| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.271 | -0.886 |
|
Retracted Output
|
0.812 | -0.049 |
|
Institutional Self-Citation
|
0.700 | -0.393 |
|
Discontinued Journals Output
|
-0.256 | -0.217 |
|
Hyperauthored Output
|
-1.102 | -0.228 |
|
Leadership Impact Gap
|
-1.358 | -0.320 |
|
Hyperprolific Authors
|
1.029 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-0.721 | -0.379 |
Kwangwoon University presents a robust scientific integrity profile, with an overall risk score of 0.017 that indicates a solid foundation of responsible research practices. The institution demonstrates exceptional strength in areas such as a very low rate of multiple affiliations, minimal redundant output, and a healthy balance between internal and external research impact, reflecting strong internal governance. However, areas requiring strategic attention include a moderate rate of retracted output, institutional self-citation, and hyperprolific authors, which suggest potential vulnerabilities in quality control and authorship practices. These observations are contextualized by the university's outstanding academic performance, evidenced by its SCImago Institutions Rankings, which place it among the top national institutions in key areas such as Environmental Science (Top 6), Chemistry (Top 8), and Business, Management and Accounting (Top 10). To fully align with its mission of cultivating "'lighthouse leaders' who guide others to the right path," it is crucial to address these integrity risks, as they can undermine the principles of excellence and ethical leadership. By proactively reviewing the identified vulnerabilities, Kwangwoon University can reinforce its commitment to tireless exploration and humanistic values, ensuring its reputation for quality and integrity matches its impressive academic achievements.
The institution's Z-score of -1.271 is significantly lower than the national average of -0.886. This demonstrates a complete absence of risk signals related to affiliation practices, positioning the university as a leader in transparency even within a low-risk national context. This total operational silence suggests that affiliations are managed with exceptional clarity and legitimacy, reinforcing the institution's reputation for straightforward and ethical academic collaboration.
With a Z-score of 0.812, the university shows a moderate deviation from the national average (-0.049), indicating a greater sensitivity to factors leading to retractions than its peers. This suggests that quality control mechanisms prior to publication may be failing more frequently than is typical for the country. A rate significantly higher than the national average alerts to a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific record.
The institution's rate of self-citation (Z-score: 0.700) is moderately higher than the national standard (-0.393), revealing a greater tendency toward internal citation patterns compared to other institutions in the country. This disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community.
The university's Z-score of -0.256 is statistically normal and aligns closely with the national average of -0.217. This indicates that the institution's engagement with discontinued journals is as expected for its context and size, showing no unusual risk patterns. The data confirms that the university's researchers are exercising appropriate due diligence in selecting publication venues, effectively avoiding channels that do not meet international ethical or quality standards.
The institution exhibits a prudent profile with a Z-score of -1.102, which is well below the national average of -0.228. This demonstrates that the university manages its authorship practices with more rigor than the national standard. The low rate of hyper-authored output suggests that author lists are generally well-justified and reflect genuine contributions, effectively avoiding the risk of author list inflation and promoting individual accountability and transparency in its research collaborations.
The university's Z-score of -1.358 is notably lower than the national average of -0.320. This low-profile consistency, where the absence of risk signals aligns with the national standard, indicates a healthy and sustainable research ecosystem. The minimal gap between the impact of its total output and the impact of research it leads demonstrates that its scientific prestige is built on strong internal capacity and intellectual leadership, rather than being dependent on external partners.
A Z-score of 1.029 marks a moderate deviation from the national average (-0.178), suggesting the university is more sensitive to the risk factors associated with hyperprolific authorship. This elevated rate alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation. These dynamics, which prioritize metrics over the integrity of the scientific record, warrant a review to ensure that high productivity reflects genuine leadership and not practices that could compromise research quality.
The institution's Z-score of -0.268 shows integrity synchrony with the national environment (-0.252), reflecting a total alignment with a context of maximum scientific security in this area. This indicates a negligible reliance on institutional journals for publication, mitigating any potential conflicts of interest where the institution might act as both judge and party. This practice reinforces the university's commitment to independent external peer review and enhances the global visibility and competitive validation of its research.
With a Z-score of -0.721, significantly below the national average of -0.379, the university demonstrates low-profile consistency and an absence of risk signals in this area. This indicates that the institution's research output is not characterized by data fragmentation or 'salami slicing.' The findings suggest a culture that prioritizes the publication of coherent, significant studies over the artificial inflation of productivity, thereby contributing robust and meaningful knowledge to the scientific community.
