| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.270 | -0.549 |
|
Retracted Output
|
-0.428 | -0.060 |
|
Institutional Self-Citation
|
1.766 | 0.615 |
|
Discontinued Journals Output
|
1.483 | 0.511 |
|
Hyperauthored Output
|
-1.152 | -0.625 |
|
Leadership Impact Gap
|
-0.615 | -0.335 |
|
Hyperprolific Authors
|
1.321 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
1.216 | -0.027 |
King Mongkut's Institute of Technology North Bangkok demonstrates a solid overall integrity profile with a low risk score of 0.207, underpinned by exceptional performance in managing multiple affiliations, retractions, hyper-authorship, and output in institutional journals. This strong foundation of responsible research practices provides a robust platform for its notable thematic strengths, including national leadership in Chemistry (#1 in Thailand) and top-tier rankings in Earth and Planetary Sciences (#4) and Biochemistry, Genetics and Molecular Biology (#6), according to SCImago Institutions Rankings data. However, medium-risk signals in institutional self-citation, publication in discontinued journals, hyperprolific authorship, and redundant output present a potential misalignment with the institutional mission to 'encourage research and academic work' of the highest quality. These practices, if left unaddressed, could dilute the impact of its excellent research and tarnish the reputation necessary to supply 'qualified graduates.' By proactively developing targeted governance strategies for these specific areas, the Institute can further enhance its scientific integrity, ensuring its operational practices fully reflect its demonstrated academic excellence and commitment to societal contribution.
The institution's Z-score of -1.270 is significantly lower than the national average of -0.549, indicating an exemplary and consistent approach to academic collaboration. This absence of risk signals aligns perfectly with the national standard for responsible conduct. The data confirms that affiliations are managed with high transparency, showing no evidence of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby reinforcing the integrity of its collaborative footprint.
With a Z-score of -0.428, the institution maintains a very low rate of retractions, consistent with Thailand's low-risk national profile (-0.060). This near-absence of retractions suggests that the quality control mechanisms prior to publication are functioning effectively. It points to a robust culture of integrity and methodological rigor, where potential errors are identified and corrected internally, preventing systemic failures and upholding the reliability of the institution's scientific record.
The institution's Z-score of 1.766 is considerably higher than the national average of 0.615, indicating a greater exposure to the risks associated with this practice, even though both operate within a medium-risk context. While a certain level of self-citation is natural to reflect the continuity of research, this elevated rate warns of a potential 'echo chamber' where work may be validated internally without sufficient external scrutiny. This dynamic creates a risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than recognition from the global scientific community.
The institution shows a higher propensity for publishing in discontinued journals (Z-score: 1.483) compared to the national average (Z-score: 0.511), placing it in a position of high exposure within a country already showing medium-level risk. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. A high value indicates that a portion of scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.152 is well below the already low national average of -0.625, demonstrating a very low-risk profile and consistency with national norms. This indicates a healthy and transparent approach to authorship. The data shows no signs of author list inflation or the use of 'honorary' authorships, reflecting a culture where individual accountability is preserved and collaborative contributions are clearly and appropriately credited.
The institution exhibits a prudent profile with a Z-score of -0.615, which is more favorable than the national average of -0.335. This result indicates a smaller and healthier gap between its overall citation impact and the impact of research where it exercises direct intellectual leadership. This suggests that the institution's scientific prestige is structurally sound and built upon its own internal capacity, reflecting a sustainable model of research excellence rather than a dependency on external collaborations for impact.
A Z-score of 1.321 places the institution in the medium-risk category, representing a moderate deviation from the low-risk national standard (-0.266). This suggests the institution is more sensitive to this risk factor than its peers and alerts to potential imbalances between publication quantity and quality. Extreme individual publication volumes challenge the limits of meaningful intellectual contribution and can point to underlying risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution demonstrates a strong preventive isolation from national trends, with a very low Z-score of -0.268 that contrasts sharply with the country's medium-risk average of 0.595. This shows the center does not replicate the risk dynamics observed in its environment. By avoiding excessive dependence on its own journals, the institution effectively mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific output undergoes independent external peer review and thereby enhancing its global visibility and credibility.
With a Z-score of 1.216, the institution shows a moderate deviation into the medium-risk category, which contrasts with the country's low-risk profile (-0.027). This indicates a greater sensitivity to practices involving data fragmentation. This elevated value alerts to the risk of 'salami slicing,' where a single study may be divided into minimal publishable units to artificially inflate productivity metrics. This practice can distort the scientific evidence base and overburden the peer review system, highlighting a need to reinforce a culture that prioritizes significant new knowledge over sheer publication volume.
