| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.597 | 1.166 |
|
Retracted Output
|
-0.353 | 0.051 |
|
Institutional Self-Citation
|
-0.947 | -0.204 |
|
Discontinued Journals Output
|
-0.194 | -0.165 |
|
Hyperauthored Output
|
-1.360 | -0.671 |
|
Leadership Impact Gap
|
-1.535 | -0.559 |
|
Hyperprolific Authors
|
-1.413 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-0.304 | -0.176 |
The National Taipei University of Business demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.680 that indicates robust governance and a commitment to high-quality research practices. The institution exhibits very low risk levels across the majority of indicators, particularly in areas such as Rate of Multiple Affiliations, Rate of Hyperprolific Authors, and Institutional Self-Citation, where it effectively insulates itself from less favorable national trends. Its few areas of minor vulnerability, such as the Rate of Retracted Output and Rate of Redundant Output, remain at low, manageable levels, reflecting a prudent and controlled research environment. This solid foundation of integrity directly supports the institution's academic strengths, as evidenced by its notable national rankings in the SCImago Institutions Rankings, particularly in Economics, Econometrics and Finance; Business, Management and Accounting; and Mathematics. Although the institution's specific mission statement was not available for this analysis, this demonstrated commitment to ethical research is a fundamental prerequisite for achieving any mission centered on academic excellence, societal impact, and the generation of trustworthy knowledge. The University is therefore well-positioned to leverage its high integrity standards as a strategic asset, reinforcing its reputation and fostering an environment of sustainable and responsible scientific advancement.
The institution presents a Z-score of -1.597, a value indicating a virtual absence of risk, which contrasts sharply with the national average of 1.166. This result suggests a dynamic of preventive isolation, where the University does not replicate the risk patterns observed in its national environment. While multiple affiliations can be a legitimate outcome of collaboration, the national context shows a moderate tendency towards practices that could signal strategic attempts to inflate institutional credit. The University’s exceptionally low rate indicates that its affiliations are likely governed by clear, organic collaborations rather than "affiliation shopping," effectively shielding it from the reputational risks associated with such practices and reinforcing the transparency of its partnerships.
With a Z-score of -0.353, the institution maintains a low-risk profile, demonstrating notable resilience when compared to the national average of 0.051, which falls into a medium-risk category. This suggests that the University's internal control mechanisms are effectively mitigating systemic risks that may be more prevalent across the country. Retractions are complex events, but a rate significantly above average can suggest a systemic failure in pre-publication quality control. The University’s ability to keep this indicator low, despite a more challenging national environment, points to a robust integrity culture and effective methodological supervision, protecting its scientific record from the vulnerabilities of recurring malpractice.
The institution's Z-score of -0.947 is in the very low-risk range, positioning it favorably against the national average of -0.204. This demonstrates a low-profile consistency, where the near-total absence of risk signals aligns with, and even improves upon, the low-risk standard seen nationally. A certain level of self-citation is natural, reflecting ongoing research lines. However, the University’s extremely low rate confirms that its work is validated by broad external scrutiny, avoiding the "echo chambers" that can arise from excessive self-reference. This indicates that the institution's academic influence is built on recognition from the global community, not on endogamous impact inflation.
The institution's Z-score of -0.194 is nearly identical to the national average of -0.165, placing both in the low-risk category. This alignment points to a state of statistical normality, where the University’s performance in selecting publication venues is consistent with the expected standard for its context. While any presence in discontinued journals warrants attention, the low level suggests that these are likely sporadic instances rather than a systemic issue. This indicates a generally adequate, though not exceptional, level of due diligence in avoiding channels that fail to meet international ethical or quality standards, thereby mitigating significant reputational risk from association with 'predatory' practices.
With a Z-score of -1.360, the institution shows a very low incidence of hyper-authorship, a figure significantly better than the national average of -0.671. This reflects a commendable low-profile consistency, where the absence of risk signals is even more pronounced than the already low-risk national standard. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation and dilute individual accountability. The University's very low score suggests that its authorship practices are transparent and well-defined, effectively distinguishing between necessary collaboration and potentially problematic "honorary" authorship, thereby upholding the integrity of its research contributions.
The institution exhibits a Z-score of -1.535, indicating a very low and healthy gap, which is substantially better than the national average of -0.559. This result demonstrates low-profile consistency, with the institution’s risk-free profile aligning perfectly with a secure national standard. A wide positive gap can signal that an institution's prestige is overly dependent on external partners where it does not exercise intellectual leadership. The University's very low score indicates the opposite: its scientific impact is structurally sound and driven by its own internal capacity. This reflects a sustainable model of research excellence, where prestige is a direct result of the high-quality work led by its own researchers.
The institution's Z-score of -1.413 places it in the very low-risk category, a stark contrast to the national average of 0.005, which signals medium risk. This significant difference suggests a pattern of preventive isolation, whereby the University’s internal governance successfully avoids a risk dynamic present elsewhere in the country. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may point to issues like coercive authorship or a focus on quantity over quality. The University’s near-total absence of this phenomenon indicates a healthy academic culture that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
With a Z-score of -0.268, the institution demonstrates a very low reliance on its own journals, a rate that is more conservative than the national average of -0.075. This finding points to a low-profile consistency, where the institution’s practices are fully aligned with a national environment that already shows minimal risk in this area. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy by bypassing independent external peer review. The University's very low rate confirms its commitment to global visibility and competitive validation, ensuring its scientific production is vetted through standard, impartial review processes.
The institution's Z-score of -0.304 is in the low-risk range and is notably lower than the national average of -0.176. This indicates a prudent profile, suggesting the institution manages its publication processes with more rigor than the national standard. A high rate of bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a single study into multiple minimal units to inflate productivity. The University's lower-than-average score suggests its researchers are encouraged to produce comprehensive and significant works, prioritizing the generation of new knowledge over the artificial inflation of publication volume.