| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.171 | -0.886 |
|
Retracted Output
|
-0.569 | -0.049 |
|
Institutional Self-Citation
|
0.118 | -0.393 |
|
Discontinued Journals Output
|
2.175 | -0.217 |
|
Hyperauthored Output
|
-0.924 | -0.228 |
|
Leadership Impact Gap
|
-1.160 | -0.320 |
|
Hyperprolific Authors
|
-1.413 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
0.163 | -0.379 |
Sangmyung University presents a robust and generally well-balanced scientific integrity profile, with an overall score of -0.111 that indicates solid alignment with international best practices. The institution demonstrates exceptional strengths in areas critical to research quality and sustainability, including a negligible rate of hyperprolific authors, a very low dependency on external collaborators for its scientific impact, and an exemplary record regarding retracted publications. These results signal a culture that prioritizes originality and rigorous quality control. However, strategic attention is required for three specific indicators showing medium risk: Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output. These vulnerabilities could, if unaddressed, undermine the institution's reputation. According to SCImago Institutions Rankings data, the university's strongest research areas nationally are Physics and Astronomy, Mathematics, Engineering, and Computer Science. While the institution's specific mission was not available for this analysis, these identified risks present a potential conflict with any mission centered on "excellence" and "social responsibility," as they can lead to inflated impact metrics and compromise the integrity of the scientific record. By leveraging its considerable strengths to mitigate these contained risks, Sangmyung University has a clear opportunity to solidify its position as a national leader in both research output and scientific integrity.
The institution demonstrates an exceptionally low risk in this area, with a Z-score of -1.171, which is even more favorable than the national average of -0.886. This result indicates a complete absence of risk signals related to the strategic inflation of institutional credit. While multiple affiliations are often a legitimate outcome of researcher mobility and collaboration, the university's data suggests that its affiliations are managed with exemplary clarity and transparency, showing no signs of questionable practices like “affiliation shopping” and reflecting a healthy, well-defined collaborative ecosystem.
With a Z-score of -0.569, the institution shows a near-zero incidence of retracted publications, performing significantly better than the national benchmark (-0.049). This strong result suggests that the university's quality control and supervision mechanisms prior to publication are highly effective. Retractions can sometimes reflect responsible error correction, but a rate this low, especially in contrast to the national context, points toward a robust institutional integrity culture that successfully prevents the systemic failures, methodological weaknesses, or potential malpractice that often lead to such events, safeguarding its scientific record.
The institution's Z-score of 0.118 for this indicator places it in the medium risk category, representing a moderate deviation from the low-risk national average of -0.393. This suggests the university is more sensitive to this risk factor than its national peers. While a degree of self-citation is natural to build upon established research lines, this elevated rate warns of a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. This dynamic creates a risk of endogamous impact inflation, where the institution's academic influence may appear larger due to internal citation patterns rather than broader recognition from the global scientific community.
A Z-score of 2.175 indicates a medium risk level, which is a significant departure from the low-risk national average of -0.217. This disparity highlights a critical alert regarding the institution's due diligence in selecting publication venues. Publishing in journals that cease operation often because they fail to meet international ethical or quality standards exposes the university to severe reputational damage. This finding suggests an urgent need to enhance information literacy among researchers to avoid channeling valuable scientific work and resources into 'predatory' or low-quality outlets that ultimately compromise the impact and credibility of their research.
The institution maintains a prudent profile with a Z-score of -0.924, indicating a lower risk than the national standard of -0.228. This demonstrates that the university manages its authorship attribution processes with greater rigor than the national average. While extensive author lists are legitimate in 'Big Science' fields, the institution's low score suggests it effectively avoids the risk of author list inflation outside of these contexts. This reflects a healthy academic environment that values transparency and individual accountability over the use of 'honorary' or political authorship practices.
The university exhibits a key strategic strength with a Z-score of -1.160, a 'very low' risk signal that is markedly better than the national 'low' risk average of -0.320. This negative gap indicates that the impact of research led by the institution's own authors is high and self-sufficient. This is a powerful sign of sustainable, endogenous scientific prestige, demonstrating that the university's excellence metrics are the result of genuine internal capacity and intellectual leadership, rather than a dependency on the prestige of external collaborators where the institution plays a secondary role.
With a Z-score of -1.413, the institution shows a virtual absence of hyperprolific authors, a result that is significantly stronger than the already low-risk national average of -0.178. This exceptional performance points to a healthy institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. It suggests the university is effectively free from dynamics such as coercive authorship or the artificial inflation of publication counts, ensuring that authorship is assigned based on real participation and that the integrity of the scientific record is maintained.
The institution's Z-score of -0.268 is in perfect alignment with the national average of -0.252, reflecting a shared environment of maximum security in this area. This synchrony indicates that the university avoids excessive dependence on its own journals for dissemination, thereby mitigating potential conflicts of interest. By primarily utilizing external, independent peer-review channels, the institution ensures its scientific production is validated against global competitive standards, which enhances its international visibility and avoids any perception of academic endogamy or the use of internal journals as 'fast tracks' for publication.
This indicator reveals an area of moderate concern, as the institution's Z-score of 0.163 (medium risk) deviates from the low-risk national context (-0.379). This suggests a greater institutional sensitivity to practices of data fragmentation, or 'salami slicing.' A high value in this area alerts to the risk that coherent studies may be being divided into 'minimal publishable units' to artificially inflate productivity metrics. This practice not only overburdens the peer-review system but also distorts the scientific evidence base, prioritizing publication volume over the generation of significant new knowledge.
