| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.121 | -0.886 |
|
Retracted Output
|
0.108 | -0.049 |
|
Institutional Self-Citation
|
-1.259 | -0.393 |
|
Discontinued Journals Output
|
0.452 | -0.217 |
|
Hyperauthored Output
|
0.022 | -0.228 |
|
Leadership Impact Gap
|
0.737 | -0.320 |
|
Hyperprolific Authors
|
-1.413 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-0.756 | -0.379 |
Eulji University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.220. The institution exhibits exceptional strengths in maintaining low-risk research practices, with particularly strong performance in the Rate of Multiple Affiliations, Institutional Self-Citation, Hyperprolific Authors, Output in Institutional Journals, and Redundant Output. These results indicate a solid foundation of ethical conduct and a commitment to transparency. However, areas requiring strategic attention have been identified, specifically a moderate deviation from national norms in the Rate of Retracted Output, Output in Discontinued Journals, Hyper-Authored Output, and the Gap between total and leadership-driven impact. These vulnerabilities, while not critical, could challenge the university's mission to uphold "quality of research" and its "state-of-the-art prestige." The institution's thematic strengths, as shown by SCImago Institutions Rankings data with high national rankings in Environmental Science, Psychology, and Medicine, align perfectly with its healthcare-focused mission. To fully realize its goal of becoming a "Globalized Eulji," it is crucial to address these identified risks, ensuring that its operational practices fully support its ambition for international excellence and social responsibility. A proactive review of quality control and publication strategies will reinforce its position as a leader in Korean medicine and health research.
With an institutional Z-score of -1.121 compared to the national average of -0.886, Eulji University shows a complete absence of risk signals in this area, performing even better than the low-risk national standard. This indicates total operational silence regarding potentially problematic affiliation strategies. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal attempts to inflate institutional credit. The university's exceptionally low score is a testament to its clear and transparent authorship and affiliation practices, reinforcing a culture of unambiguous academic accountability.
The university's Z-score of 0.108 presents a moderate deviation from the national Z-score of -0.049, suggesting a greater sensitivity to risk factors than its peers in South Korea. Retractions are complex events, and while some reflect responsible error correction, a rate significantly higher than the national average alerts to a potential vulnerability in the institution's integrity culture. This discrepancy suggests that quality control mechanisms prior to publication may be failing more frequently than elsewhere in the country, indicating that possible recurring malpractice or a lack of methodological rigor requires immediate qualitative verification by management to protect its research quality.
Eulji University's Z-score of -1.259 is significantly lower than the national average of -0.393, demonstrating low-profile consistency and an absence of risk signals that aligns with the national standard of external validation. A certain level of self-citation is natural, but high rates can signal 'echo chambers' where work is validated without sufficient external scrutiny. The university's very low score is a strong positive indicator, suggesting its academic influence is robustly validated by the global community rather than being inflated by internal dynamics, thereby avoiding any risk of endogamous impact.
The institution's Z-score of 0.452 marks a moderate deviation from the national Z-score of -0.217, indicating that the university shows a greater sensitivity to this risk factor than its peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of 0.022, the university moderately deviates from the national Z-score of -0.228, showing a greater tendency toward this risk than its national counterparts. In fields outside of 'Big Science,' extensive author lists can indicate author list inflation, which dilutes individual accountability and transparency. This score serves as a signal for the institution to analyze its authorship patterns, distinguishing between necessary massive collaborations and potential 'honorary' or political authorship practices that could undermine the credibility of its research contributions.
The university's Z-score of 0.737 represents a moderate deviation from the national Z-score of -0.320, highlighting a greater sensitivity to this risk compared to its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This value suggests that the university's scientific prestige may be dependent and exogenous, not structural. This invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where Eulji University does not exercise primary intellectual leadership, a crucial consideration for its long-term research autonomy.
The institution's Z-score of -1.413 is substantially lower than the national average of -0.178, demonstrating a low-profile consistency where the absence of risk signals aligns with the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or 'salami slicing.' The university's very low score in this area is a strong indicator of a healthy research environment that prioritizes the quality and integrity of the scientific record over sheer publication volume.
With a Z-score of -0.268, which is nearly identical to the national average of -0.252, Eulji University demonstrates integrity synchrony and total alignment with an environment of maximum scientific security. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest and risks academic endogamy by bypassing independent external peer review. The university's alignment with the low national average shows a clear commitment to global visibility and competitive validation, avoiding the use of internal channels as 'fast tracks' to inflate publication records.
The university's Z-score of -0.756 is well below the national Z-score of -0.379, showing a low-profile consistency and an absence of risk that is in line with the national standard. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing,' a practice of dividing a study into minimal units to artificially inflate productivity. The institution's very low score suggests its researchers are focused on producing coherent, significant studies rather than distorting the scientific evidence, thereby upholding a commitment to generating meaningful new knowledge.
