| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.737 | -0.886 |
|
Retracted Output
|
-0.456 | -0.049 |
|
Institutional Self-Citation
|
0.395 | -0.393 |
|
Discontinued Journals Output
|
2.690 | -0.217 |
|
Hyperauthored Output
|
-1.047 | -0.228 |
|
Leadership Impact Gap
|
-0.518 | -0.320 |
|
Hyperprolific Authors
|
-1.413 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
0.657 | -0.379 |
Hansung University presents a robust scientific integrity profile, reflected in an overall risk score of 0.034, which indicates a predominantly healthy and well-governed research environment. The institution demonstrates exceptional strength in maintaining very low-risk levels for multiple affiliations, retracted output, hyperprolific authorship, and publication in institutional journals. However, this solid foundation is contrasted by two areas of moderate concern—institutional self-citation and redundant output—and one area of significant risk: a high rate of publication in discontinued journals. These vulnerabilities require strategic attention. The university's strong academic standing, evidenced by its SCImago Institutions Rankings in key areas such as Computer Science, Engineering, and Mathematics, provides a platform of excellence from which to address these integrity challenges. While a specific mission statement was not available for analysis, any institutional goal centered on achieving academic excellence and social responsibility is inherently threatened by practices that could compromise the quality, external validation, and reputational standing of its research. By proactively addressing the identified risk factors, particularly regarding publication channel selection, Hansung University can better align its operational practices with its demonstrated academic strengths, ensuring its contributions are both impactful and unimpeachable.
With an institutional Z-score of -1.737, significantly lower than the national average of -0.886, Hansung University exhibits an exceptionally clear and transparent approach to author affiliations. This total operational silence in risk signals, even when compared to a low-risk national context, suggests that the institution's policies and researcher practices effectively prevent any strategic inflation of institutional credit or "affiliation shopping." The data indicates a robust system where affiliations are reported with precision, reflecting legitimate collaborations rather than attempts to artificially boost institutional metrics.
The institution's Z-score of -0.456 for retracted publications, compared to the national average of -0.049, demonstrates a strong commitment to pre-publication quality control. This near-absence of risk signals aligns with the national standard for integrity, indicating that the university's internal review and supervision mechanisms are effective. Retractions can be complex, but a rate significantly below the baseline suggests that systemic failures in methodology or research conduct are not a recurring issue, reinforcing the reliability of the institution's scientific output.
Hansung University shows a moderate deviation from the national norm with a Z-score of 0.395, in contrast to the country's average of -0.393. This indicates a greater sensitivity to risk factors related to citation practices than its peers. While a certain level of self-citation is natural, this elevated rate signals a potential for scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warns of a risk of endogamous impact inflation, suggesting that the institution's academic influence may be disproportionately shaped by internal dynamics rather than broader recognition from the global scientific community.
A Z-score of 2.690 marks a severe discrepancy from the national average of -0.217, making this a critical alert for the institution. This atypical risk activity requires a deep integrity assessment, as it indicates a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. Such a high proportion constitutes a critical alert regarding due diligence in selecting dissemination channels, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution maintains a prudent profile with a Z-score of -1.047, which is notably more conservative than the national average of -0.228. This demonstrates that Hansung University manages its authorship processes with more rigor than the national standard. The data suggests that the institution successfully avoids the pitfalls of author list inflation, thereby preserving individual accountability and transparency in its collaborative research projects. This controlled approach reinforces a culture where authorship is tied to meaningful contribution.
With a Z-score of -0.518, which is lower than the national average of -0.320, the institution displays a prudent and sustainable research model. This result indicates a healthy balance where the impact of its overall scientific output is strongly supported by research in which it holds intellectual leadership. Unlike institutions that may depend on external partners for prestige, this value suggests that Hansung University's scientific excellence is generated by a robust internal capacity, ensuring that its reputation is both structural and self-sufficient.
The university's Z-score of -1.413 is substantially lower than the national average of -0.178, reflecting a culture that prioritizes research quality over excessive publication volume. This low-profile consistency, where the absence of risk signals aligns with a secure national standard, indicates that the institution is not prone to issues like coercive authorship or the assignment of credit without real participation. This balanced approach to productivity safeguards the integrity of the scientific record and promotes meaningful intellectual contributions from its researchers.
Hansung University's Z-score of -0.268 is in near-perfect alignment with the national average of -0.252, demonstrating integrity synchrony with its environment. This indicates that the institution avoids over-reliance on its own journals for dissemination, thus mitigating potential conflicts of interest where it would act as both judge and party. This practice ensures that its scientific production consistently undergoes independent external peer review, fostering global visibility and validating its research through standard competitive channels rather than internal 'fast tracks'.
The institution's Z-score of 0.657 represents a moderate deviation from the national average of -0.379, suggesting a greater sensitivity to this risk factor compared to its peers. This elevated value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' While citing previous work is essential, this pattern warns that the university may be more prone to data fragmentation, a practice that can distort the available scientific evidence and prioritizes publication volume over the generation of significant new knowledge.
