| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.961 | -0.549 |
|
Retracted Output
|
-0.475 | -0.060 |
|
Institutional Self-Citation
|
0.031 | 0.615 |
|
Discontinued Journals Output
|
1.425 | 0.511 |
|
Hyperauthored Output
|
-0.778 | -0.625 |
|
Leadership Impact Gap
|
-0.637 | -0.335 |
|
Hyperprolific Authors
|
-1.413 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
-0.433 | -0.027 |
Ramkhamhaeng University demonstrates a solid scientific integrity profile, with an overall risk score of -0.213 indicating performance that is stronger than the global average. The institution exhibits exceptional control in several key areas, with very low risk signals in the rates of Multiple Affiliations, Retracted Output, Hyperprolific Authors, and Output in Institutional Journals. This robust foundation is further supported by prudent management of Hyper-Authored Output and Redundant Output, where the university's practices are more rigorous than the national standard. However, the analysis highlights two areas requiring strategic attention: Institutional Self-Citation and, most notably, the Rate of Output in Discontinued Journals, which shows a high exposure to risk compared to the national context. These integrity metrics underpin the university's academic activity, which, according to SCImago Institutions Rankings data, shows notable positioning in areas such as Agricultural and Biological Sciences, Environmental Science, and Social Sciences. Although the institution's specific mission statement was not available for this analysis, the identified risk of publishing in discontinued journals directly challenges the universal academic mission of pursuing excellence and social responsibility. Channeling research into low-quality or predatory outlets undermines the credibility of scientific contributions and represents a misallocation of resources, contradicting the core principles of generating reliable and impactful knowledge. Overall, Ramkhamhaeng University is in a strong position; by focusing on strengthening its publication channel selection policies and monitoring self-citation patterns, the institution can further enhance its robust integrity framework and ensure its scientific output fully aligns with the highest standards of quality and global impact.
The institution's Z-score of -0.961 is well below the national average of -0.549, indicating a very low risk profile in this area. This result demonstrates a healthy and transparent approach to academic collaboration that aligns with the low-risk national standard. The absence of signals related to strategic "affiliation shopping" or attempts to inflate institutional credit reinforces the integrity of the university's collaborative framework.
With a Z-score of -0.475, significantly lower than the national average of -0.060, the university shows a very low incidence of retracted publications. This suggests that the institution's pre-publication quality control mechanisms are robust and effective. The data does not point to systemic failures or recurring malpractice but rather reflects a culture of methodological rigor and responsible supervision that aligns with, and even surpasses, the national standard.
The university's rate of institutional self-citation (Z-score: 0.031) is considerably lower than the national average (Z-score: 0.615), indicating successful moderation of a risk that appears more common in the country. While a certain level of self-citation is natural, the institution's controlled rate suggests it effectively avoids the "echo chambers" and endogamous impact inflation that can arise from excessive internal validation. This demonstrates a commitment to seeking external scrutiny and ensuring its academic influence is validated by the global community, not just internal dynamics.
This indicator presents a significant area for improvement, with the university's Z-score of 1.425 being substantially higher than the national average of 0.511. This high exposure suggests the institution is more prone than its national peers to publishing in journals that do not meet international ethical or quality standards. This constitutes a critical alert regarding due diligence in selecting dissemination channels, as it exposes the institution to severe reputational risks and indicates a potential waste of resources on 'predatory' or low-quality practices. An urgent review of information literacy and publication guidance for researchers is recommended.
The institution demonstrates a prudent approach to authorship, with a Z-score of -0.778 that is lower than the national average of -0.625. This indicates that the university manages its collaborative processes with more rigor than the national standard. The data suggests that authorship lists are generally well-justified and do not show signs of inflation or the inclusion of 'honorary' authors, thus preserving individual accountability and transparency in its scientific output.
With a Z-score of -0.637, which is lower than the national average of -0.335, the university displays a healthy balance between its overall impact and the impact of research where it holds a leadership role. This prudent profile suggests that the institution's scientific prestige is not overly dependent on external partners. The data indicates that the university's excellence metrics are a result of genuine internal capacity and intellectual leadership, mitigating the sustainability risks associated with an over-reliance on collaborations for impact.
The university's Z-score of -1.413 is exceptionally low compared to the national average of -0.266, signaling a complete absence of hyperprolific authorship patterns. This result is a strong indicator of a healthy research environment that prioritizes quality over sheer quantity. It suggests that the institution is free from dynamics like coercive authorship or the artificial inflation of publication lists, ensuring that authorship reflects meaningful intellectual contribution and that the integrity of the scientific record is maintained.
The university shows a very low rate of publication in its own journals (Z-score: -0.268), in stark contrast to the medium-risk trend observed at the national level (Z-score: 0.595). This preventive isolation demonstrates a strong commitment to independent, external peer review. By not relying on internal channels, the institution avoids potential conflicts of interest and the risk of academic endogamy, ensuring its research is validated through standard competitive processes and enhancing its global visibility and credibility.
The institution's Z-score for redundant output is -0.433, notably lower than the national average of -0.027. This prudent profile indicates that the university's researchers manage their publication strategies with more rigor than the national standard. The low incidence of significant bibliographic overlap between publications suggests a culture that discourages data fragmentation or 'salami slicing,' prioritizing the communication of significant new knowledge over the artificial inflation of productivity metrics.