| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.090 | 1.166 |
|
Retracted Output
|
0.690 | 0.051 |
|
Institutional Self-Citation
|
0.163 | -0.204 |
|
Discontinued Journals Output
|
0.159 | -0.165 |
|
Hyperauthored Output
|
-0.904 | -0.671 |
|
Leadership Impact Gap
|
-0.412 | -0.559 |
|
Hyperprolific Authors
|
-1.157 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
0.232 | -0.176 |
National Dong Hwa University presents a balanced scientific integrity profile, characterized by a low overall risk score of 0.059. The institution demonstrates significant strengths in managing authorship practices, with very low risk in hyperprolificacy and output in institutional journals, and a well-controlled rate of hyper-authored publications. However, a cluster of medium-risk indicators requires strategic attention, including the rates of retracted output, institutional self-citation, redundant publications, and output in discontinued journals. These vulnerabilities contrast with the institution's strong academic positioning, as evidenced by its SCImago Institutions Rankings, particularly in fields such as Earth and Planetary Sciences, Economics, Econometrics and Finance, and Pharmacology, Toxicology and Pharmaceutics. While the institution's specific mission statement was not available for this analysis, the identified risks could challenge the core values of academic excellence and social responsibility inherent to any leading HEI. By leveraging its robust governance in authorship and impact dependency, the university is well-positioned to develop targeted policies that mitigate these medium-level risks, thereby reinforcing its commitment to research quality and global scientific standards.
The institution's Z-score for this indicator is 0.090, which is substantially lower than the national average of 1.166. This suggests a case of differentiated management, where the university successfully moderates a risk that appears to be more common across the country. While multiple affiliations can be legitimate, the institution's lower rate indicates effective policies that discourage strategic attempts to inflate institutional credit or "affiliation shopping," thereby maintaining clearer lines of academic contribution compared to the national trend.
With a Z-score of 0.690, the institution shows a significantly higher rate of retractions compared to the national average of 0.051. This indicates a high exposure to this risk factor, suggesting that the university is more prone to these events than its peers. A rate significantly higher than the national average alerts to a vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution presents a Z-score of 0.163, marking a moderate deviation from the national average, which stands at a low-risk -0.204. This difference suggests the university has a greater sensitivity to risk factors related to citation practices than its national peers. A certain level of self-citation is natural; however, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers.' It warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the broader global community.
The university's Z-score of 0.159 contrasts with the national average of -0.165, indicating a moderate deviation where the institution shows greater sensitivity to this risk than its peers. This high Z-score constitutes a critical alert regarding due diligence in selecting dissemination channels, as it indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality publications.
The institution maintains a Z-score of -0.904, which is lower than the national average of -0.671. This prudent profile demonstrates that the university manages its authorship processes with more rigor than the national standard. This suggests the institution is effectively distinguishing between necessary massive collaboration in "Big Science" contexts and potentially problematic practices like 'honorary' or political authorship, thereby upholding a high standard of individual accountability and transparency in its publications.
With a Z-score of -0.412, the institution's value is slightly higher than the national average of -0.559, signaling an incipient vulnerability. Although the overall risk remains low, this subtle difference suggests that the university's scientific prestige may be slightly more dependent on external collaborations than on research led internally. While not yet a significant risk, this invites reflection on whether excellence metrics are consistently resulting from the institution's own structural capacity and intellectual leadership, which is key for long-term sustainability.
The institution's Z-score of -1.157 represents a state of preventive isolation when compared to the national average of 0.005. This stark contrast shows that the university does not replicate the medium-risk dynamics observed in its environment. This very low rate points to strong internal governance that effectively prevents imbalances between quantity and quality. By discouraging extreme publication volumes, the institution mitigates risks such as coercive authorship or authorship assigned without real participation, prioritizing the integrity of the scientific record over inflated metrics.
The institution's Z-score of -0.268 is well below the national average of -0.075, demonstrating low-profile consistency. The complete absence of risk signals at the institutional level aligns perfectly with the low-risk national standard. This indicates a strong commitment to external validation and global visibility. By not relying on its own journals, the university successfully avoids potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review and competes on a global stage.
The university's Z-score of 0.232 shows a moderate deviation from the national average of -0.176, indicating a greater sensitivity to this risk factor than its peers. This elevated value alerts to the potential practice of data fragmentation or 'salami slicing,' where a coherent study may be divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer review system, highlighting a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.
