| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.005 | -0.886 |
|
Retracted Output
|
-0.061 | -0.049 |
|
Institutional Self-Citation
|
-0.321 | -0.393 |
|
Discontinued Journals Output
|
-0.324 | -0.217 |
|
Hyperauthored Output
|
0.013 | -0.228 |
|
Leadership Impact Gap
|
-0.674 | -0.320 |
|
Hyperprolific Authors
|
0.135 | -0.178 |
|
Institutional Journal Output
|
-0.166 | -0.252 |
|
Redundant Output
|
-0.282 | -0.379 |
Hanyang University presents a robust scientific integrity profile, with an overall risk score of -0.250 that indicates a predominantly healthy and well-governed research ecosystem. The institution demonstrates exceptional strengths in areas such as its extremely low rate of multiple affiliations and its prudent selection of publication venues, which significantly outperform national averages and mitigate reputational risks. However, this strong foundation is contrasted by moderate risk signals in the rates of Hyper-Authored Output and Hyperprolific Authors, suggesting a potential overemphasis on quantitative productivity metrics that warrants strategic review. According to SCImago Institutions Rankings data, these integrity metrics support a position of academic leadership, with top-tier national rankings in key areas like Energy, Environmental Science, and Business, Management and Accounting. While a specific mission statement was not available for analysis, the identified vulnerabilities could challenge universal institutional goals of achieving genuine excellence and social responsibility, as practices that inflate metrics can undermine the credibility of research. A proactive focus on reinforcing qualitative assessment standards will ensure that the university's impressive scholarly output is fully aligned with a culture of unimpeachable scientific integrity.
The university's Z-score of -1.005 for the Rate of Multiple Affiliations is significantly lower than the national average of -0.886. This result indicates a complete absence of risk signals in this area, positioning the institution as a benchmark for transparency even within a country that already maintains high standards. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. Hanyang University’s exceptionally low rate demonstrates clear and unambiguous affiliation practices, ensuring that institutional credit is earned and reported with the utmost clarity.
With a Z-score of -0.061, the university's Rate of Retracted Output is statistically aligned with the national average of -0.049. This alignment suggests that the institution's performance is normal for its context and that its pre-publication quality control mechanisms are functioning as expected. Retractions are complex events, and a rate consistent with the national baseline indicates that the university is managing the correction of the scientific record appropriately, without evidence of systemic failures or recurring malpractice that would otherwise signal a vulnerability in its integrity culture.
The university's Z-score for the Rate of Institutional Self-Citation is -0.321, a low value that is nonetheless slightly higher than the national average of -0.393. This subtle difference points to an incipient vulnerability that warrants review. A certain level of self-citation is natural, reflecting the continuity of research lines. However, a rate that begins to creep above the national standard, even if still low, could be an early warning of potential scientific isolation or "echo chambers." It is advisable to monitor this trend to ensure the institution's work continues to receive sufficient external scrutiny and that its academic influence is validated by the global community, not just internal dynamics.
Hanyang University shows a Z-score of -0.324 for its Rate of Output in Discontinued Journals, which is notably better than the national average of -0.217. This demonstrates a prudent and rigorous approach to selecting dissemination channels. A high proportion of publications in such journals would constitute a critical alert regarding due diligence. The university's superior performance in this area indicates that its researchers are effectively avoiding media that fail to meet international ethical or quality standards, thereby protecting the institution from severe reputational risks and ensuring resources are not wasted on low-quality practices.
The university's Z-score of 0.013 for the Rate of Hyper-Authored Output presents a moderate deviation from the national average of -0.228. This indicates that the institution is more sensitive to this risk factor than its national peers. While extensive author lists are legitimate in "Big Science" contexts, a higher rate outside these fields can signal author list inflation, which dilutes individual accountability and transparency. This moderate risk level serves as a signal for the institution to review its authorship practices and ensure a clear distinction is maintained between necessary massive collaboration and potentially inappropriate "honorary" or political authorship.
With a Z-score of -0.674, the university's gap between the impact of its total output and that of its researcher-led output is significantly better than the national average of -0.320. This prudent profile indicates a high degree of scientific autonomy and internal capacity. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own structural strengths. Hanyang University’s strong negative score suggests the opposite: its excellence metrics are the result of genuine internal capabilities and intellectual leadership, ensuring its scientific prestige is both sustainable and self-generated.
The university's Z-score of 0.135 for the Rate of Hyperprolific Authors marks a moderate deviation from the national average of -0.178, highlighting an area of concern. This discrepancy suggests the institution is more exposed to the risks associated with extreme individual publication volumes. While high productivity can reflect leadership, rates exceeding 50 articles per year challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
For the Rate of Output in Institutional Journals, the university's Z-score of -0.166 is slightly higher than the national average of -0.252, both of which are in the very low-risk category. This represents a minimal level of residual noise in an otherwise inert environment. While the university's dependence on its own journals is negligible and poses no current risk of academic endogamy or conflicts of interest, it is the first to show signals of this activity compared to the national baseline. This suggests a healthy balance but is a metric to observe to ensure that external peer review remains the primary validation channel for its research.
The university's Z-score for the Rate of Redundant Output is -0.282, which, while low, is slightly higher than the national average of -0.379. This indicates an incipient vulnerability that warrants monitoring. Massive bibliographic overlap between publications can signal "salami slicing"—the practice of dividing a study into minimal units to artificially inflate productivity. This subtle elevation above the national norm serves as an early warning to ensure that research practices prioritize the generation of significant new knowledge over the maximization of publication volume, which can distort scientific evidence and overburden the review system.