| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.070 | -0.886 |
|
Retracted Output
|
0.267 | -0.049 |
|
Institutional Self-Citation
|
-0.093 | -0.393 |
|
Discontinued Journals Output
|
0.015 | -0.217 |
|
Hyperauthored Output
|
-0.666 | -0.228 |
|
Leadership Impact Gap
|
-0.578 | -0.320 |
|
Hyperprolific Authors
|
-0.963 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-0.011 | -0.379 |
Kangwon National University presents a robust scientific integrity profile, with a global risk score of -0.214 indicating a performance that is generally well-aligned with best practices. The institution demonstrates significant strengths in maintaining very low rates of multiple affiliations, hyperprolific authorship, and publication in its own journals, reflecting a solid governance framework. However, areas requiring strategic attention include a moderate rate of retracted output and publications in discontinued journals, which present potential reputational vulnerabilities. These observations are particularly relevant given the university's strong national standing in key thematic areas, including Veterinary (ranked 8th in South Korea), Social Sciences (17th), and Agricultural and Biological Sciences (19th), according to SCImago Institutions Rankings data. While a specific institutional mission was not provided for this analysis, these risk signals could challenge universal academic values of excellence and social responsibility by potentially undermining the perceived reliability of its research. By leveraging its clear operational strengths to implement targeted quality assurance and information literacy programs, the university is well-positioned to fortify its integrity culture and enhance its global scientific leadership.
The institution's Z-score of -1.070 is notably lower than the national average of -0.886. This demonstrates an exceptionally low incidence of this risk indicator, suggesting a complete absence of signals related to strategic attempts to inflate institutional credit. The data indicates that affiliations are managed with a high degree of transparency and are likely the legitimate result of standard researcher mobility or formal partnerships, rather than “affiliation shopping.”
With a Z-score of 0.267, the institution shows a moderate rate of retractions, which deviates from the low-risk national benchmark of -0.049. This suggests a greater sensitivity to factors that can lead to retractions. While some retractions reflect responsible error correction, a rate significantly higher than the norm can be an alert that pre-publication quality control mechanisms may be failing systemically. This vulnerability in the institution's integrity culture warrants a qualitative review to understand the root causes and prevent recurring malpractice or a lack of methodological rigor.
The institution's Z-score of -0.093, while in the low-risk category, is higher than the national average of -0.393. This slight elevation points to an incipient vulnerability that warrants monitoring before it escalates. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this trend should be observed to ensure it does not evolve into a pattern of scientific isolation or an 'echo chamber' where the institution's academic influence might be oversized by internal dynamics rather than validated by the broader global community.
The institution's Z-score of 0.015 indicates a medium-risk level, a moderate deviation from the country's low-risk score of -0.217. This suggests the institution is more exposed to this risk factor than its national peers. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. This finding indicates that a portion of scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and highlighting an urgent need for enhanced information literacy to avoid predatory practices.
The institution exhibits a prudent profile with a Z-score of -0.666, which is significantly lower than the national average of -0.228. This indicates that its authorship processes are managed with more rigor than the national standard. The data suggests a strong capacity to distinguish between necessary massive collaboration in "Big Science" contexts and practices of author list inflation, thereby upholding individual accountability and transparency in its research contributions.
With a Z-score of -0.578, the institution shows a smaller impact gap than the national average of -0.320. This prudent profile suggests that its processes are managed with rigor, ensuring that its scientific prestige is structurally sound and not overly dependent on external partners. The result indicates a healthy balance, where the institution's global impact is strongly supported by research in which it exercises direct intellectual leadership, reflecting real internal capacity.
The institution's Z-score of -0.963 is in the very low-risk category, contrasting with the country's low-risk score of -0.178. This absence of risk signals, which is even more pronounced than the national standard, points to a healthy research environment. The lack of extreme individual publication volumes suggests a culture that prioritizes the integrity of the scientific record and meaningful intellectual contribution over purely quantitative metrics, effectively mitigating risks such as coercive or honorary authorship.
The institution's Z-score of -0.268 is almost identical to the national average of -0.252, placing both in the very low-risk category. This reflects a total alignment with an environment of maximum scientific security. By avoiding excessive dependence on its own journals, the institution actively mitigates conflicts of interest and academic endogamy. This commitment to independent, external peer review ensures its scientific production is validated through standard competitive channels, enhancing its global visibility and credibility.
The institution's Z-score of -0.011, while low, is higher than the national average of -0.379. This difference suggests an incipient vulnerability and indicates that the institution shows signals of this practice that warrant review before escalating. While citing previous work is essential, this indicator alerts to the potential for data fragmentation or 'salami slicing'—dividing a single study into minimal publishable units to artificially inflate productivity. Monitoring this trend is advisable to ensure that the focus remains on producing significant new knowledge rather than simply increasing publication volume.
