| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.164 | -0.886 |
|
Retracted Output
|
-0.184 | -0.049 |
|
Institutional Self-Citation
|
1.342 | -0.393 |
|
Discontinued Journals Output
|
-0.237 | -0.217 |
|
Hyperauthored Output
|
-1.162 | -0.228 |
|
Leadership Impact Gap
|
-0.285 | -0.320 |
|
Hyperprolific Authors
|
-1.413 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-1.186 | -0.379 |
Korea National University of Education demonstrates a robust scientific integrity profile, with an overall risk score of -0.452 that indicates a performance generally superior to the national standard. The institution exhibits exceptional strengths in maintaining very low-risk levels across multiple key areas, including the rates of Multiple Affiliations, Hyper-Authored Output, Hyperprolific Authors, and Redundant Output, signaling a strong culture of transparency and ethical research practices. The primary area requiring strategic attention is the Rate of Institutional Self-Citation, which presents a medium-risk signal in contrast to the low-risk national trend. According to SCImago Institutions Rankings data, the university's academic excellence is particularly prominent in Agricultural and Biological Sciences, where it holds a top-tier national ranking (#2). While the institution's overall integrity is high, the elevated self-citation rate could be perceived as an 'echo chamber' dynamic, potentially undermining the principles of external validation and global impact inherent in any mission of academic excellence and social responsibility. To fully align its operational practices with its demonstrated thematic leadership, it is recommended that the university undertake a focused review of its internal citation patterns, thereby reinforcing its already solid foundation of scientific integrity and ensuring its reputation for excellence is built on globally recognized contributions.
The institution presents a Z-score of -1.164, which is even lower than the national average of -0.886. This reflects a state of total operational silence regarding this risk indicator. The complete absence of signals associated with disproportionately high rates of multiple affiliations demonstrates an exemplary level of transparency in institutional crediting. While multiple affiliations can be legitimate, the university's data confirms that its practices are not indicative of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of clear and unambiguous researcher representation.
With a Z-score of -0.184, the institution shows a more prudent profile than the national average of -0.049. This indicates that the university's quality control mechanisms prior to publication are particularly effective. A retraction rate significantly below the norm is a positive sign of responsible supervision and a healthy scientific culture. It suggests that while the institution is prepared to make honest corrections, there are no signals of systemic failures, recurring malpractice, or a lack of methodological rigor that would otherwise require management intervention.
The institution's Z-score of 1.342 marks a moderate deviation from the national average of -0.393, highlighting an area of high exposure. This value indicates a greater sensitivity to risk factors than its national peers. While a certain level of self-citation is natural to reflect the continuity of research lines, this disproportionately high rate signals a potential for concerning scientific isolation or 'echo chambers.' It serves as a warning of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the broader global community, a trend that warrants a closer review.
The institution's Z-score of -0.237 is statistically normal when compared to the national average of -0.217. This alignment suggests that the risk level is as expected for its context and does not point to a systemic issue. A sporadic presence in discontinued journals can occur due to a lack of information, but the university's low rate does not constitute a critical alert. This performance underscores the general effectiveness of its researchers in selecting appropriate dissemination channels, thereby avoiding the severe reputational risks associated with 'predatory' or low-quality publishing practices.
With a Z-score of -1.162, the institution demonstrates low-profile consistency, as its near-zero risk level aligns with the low-risk national standard of -0.228. This absence of signals is particularly positive, indicating that authorship practices are well-governed. Outside of 'Big Science' contexts where large author lists are common, high rates can indicate author list inflation. The university's excellent result suggests it effectively avoids such practices, thereby upholding individual accountability and transparency in authorship.
The institution's Z-score of -0.285 is statistically normal and closely aligned with the national average of -0.320. This indicates a healthy and sustainable balance between the impact generated through collaboration and that derived from research led internally. A wide positive gap can signal that an institution's prestige is dependent on external partners. However, this result suggests that the university's excellence metrics are a product of its real internal capacity and that it exercises intellectual leadership in its partnerships, avoiding the risk of a reputation built on an exogenous foundation.
The institution's Z-score of -1.413 is exceptionally low, reflecting a low-profile consistency when compared to the national average of -0.178. This near-total absence of risk signals indicates a strong institutional focus on research quality over sheer volume. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or 'salami slicing.' The university's data shows it effectively mitigates these dynamics, fostering an environment where the integrity of the scientific record is prioritized over the inflation of metrics.
With a Z-score of -0.268, the institution demonstrates integrity synchrony, showing total alignment with the national average of -0.252 in an environment of maximum scientific security. This negligible rate of publication in its own journals is a sign of robust governance. It successfully avoids the conflicts of interest that arise when an institution acts as both judge and party, ensuring its scientific production bypasses potential academic endogamy and is validated through independent, external peer review, thereby maximizing its global visibility and credibility.
The institution's Z-score of -1.186 signifies low-profile consistency, as it registers a near-zero risk level that is well below the already low national average of -0.379. This result points to an exemplary standard in publication ethics. The absence of signals for this indicator shows that the university's researchers are not engaging in the practice of dividing coherent studies into 'minimal publishable units' to artificially inflate productivity. This commitment to presenting complete and significant findings strengthens the scientific record and avoids overburdening the peer-review system.