| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.657 | -0.549 |
|
Retracted Output
|
-0.428 | -0.060 |
|
Institutional Self-Citation
|
-0.115 | 0.615 |
|
Discontinued Journals Output
|
0.636 | 0.511 |
|
Hyperauthored Output
|
-1.043 | -0.625 |
|
Leadership Impact Gap
|
0.243 | -0.335 |
|
Hyperprolific Authors
|
-1.164 | -0.266 |
|
Institutional Journal Output
|
2.022 | 0.595 |
|
Redundant Output
|
-0.694 | -0.027 |
Walailak University presents a balanced integrity profile, with an overall score of -0.061 that reflects a solid alignment with global research standards. The institution demonstrates significant strengths in core areas of research integrity, particularly in its very low rates of retracted output, hyperprolific authorship, and redundant publications, indicating a culture that prioritizes quality and ethical rigor. According to SCImago Institutions Rankings data, this foundation of quality supports notable thematic strengths, with the university ranking among the top institutions in Thailand in areas such as Psychology (3rd), Arts and Humanities (4th), Economics, Econometrics and Finance (5th), and Social Sciences (6th). However, areas of medium risk, specifically a high rate of publication in institutional journals, a tendency to publish in discontinued journals, and a gap in impact leadership, present strategic challenges. These vulnerabilities could potentially undermine the university's mission to achieve "academic excellence" and "world standards," as they suggest a degree of academic insularity and dependency that may hinder its goal of enhancing "international competitiveness." By strategically addressing these specific publication and collaboration patterns, Walailak University can fully leverage its strong integrity framework to solidify its position as a leader in both national development and global academic discourse.
The institution demonstrates a prudent approach to academic collaboration, with a Z-score of -0.657, which is more rigorous than the national average of -0.549. This suggests that the university's governance effectively manages researcher affiliations, ensuring they are transparent and justified. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate indicates a low risk of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a commitment to clear and honest representation of its collaborative footprint.
With a Z-score of -0.428, the institution shows a near-total absence of retracted publications, a signal of robust quality control that is even stronger than the low-risk national context (Z-score: -0.060). Retractions are complex events, but a rate significantly lower than the global average, as seen here, strongly suggests that the university's pre-publication review and supervision mechanisms are highly effective. This very low incidence of post-publication corrections points to a mature integrity culture where methodological rigor is successfully embedded, preventing systemic errors or malpractice from reaching the public scientific record.
Walailak University displays notable institutional resilience against the risk of excessive self-citation, with a low Z-score of -0.115 in a national context where this is a medium-risk factor (Z-score: 0.615). This indicates that the university’s control mechanisms effectively mitigate a systemic trend observed across the country. A certain level of self-citation is natural, but the university successfully avoids the 'echo chambers' that can arise from disproportionately high rates. This result suggests that the institution's academic influence is validated by the broader global community rather than being inflated by endogamous internal dynamics.
The university shows a higher exposure to this risk factor than its peers, with a Z-score of 0.636 compared to the national average of 0.511. This shared medium-risk pattern suggests a systemic issue, but the university's higher score indicates it is more prone to this vulnerability. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This finding indicates that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting an urgent need to enhance information literacy among researchers to avoid predatory practices.
The institution maintains a prudent profile in its authorship practices, with a Z-score of -1.043, indicating more rigorous control than the national standard (-0.625). This low rate suggests that the university effectively distinguishes between necessary large-scale collaboration and practices of author list inflation. By avoiding patterns of hyper-authorship outside of "Big Science" contexts, the institution promotes individual accountability and transparency, reinforcing a culture where authorship credit is assigned based on meaningful contribution rather than honorary or political considerations.
The university exhibits a moderate deviation from the national norm, with a Z-score of 0.243, indicating a greater sensitivity to this risk factor compared to its national peers (Z-score: -0.335). This positive gap suggests that the institution's overall citation impact is significantly reliant on research where it does not hold a leadership or corresponding author role. This signals a potential sustainability risk, where scientific prestige may be dependent and exogenous rather than built upon structural, internal capacity. It invites strategic reflection on whether the university's excellence metrics stem from its own intellectual leadership or from its positioning in collaborations led by external partners.
With a Z-score of -1.164, the institution shows a clear absence of hyperprolific authorship, a sign of a healthy research culture that is even more robust than the low-risk national environment (Z-score: -0.266). Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's very low score in this area is a strong indicator that it fosters a balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over inflated metrics.
The university's rate of publication in its own journals is a point of high exposure, with a Z-score of 2.022 that is significantly more pronounced than the national average (0.595). While both operate in a medium-risk context, the university's score indicates a strong tendency toward this practice. This heavy reliance on in-house journals raises potential conflicts of interest, as the institution acts as both judge and party in the publication process. This pattern warns of academic endogamy, where research might bypass rigorous, independent external peer review, potentially limiting its global visibility and using internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution demonstrates an exemplary standard of integrity in publication originality, with a Z-score of -0.694 indicating a near-total absence of redundant output, performing better than the already low-risk national context (Z-score: -0.027). This very low score signals that researchers are focused on producing substantive new knowledge rather than fragmenting studies into minimal publishable units. By avoiding the practice of 'salami slicing,' the university upholds the quality of scientific evidence and contributes to a more efficient and trustworthy academic ecosystem, prioritizing significant advancements over artificial productivity inflation.