| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.388 | -0.886 |
|
Retracted Output
|
-0.625 | -0.049 |
|
Institutional Self-Citation
|
-0.530 | -0.393 |
|
Discontinued Journals Output
|
-0.275 | -0.217 |
|
Hyperauthored Output
|
0.064 | -0.228 |
|
Leadership Impact Gap
|
-0.166 | -0.320 |
|
Hyperprolific Authors
|
-0.841 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-0.153 | -0.379 |
Hallym University demonstrates a robust scientific integrity profile, reflected in an overall low-risk score of -0.532. The institution exhibits exceptional performance in several key areas, with very low risk signals in the Rate of Multiple Affiliations, Rate of Retracted Output, and Rate of Output in Institutional Journals, indicating strong governance and a culture of transparency. The primary area requiring strategic attention is the Rate of Hyper-Authored Output, which registers as a moderate risk and deviates from the national trend. According to SCImago Institutions Rankings data, the university's academic strengths are particularly notable in Chemistry (ranked 10th nationally), Psychology (18th), Environmental Science (20th), and Medicine (21st). This strong integrity foundation directly supports the university's mission to foster "moral ethics" and contribute meaningfully to "national prosperity and the welfare of the human race." However, the identified risk in authorship practices could undermine the credibility of its collaborative research, which is central to its mission. By addressing this specific vulnerability, Hallym University can further solidify its reputation for excellence and ensure its significant contributions to science and society are built on an unimpeachable ethical framework.
The institution shows an exceptionally low rate of multiple affiliations, with a Z-score of -1.388, significantly below the already low national average of -0.886. This indicates a complete absence of risk signals in this area, reflecting total operational silence. The data suggests that affiliations are managed with remarkable clarity, avoiding any patterns that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping." This reinforces a culture of transparent and legitimate collaboration.
The institution demonstrates a very low rate of retracted publications (Z-score: -0.625), contrasting with the low-risk but more active national context (Z-score: -0.049). This low-profile consistency shows that the institution's quality control mechanisms are robust, effectively preventing the systemic failures that can lead to retractions. The absence of these risk signals aligns with a high national standard of integrity, suggesting that pre-publication supervision and methodological rigor are well-established institutional practices.
With a Z-score of -0.530, the institution maintains a lower rate of self-citation compared to the national average of -0.393. This prudent profile suggests that the university manages its citation practices with more rigor than the national standard. While a certain level of self-citation is natural to reflect ongoing research lines, this lower value indicates a healthy integration with the global scientific community, avoiding the 'echo chambers' or endogamous impact inflation that can arise from excessive internal validation.
The institution's rate of publication in discontinued journals (Z-score: -0.275) is slightly lower than the national average (Z-score: -0.217), indicating a prudent approach to selecting publication venues. This suggests that the institution's researchers exercise a higher degree of due diligence than their national peers, effectively avoiding channels that may not meet international ethical or quality standards. This careful management helps protect the university from reputational risks associated with 'predatory' or low-quality publishing practices.
The rate of hyper-authored output presents a notable point of attention, with the institution's Z-score at 0.064, indicating a medium risk level that deviates moderately from the low-risk national average of -0.228. This suggests the institution is more sensitive to factors leading to extensive author lists than its peers. This elevated signal warrants a review to distinguish between necessary massive collaboration and potential author list inflation. Such practices can dilute individual accountability and transparency, creating a risk of 'honorary' or political authorship that should be carefully monitored.
The institution's Z-score for the impact gap is -0.166, which, while in the low-risk category, is higher than the national average of -0.320. This indicates an incipient vulnerability that warrants review. The score suggests that the gap between the institution's overall impact and the impact of research where it holds intellectual leadership is slightly wider than is typical for its context. This signal invites reflection on whether the institution's scientific prestige is sufficiently structural and endogenous, or if there is a growing dependency on collaborations where it does not exercise intellectual leadership.
The institution shows an exceptionally low incidence of hyperprolific authors, with a Z-score of -0.841, significantly below the national average of -0.178. This prudent profile demonstrates rigorous oversight of publication practices. The data confirms an absence of extreme individual publication volumes that often challenge the limits of meaningful intellectual contribution. This strong negative signal indicates a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation.
The institution's rate of publication in its own journals (Z-score: -0.268) is almost perfectly aligned with the national benchmark (Z-score: -0.252). This integrity synchrony reflects a shared national standard of maximum scientific security in this area. The data shows no excessive dependence on in-house journals, thus avoiding potential conflicts of interest and the risk of academic endogamy. This alignment confirms that the institution's output is consistently subjected to independent external peer review, ensuring its global visibility and competitive validation.
The institution's rate of redundant output, with a Z-score of -0.153, is higher than the national average of -0.379, although it remains within the low-risk range. This suggests an incipient vulnerability that warrants monitoring. The score indicates a slightly greater tendency toward bibliographic overlap between publications than is typical in the country. This signal serves as a reminder to ensure that studies are not being fragmented into 'minimal publishable units' to artificially inflate productivity, a practice which can distort the scientific record and overburden the review system.
