonstrates low-profile consistency in this area, with a Z-score of -1.202, which is well below the national average of -0.549. This result indicates that the university's affiliation practices are in complete alignment with national standards for transparency and accountability. The absence of risk signals suggests that multiple affiliations at the institution are a legitimate result of researcher mobility and formal partnerships, rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping.”

Rate of Retracted Output

The institution's rate of retracted output (Z-score: 0.549) shows a moderate deviation from the national benchmark (Z-score: -0.060), suggesting a greater sensitivity to factors leading to publication withdrawal compared to its peers. Retractions are complex events, but a rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing more frequently than elsewhere in the country, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the university's scientific reputation.

Rate of Institutional Self-Citation

With a Z-score of -0.205, the university shows significant institutional resilience compared to the national trend (Z-score: 0.615). This suggests that the institution's control mechanisms are effectively mitigating the systemic risks of academic isolation observed elsewhere in the country. By maintaining a low rate of self-citation, the university avoids creating 'echo chambers' and ensures its work is validated by the broader scientific community, demonstrating that its academic influence is based on global recognition rather than being inflated by internal dynamics.

Rate of Output in Discontinued Journals

The university's Z-score of 1.169 for output in discontinued journals indicates high exposure to this risk, surpassing the already moderate national average of 0.511. This pattern suggests the institution is more prone than its peers to channeling research through media that do not meet international ethical or quality standards. Such a high proportion of publications in these channels constitutes a critical alert regarding due diligence in dissemination, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to prevent the misallocation of resources to 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

The institution maintains a prudent profile in its authorship practices, with a Z-score of -0.814, which is lower than the national standard of -0.625. This indicates that the university manages its collaborative processes with more rigor than the national average. The data suggests that extensive author lists are likely confined to legitimate 'Big Science' contexts, effectively avoiding the risk of author list inflation and ensuring that individual accountability and transparency in research contributions are upheld.

Gap between Impact of total output and the impact of output with leadership

The institution's Z-score of 1.500 reveals a moderate deviation from the national context (Z-score: -0.335), indicating a greater sensitivity to this risk factor. The wide positive gap suggests that while the university's overall impact is notable, its scientific prestige is heavily dependent on external collaborations where it does not exercise intellectual leadership. This signals a potential sustainability risk, as it raises questions about whether the institution's excellence metrics are derived from genuine internal capacity or from strategic positioning in partnerships. This invites a strategic reflection on fostering homegrown research leadership.

Rate of Hyperprolific Authors

The university's Z-score of -1.413 is significantly lower than the national average of -0.266, demonstrating a consistent and low-risk profile in this indicator. The complete absence of signals related to hyperprolific authors aligns with national standards and points to a healthy balance between productivity and quality. This suggests the institution effectively discourages practices such as coercive or honorary authorship, ensuring that publication volume reflects meaningful intellectual contribution and prioritizes the integrity of the scientific record.

Rate of Output in Institutional Journals

The university exhibits a strong model of preventive isolation, with a Z-score of -0.268 in a national context where publishing in institutional journals is a medium-risk practice (Z-score: 0.595). This indicates the institution does not replicate the risk dynamics prevalent in its environment. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and ensures its research bypasses academic endogamy, instead facing independent external peer review. This approach strengthens its global visibility and validates its output through standard competitive channels.

Rate of Redundant Output

With a Z-score of -1.186, far below the national average of -0.027, the institution shows a consistent, low-risk profile regarding redundant publications. This near-total absence of risk signals aligns with the national standard and indicates strong editorial oversight. It suggests that the university's researchers are not engaging in data fragmentation or 'salami slicing' to artificially inflate productivity, instead prioritizing the publication of significant, coherent studies that add substantive new knowledge to the scientific record.