| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.214 | 1.166 |
|
Retracted Output
|
0.803 | 0.051 |
|
Institutional Self-Citation
|
-1.261 | -0.204 |
|
Discontinued Journals Output
|
-0.158 | -0.165 |
|
Hyperauthored Output
|
-1.201 | -0.671 |
|
Leadership Impact Gap
|
-1.100 | -0.559 |
|
Hyperprolific Authors
|
-1.413 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-1.186 | -0.176 |
National Taipei University presents a robust scientific integrity profile, with an overall risk score of -0.218 indicating performance that is healthier than the global average. The institution demonstrates exceptional strengths in maintaining ethical standards, with six of the nine indicators registering at a 'very low' risk level, particularly in areas concerning authorship, citation practices, and research autonomy. This solid foundation of integrity directly supports the University's thematic strengths, as evidenced by its strong national rankings in the SCImago Institutions Rankings, including notable positions in Environmental Science (8th), Arts and Humanities (11th), and Energy (12th). However, a single point of vulnerability emerges in the Rate of Retracted Output, which requires strategic attention. This isolated issue presents a potential conflict with the institutional mission "to become one of the most renowned academia in the Asia Pacific basin," as a high retraction rate can undermine perceptions of quality and rigor. By proactively addressing this specific area, the University can fortify its reputation for excellence and social responsibility, ensuring its research practices are fully aligned with its ambitious strategic vision.
The University demonstrates effective control over affiliation practices, with a low-risk Z-score of -0.214, in contrast to the medium-risk national average of 1.166. This suggests the presence of institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks observed across the country. While multiple affiliations are often legitimate, the University's low score indicates that it avoids the disproportionately high rates that can signal strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby maintaining a clear and transparent representation of its collaborative contributions.
This indicator presents a notable area for review, as the University's medium-risk Z-score of 0.803 shows a higher exposure compared to the national average of 0.051. This suggests the institution is more prone to showing alert signals than its environment. Retractions are complex events, but a rate significantly higher than its peers alerts to a potential vulnerability in the institution's integrity culture. This Z-score suggests that quality control mechanisms prior to publication may be failing systemically, indicating a possible recurrence of malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management to identify and address the root causes.
The University exhibits an exemplary profile in this area, with a very low-risk Z-score of -1.261, far below the country's low-risk average of -0.204. This absence of risk signals aligns with and surpasses the national standard, indicating a strong connection with the global scientific community. A certain level of self-citation is natural, but the University's exceptionally low rate confirms that its academic influence is driven by external recognition rather than internal dynamics. This prevents the formation of 'echo chambers' and ensures its work is validated through broad, independent scrutiny, avoiding any risk of endogamous impact inflation.
The institution's performance is statistically normal for its context, with a low-risk Z-score of -0.158 that is nearly identical to the national average of -0.165. This alignment indicates that the risk level is as expected and well-managed. The data shows no significant trend of channeling scientific production through media that fail to meet international ethical or quality standards. This demonstrates appropriate due diligence in selecting dissemination channels, effectively protecting the institution from the severe reputational risks associated with 'predatory' or low-quality publishing practices.
With a very low-risk Z-score of -1.201, the University's performance is significantly stronger than the national low-risk average of -0.671. This lack of risk signals is consistent with a national environment of good practice and suggests a culture of transparency and accountability in authorship. Outside of 'Big Science' contexts where extensive author lists are normal, high rates can indicate author list inflation. The University's excellent score confirms its practices effectively distinguish between necessary massive collaboration and 'honorary' or political authorship, thus preserving the value of individual contributions.
The University demonstrates a high degree of research autonomy and structural capacity, reflected in its very low-risk Z-score of -1.100, which is considerably better than the national average of -0.559. This absence of risk signals aligns with the national standard of good performance. A wide gap can signal that an institution's prestige is dependent on external collaborations rather than its own leadership. The University's minimal gap indicates that its scientific excellence results from real internal capacity, confirming that its impact is structural and self-sustained, not merely a product of strategic positioning in collaborations led by others.
The institution shows exceptional governance in this area, achieving a state of preventive isolation from national risk trends. Its very low-risk Z-score of -1.413 stands in stark contrast to the country's medium-risk score of 0.005, indicating the University does not replicate the risk dynamics observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The University's score confirms an institutional focus on quality over quantity, effectively mitigating risks such as coercive authorship or 'salami slicing' and ensuring the integrity of its scientific record.
The University maintains a very low-risk profile with a Z-score of -0.268, which is healthier than the national low-risk average of -0.075. This absence of risk signals is consistent with the national standard and points to a balanced publication strategy. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. The University's low score indicates that its scientific production primarily undergoes independent external peer review, which enhances its global visibility and ensures its research is validated through standard competitive channels rather than internal 'fast tracks'.
The institution demonstrates a strong commitment to publishing impactful research, with a very low-risk Z-score of -1.186, significantly below the national low-risk average of -0.176. This lack of risk signals aligns with the national standard, suggesting a culture that values substantive contributions. A high rate of bibliographic overlap can indicate 'salami slicing'—the practice of dividing a study into minimal units to inflate productivity. The University's excellent score shows it effectively avoids this practice, thereby protecting the scientific record from distortion and prioritizing the generation of significant new knowledge.
