| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.553 | -0.886 |
|
Retracted Output
|
-0.475 | -0.049 |
|
Institutional Self-Citation
|
-1.178 | -0.393 |
|
Discontinued Journals Output
|
0.150 | -0.217 |
|
Hyperauthored Output
|
-1.149 | -0.228 |
|
Leadership Impact Gap
|
0.362 | -0.320 |
|
Hyperprolific Authors
|
-1.413 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
1.074 | -0.379 |
Handong Global University (HGU) demonstrates a robust scientific integrity profile, with an overall risk score of -0.380 that indicates a performance significantly stronger than the global average. The institution's primary strengths lie in its exceptionally low rates of Retracted Output, Institutional Self-Citation, Hyper-Authored Output, and Hyperprolific Authors, reflecting a solid foundation of quality control and ethical research practices. However, this strong core is contrasted by three areas requiring strategic attention: a medium-risk level in publications within Discontinued Journals, a notable gap between the impact of its total output versus that of its institution-led research, and a moderate rate of Redundant Output. These vulnerabilities, while not critical, warrant proactive management. The university's academic excellence is evident in its strong SCImago Institutions Rankings, particularly in fields such as Computer Science, Psychology, and Business, Management and Accounting. To fully realize its mission of training "global leaders who will change the world" through "academic excellence," it is crucial to address these integrity risks. Practices that could suggest dependency on external leadership or prioritization of quantity over substance may undermine the credibility and long-term impact of its research, contradicting the very essence of its mission. By focusing on enhancing publication due diligence, fostering intellectual leadership in collaborations, and promoting comprehensive research narratives, HGU can fortify its already impressive standing and ensure its scientific contributions are both excellent and unimpeachably sound.
The institution's Z-score of -0.553 is low, but it diverges slightly from the national Z-score of -0.886, which is very low. This indicates that while HGU's activity in this area is well within acceptable limits, it shows signals of this practice that are not as prevalent across the rest of the country. Multiple affiliations are often a legitimate result of researcher mobility or partnerships. However, this slight divergence serves as a reminder to ensure that these affiliations are a product of genuine collaboration rather than strategic attempts to inflate institutional credit, thereby maintaining transparency in how research contributions are represented.
With a Z-score of -0.475, the institution demonstrates a very low rate of retracted publications, performing even better than the national average (Z-score: -0.049). This strong result reflects a healthy and consistent approach to research quality that aligns with national standards. The near-absence of retractions suggests that the university's quality control mechanisms prior to publication are functioning effectively. This is a sign of a mature integrity culture, where methodological rigor and responsible supervision successfully prevent the systemic failures that can lead to post-publication corrections, reinforcing the institution's reputation for reliable science.
The institution exhibits an exceptionally low Z-score of -1.178, significantly below the already low national average of -0.393. This excellent result demonstrates a strong outward-looking research orientation and an absence of risk signals in this area. Such a low rate of institutional self-citation indicates that HGU is not operating in a scientific 'echo chamber' and that its academic influence is being validated by the broader international community, not just through internal dynamics. This external recognition is a hallmark of research that is both relevant and globally integrated, free from the risk of endogamous impact inflation.
The institution's Z-score of 0.150 places it at a medium risk level, showing a moderate deviation from the low-risk national average (Z-score: -0.217). This suggests the university is more sensitive than its national peers to the risk of publishing in questionable venues. This pattern is a critical alert regarding the due diligence applied in selecting dissemination channels. A significant presence in journals that fail to meet international ethical or quality standards exposes the institution to severe reputational damage and suggests an urgent need to strengthen information literacy among researchers to avoid channeling valuable resources and scientific work into predatory or low-impact outlets.
Handong Global University has a Z-score of -1.149, a very low value that is considerably stronger than the national average of -0.228. This result indicates a consistent and low-risk profile in authorship practices. The absence of hyper-authorship signals, especially when compared to the national context, suggests that the institution's research culture promotes transparency and clear accountability in author lists. This is a positive indicator that HGU effectively distinguishes between necessary collaboration and practices like 'honorary' authorship, thereby upholding the integrity of individual contributions.
The institution's Z-score of 0.362 indicates a medium-risk gap, deviating moderately from the national Z-score of -0.320. This suggests the university is more prone than its peers to a disparity where its overall citation impact is significantly higher than the impact of research for which it holds intellectual leadership. This pattern signals a potential risk to long-term sustainability, as it may indicate that the institution's scientific prestige is dependent on external partners rather than being structurally generated from within. It invites a strategic reflection on whether collaboration models are effectively building internal capacity or merely positioning the university in projects where it does not exercise primary intellectual leadership.
With an extremely low Z-score of -1.413, the institution's performance is exemplary and far surpasses the low-risk national average (Z-score: -0.178). This absence of risk signals is a strong testament to a healthy research environment. It indicates that the university's culture successfully avoids the pressures that can lead to extreme publication volumes, which often challenge the limits of meaningful intellectual contribution. This result suggests a focus on quality over quantity and a low probability of practices like coercive authorship or authorship assignment without real participation, thereby protecting the integrity of the scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.252, with both at a very low risk level. This demonstrates a perfect synchrony with a national environment of maximum scientific security in this regard. This alignment confirms that the university avoids academic endogamy and does not rely on its in-house journals, which could create conflicts of interest. Instead, its scientific production is consistently subjected to independent, external peer review, ensuring its work is validated through standard competitive channels and achieves global visibility.
The institution's Z-score of 1.074 signifies a medium risk level, a moderate deviation that stands in contrast to the low-risk national average (Z-score: -0.379). This indicates a greater sensitivity at HGU to practices that fragment research findings. This value serves as an alert for 'salami slicing,' where a single coherent study may be 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, cohesive new knowledge.