| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.264 | -0.886 |
|
Retracted Output
|
-0.475 | -0.049 |
|
Institutional Self-Citation
|
-0.182 | -0.393 |
|
Discontinued Journals Output
|
3.913 | -0.217 |
|
Hyperauthored Output
|
-1.125 | -0.228 |
|
Leadership Impact Gap
|
-0.034 | -0.320 |
|
Hyperprolific Authors
|
3.047 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
1.690 | -0.379 |
Hanseo University demonstrates a solid overall performance profile, reflected in a high integrity score of 0.909. The institution exhibits significant strengths in maintaining a very low rate of retracted output, hyper-authored publications, and output in its own institutional journals, indicating robust internal quality controls and a commitment to transparent authorship. However, this positive outlook is contrasted by critical vulnerabilities in two key areas: a significant rate of publication in discontinued journals and an unusually high concentration of hyperprolific authors. These risk factors, alongside a medium-level concern regarding redundant publications, suggest a potential misalignment between research practices and strategic goals. The University's recognized academic strengths, particularly in Environmental Science (ranked #69 nationally) and Chemistry (ranked #81 nationally) according to SCImago Institutions Rankings data, provide a strong foundation for its mission to produce societal leadership. Yet, the identified integrity risks directly challenge this mission; a focus on publication volume over quality and the use of substandard dissemination channels undermine the pursuit of "state-of-the-art" research and the development of credible, impactful leadership. To fully realize its mission, it is recommended that the University implement targeted strategies to address these specific vulnerabilities, thereby ensuring that its operational research culture aligns seamlessly with its stated commitment to excellence and societal contribution.
The institution presents a Z-score of -0.264, which, while indicating low risk, diverges slightly from the national average of -0.886. This suggests the emergence of risk signals at the University that are not as prevalent across the rest of the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight elevation compared to the national baseline warrants observation. It serves as an early indicator to ensure that all affiliations are substantive and not strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby safeguarding the transparency of institutional contributions.
With a Z-score of -0.475, the institution demonstrates an exemplary record, significantly below the national average of -0.049. This near-absence of risk signals is consistent with the low-risk national standard, highlighting the effectiveness of the University's quality control mechanisms. Retractions can sometimes signify responsible supervision through the correction of honest errors, but such a low rate strongly suggests that pre-publication review processes are robust and systemic failures are being successfully prevented. This performance reflects a healthy integrity culture and a commitment to methodological rigor that protects the scientific record.
The University's Z-score of -0.182 indicates a low risk but also an incipient vulnerability when compared to the national average of -0.393. Although the rate is not alarming, it is higher than the national standard, which suggests a need for proactive monitoring. While a certain level of self-citation is natural in developing established research lines, this slight elevation could be an early warning of a trend towards scientific isolation or 'echo chambers.' It is important to ensure that the institution's work continues to receive sufficient external scrutiny to avoid the risk of endogamous impact inflation, where academic influence is oversized by internal dynamics rather than global community recognition.
A Z-score of 3.913 represents a significant and severe discrepancy from the national average of -0.217. This atypical level of risk activity requires a deep integrity assessment, as it indicates a critical vulnerability in the selection of dissemination channels. A high proportion of publications in such journals suggests that a significant portion of the University's scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy and due diligence to prevent the waste of resources on 'predatory' or low-quality outlets.
The institution's Z-score of -1.125 is exceptionally low, positioning it favorably against the national average of -0.228. This absence of risk signals aligns with and even surpasses the national standard, indicating a strong culture of accountability in authorship. While extensive author lists are legitimate in 'Big Science' contexts, the University's low score demonstrates a clear and responsible distinction between necessary massive collaboration and questionable practices like 'honorary' or political authorship. This reinforces individual accountability and transparency in crediting contributions, which is a cornerstone of scientific integrity.
With a Z-score of -0.034, the institution shows a low-risk profile but also an incipient vulnerability compared to the national average of -0.320. This score suggests that while the University's overall impact is well-aligned with the output it leads, there is a slightly greater reliance on external partners for impact than is typical for the country. A widening of this gap could signal a sustainability risk, where scientific prestige becomes dependent and exogenous rather than structural. This invites reflection on ensuring that excellence metrics result from genuine internal capacity and intellectual leadership, not just strategic positioning in collaborations.
The institution's Z-score of 3.047 is a significant risk indicator, representing a severe discrepancy from the low-risk national average of -0.178. This atypical concentration of extreme individual publication volumes requires a deep integrity assessment. Such high productivity challenges the limits of human capacity for meaningful intellectual contribution and alerts to potential imbalances between quantity and quality. This pattern points to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and demand immediate review.
The University's Z-score of -0.268 is in almost perfect synchrony with the national average of -0.252, reflecting a total alignment with an environment of maximum scientific security in this area. This demonstrates a commendable commitment to avoiding conflicts of interest and academic endogamy. By not depending on in-house journals, the institution ensures its scientific production undergoes independent external peer review, which is essential for bypassing potential 'fast tracks' for publication and achieving genuine global visibility and competitive validation for its research.
With a Z-score of 1.690, the institution shows a medium risk level, a moderate deviation that indicates greater sensitivity to this risk factor than its national peers (country average: -0.379). This elevated value serves as an alert for the potential practice of data fragmentation, or 'salami slicing,' where a coherent study is divided into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer review system but also distorts the available scientific evidence, prioritizing publication volume over the generation of significant new knowledge.
