| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.518 | 1.166 |
|
Retracted Output
|
-0.634 | 0.051 |
|
Institutional Self-Citation
|
-1.256 | -0.204 |
|
Discontinued Journals Output
|
-0.229 | -0.165 |
|
Hyperauthored Output
|
-1.254 | -0.671 |
|
Leadership Impact Gap
|
-1.143 | -0.559 |
|
Hyperprolific Authors
|
-1.413 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-1.186 | -0.176 |
National Taitung University demonstrates an exemplary scientific integrity profile, with an overall risk score of -0.698 that indicates robust governance and a deeply embedded culture of ethical research. The institution's primary strength lies in its consistent, low-risk performance across all indicators, with seven of the nine metrics falling into the 'very low' risk category. This performance is particularly noteworthy in areas such as the Rate of Retracted Output, Rate of Hyperprolific Authors, and Institutional Self-Citation, where the university effectively isolates itself from the higher-risk trends observed at the national level in Taiwan. According to SCImago Institutions Rankings data, the university has notable activity in areas such as Computer Science. While specific mission details were not available for this analysis, this outstanding integrity profile provides a solid foundation for any institutional vision centered on academic excellence and social responsibility. By proactively managing research risks, the university ensures its contributions are credible and sustainable, directly supporting the core values of a world-class higher education institution. It is recommended that the university leverage this exceptional integrity performance as a strategic asset to attract international talent, secure funding, and solidify its reputation as a benchmark for responsible research practices.
The institution exhibits a low rate of multiple affiliations, with a Z-score of -0.518, which contrasts favorably with the medium-risk trend observed nationally (Z-score: 1.166). This disparity suggests the presence of effective institutional resilience, where internal control mechanisms successfully mitigate systemic risks that may be more prevalent across the country. While multiple affiliations are often a legitimate result of collaboration, the university's controlled rate indicates a low probability of strategic "affiliation shopping" to inflate institutional credit, demonstrating a commitment to the transparent and accurate representation of its collaborative network.
With a Z-score of -0.634, the university demonstrates a very low rate of retracted publications, effectively achieving a state of preventive isolation from the medium-risk dynamics observed at the national level (Z-score: 0.051). This exceptional performance strongly suggests that the institution's quality control and supervision mechanisms are robust and function independently of broader environmental trends. Such a low rate indicates that potential issues are likely identified and corrected prior to publication, reinforcing a strong culture of integrity and methodological rigor that prevents the systemic failures that can lead to retractions.
The university's rate of institutional self-citation is very low (Z-score: -1.256), a figure that is not only aligned with the low-risk national standard (Z-score: -0.204) but significantly surpasses it. This low-profile consistency demonstrates an absence of concerning signals, confirming that the institution's work is validated through broad external scrutiny rather than within an internal 'echo chamber.' This practice ensures that the institution's academic influence is built on genuine recognition by the global scientific community, not on endogamous dynamics that can artificially inflate impact.
The institution maintains a low rate of publication in discontinued journals, with a Z-score of -0.229 that reflects a more prudent profile than the national average of -0.165. This indicates that the university manages its publication processes with slightly more rigor than the national standard. This diligent approach in selecting dissemination channels is crucial for protecting the institution from the severe reputational risks associated with 'predatory' or low-quality publishing practices and ensures that valuable research resources are invested in credible and impactful outlets.
With a Z-score of -1.254, the university's rate of hyper-authored output is very low, showing low-profile consistency with the national environment (Z-score: -0.671) while demonstrating an even stronger adherence to best practices. This absence of risk signals suggests that authorship attribution is well-managed and transparent. It reflects a culture where authorship is tied to meaningful intellectual contribution, effectively avoiding practices like author list inflation or 'honorary' authorships that can dilute individual accountability and compromise research integrity.
The institution exhibits a very low gap between the impact of its total output and that of its leadership-driven output (Z-score: -1.143), a performance that is highly consistent with, and even exceeds, the low-risk national average of -0.559. This minimal gap signals a high degree of research sustainability and autonomy. It confirms that the university's scientific prestige is structurally sound and generated from its own internal capacity and intellectual leadership, rather than being overly dependent on the influence of external collaborators for impact.
The university shows a virtually nonexistent rate of hyperprolific authors, with a Z-score of -1.413 that stands in stark contrast to the medium-risk situation at the national level (Z-score: 0.005). This demonstrates a clear preventive isolation, where the institution does not replicate the risk dynamics present in its environment. The data points to a healthy institutional balance between productivity and quality, successfully avoiding the pressures that can lead to coercive authorship or data fragmentation when publication volume is prioritized over significant scientific contribution.
With a very low Z-score of -0.268, the university's rate of publication in its own journals shows low-profile consistency with the national context (Z-score: -0.075). This alignment indicates a shared commitment to external validation and an absence of risk signals related to academic endogamy. By prioritizing independent, external peer review over potentially conflicted internal channels, the institution ensures its scientific production is held to standard competitive benchmarks, thereby maximizing its global visibility and credibility.
The institution's Z-score of -1.186 for redundant output is very low, a clear sign of low-profile consistency that surpasses the already low-risk national standard (Z-score: -0.176). This near-total absence of signals for 'salami slicing' indicates a strong institutional culture that favors the publication of complete, coherent studies. This practice upholds the integrity of the scientific record by prioritizing the generation of significant new knowledge over the artificial inflation of productivity metrics through data fragmentation.
