| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.480 | -0.886 |
|
Retracted Output
|
0.925 | -0.049 |
|
Institutional Self-Citation
|
0.090 | -0.393 |
|
Discontinued Journals Output
|
-0.342 | -0.217 |
|
Hyperauthored Output
|
-1.076 | -0.228 |
|
Leadership Impact Gap
|
-0.916 | -0.320 |
|
Hyperprolific Authors
|
-1.215 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
0.625 | -0.379 |
The Korea National University of Transportation presents a balanced yet polarized scientific integrity profile, with an overall risk score of -0.151. The institution demonstrates exceptional control and very low risk in a majority of indicators, including the Rate of Multiple Affiliations, Output in Discontinued Journals, Hyper-Authored Output, Hyperprolific Authors, and the gap in research impact, showcasing robust foundational governance. However, this strong performance is contrasted by significant vulnerabilities in three key areas: a significant alert for the Rate of Retracted Output, and medium-level risks for Institutional Self-Citation and the Rate of Redundant Output. According to SCImago Institutions Rankings data, the university holds a strong national reputation in several thematic areas, particularly in Environmental Science, Agricultural and Biological Sciences, and Biochemistry, Genetics and Molecular Biology. The identified integrity risks, especially the high rate of retractions, directly challenge the pursuit of scientific excellence and the social responsibility to produce reliable knowledge, which are central to any university's mission. To safeguard its academic prestige and align its practices with its thematic leadership, it is recommended that the institution focuses strategic interventions on improving pre-publication quality control and fostering a culture that prioritizes impactful research over sheer volume.
The institution demonstrates an exceptionally low rate of multiple affiliations, with a Z-score of -1.480, which is even lower than the already minimal national average of -0.886. This reflects a complete absence of risk signals in this area. It suggests that institutional affiliations are managed with exemplary clarity and transparency, effectively avoiding any practices that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping."
The institution's rate of retracted output (Z-score: 0.925) presents a stark and atypical contrast to the low-risk national environment (Z-score: -0.049). This severe discrepancy requires immediate attention, as a rate significantly higher than the global average alerts to a vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that warrants an urgent and deep integrity assessment by management.
With a Z-score of 0.090, the institution displays a greater tendency towards institutional self-citation compared to the national standard (Z-score: -0.393). This moderate deviation indicates a greater sensitivity to this risk factor than its peers. A disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This pattern warns of a potential for endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition.
The institution's rate of publication in discontinued journals (Z-score: -0.342) is very low and aligns with the low-risk profile observed nationally (Z-score: -0.217). This consistency demonstrates an absence of risk signals, indicating that researchers are effectively exercising due diligence in selecting reputable dissemination channels. This practice protects the institution from the reputational risks associated with channeling work through media that do not meet international ethical or quality standards.
The institution shows a prudent profile regarding hyper-authored output, with a Z-score of -1.076 that is significantly lower than the national average (Z-score: -0.228). This indicates that the institution manages its authorship processes with more rigor than the national standard. Such control effectively prevents practices like author list inflation, thereby ensuring that individual accountability and transparency in research contributions are maintained.
The gap between the institution's total impact and the impact of its self-led research is very low (Z-score: -0.916), a positive signal that is consistent with the low-risk national context (Z-score: -0.320). This absence of risk signals indicates that the institution's scientific prestige is not overly dependent on external partners. Instead, it appears to be driven by strong internal capacity and intellectual leadership, mitigating any sustainability risks tied to collaborations where the institution does not exercise primary control.
The rate of hyperprolific authors at the institution is exceptionally low (Z-score: -1.215), aligning with the low-risk national environment (Z-score: -0.178). This absence of risk signals suggests a healthy balance between productivity and quality. It indicates that the institution is not exposed to the risks associated with extreme individual publication volumes, such as coercive authorship or the assignment of credit without meaningful intellectual participation, thereby upholding the integrity of the scientific record.
The institution's rate of publication in its own journals (Z-score: -0.268) is almost identical to the national average (Z-score: -0.252), demonstrating total alignment with an environment of maximum scientific security. This synchrony indicates that the institution avoids excessive dependence on internal channels, thus mitigating potential conflicts of interest where it might act as both judge and party. This practice ensures its research undergoes independent external peer review, fostering global visibility and competitive validation.
The institution's rate of redundant output (Z-score: 0.625) shows a moderate deviation from the national benchmark (Z-score: -0.379), indicating a greater sensitivity to this risk factor than its peers. This value alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. Such data fragmentation, or 'salami slicing,' can distort the available scientific evidence and overburdens the review system by prioritizing volume over the generation of significant new knowledge.