| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.553 | 1.166 |
|
Retracted Output
|
1.047 | 0.051 |
|
Institutional Self-Citation
|
-1.291 | -0.204 |
|
Discontinued Journals Output
|
0.007 | -0.165 |
|
Hyperauthored Output
|
-1.272 | -0.671 |
|
Leadership Impact Gap
|
0.021 | -0.559 |
|
Hyperprolific Authors
|
-1.413 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-1.186 | -0.176 |
Hung Kuang University presents a profile of notable strengths in research integrity, characterized by a low overall risk score of 0.116. The institution demonstrates exceptional control over authorship and citation practices, with very low risk in institutional self-citation, hyper-authorship, hyperprolific authors, and redundant output. These strengths provide a solid foundation for its academic mission. Thematically, the university shows significant national standing in key areas aligned with its focus on health and livelihood, particularly in Agricultural and Biological Sciences, where it ranks 7th in Taiwan according to SCImago Institutions Rankings data. However, this strong performance is contrasted by critical vulnerabilities, most notably a significant-risk level in retracted output and medium-risk levels in publishing in discontinued journals and reliance on external collaboration for impact. These integrity gaps directly challenge the mission to "cultivate outstanding human resources" and "enhance the well-being of the community," as they risk undermining the credibility and quality of the knowledge produced. To fully align its operational excellence with its mission and thematic strengths, it is recommended that the university prioritize a qualitative review of its pre-publication quality control mechanisms and enhance its guidance on selecting reputable publication venues.
The institution's Z-score of 1.553 for multiple affiliations is higher than the national average of 1.166. This indicates that the university is more exposed than its national peers to the dynamics associated with this indicator. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate suggests a potential for strategic practices aimed at inflating institutional credit. The pattern warrants a review to ensure that all declared affiliations correspond to substantive collaborative work and are not merely "affiliation shopping" to boost visibility.
With a Z-score of 1.047, the institution's rate of retracted output is significantly higher than the national average of 0.051, which is already at a medium-risk level. This finding suggests that the university is not only participating in but amplifying a vulnerability present in the national system. Retractions are complex events, but a rate this far above the norm is a critical alert that pre-publication quality control mechanisms may be failing systemically. This vulnerability in the institution's integrity culture points to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The university demonstrates a Z-score of -1.291, indicating a very low rate of institutional self-citation that is well below the country's low-risk average of -0.204. This absence of risk signals is a strong positive indicator, aligning with a national standard that favors external validation. This result suggests the institution successfully avoids the creation of scientific 'echo chambers' and does not inflate its impact through endogamous practices. Instead, its academic influence appears to be healthily integrated within the global research community, reflecting genuine recognition rather than internally generated validation.
The institution's Z-score of 0.007 for output in discontinued journals marks a moderate deviation from the national benchmark of -0.165. This shows a greater sensitivity to this particular risk factor compared to its peers. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks and signaling an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.272, the institution shows a very low incidence of hyper-authored publications, performing better than the national average of -0.671. This low-profile consistency demonstrates a commendable adherence to transparent and accountable authorship practices. The data suggests the institution effectively distinguishes between necessary massive collaboration, which is legitimate in certain fields, and 'honorary' or political authorship practices. This control over author list inflation reinforces the principle of individual accountability in its research output.
The institution's Z-score of 0.021 reveals a moderate deviation from the national trend (-0.559), indicating a greater sensitivity to risks related to scientific autonomy. The positive gap suggests that the university's overall scientific prestige is more dependent on external partners than is typical for the country. This pattern invites reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership. It highlights a potential sustainability risk, where prestige is exogenous rather than structurally embedded.
The university's Z-score of -1.413 is exceptionally low, especially when contrasted with the national medium-risk average of 0.005. This demonstrates a form of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. By effectively avoiding cases of extreme individual publication volumes, the university mitigates the associated risks of coercive authorship, 'salami slicing,' or authorship assigned without real participation. This strong internal governance prioritizes the integrity of the scientific record over the pursuit of sheer volume, ensuring a healthy balance between quantity and quality.
The institution's Z-score of -0.268 for publications in its own journals is very low and aligns with the low-risk national average of -0.075. This low-profile consistency is a positive sign, indicating that the university prioritizes external, independent peer review over internal channels. This practice effectively mitigates potential conflicts of interest and the risk of academic endogamy. By avoiding over-reliance on in-house journals, the institution ensures its scientific production is validated against global standards, thereby enhancing its visibility and credibility.
With a Z-score of -1.186, the institution's rate of redundant output is very low, consistent with the country's low-risk average of -0.176. This alignment demonstrates a strong commitment to producing novel and significant research. The absence of signals for 'salami slicing'—the practice of dividing a single study into minimal publishable units to artificially inflate productivity—indicates that the university's research culture values substantive contributions over metric inflation, thereby protecting the integrity of the scientific evidence base.
