| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.284 | 1.166 |
|
Retracted Output
|
2.258 | 0.051 |
|
Institutional Self-Citation
|
0.028 | -0.204 |
|
Discontinued Journals Output
|
-0.166 | -0.165 |
|
Hyperauthored Output
|
-0.953 | -0.671 |
|
Leadership Impact Gap
|
-0.827 | -0.559 |
|
Hyperprolific Authors
|
-0.004 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-1.044 | -0.176 |
Tzu Chi University demonstrates a complex scientific integrity profile, characterized by areas of exceptional governance alongside specific, high-priority vulnerabilities. With an overall integrity score of 0.449, the institution exhibits remarkable strength in maintaining structural independence and research quality, evidenced by very low-risk indicators for leadership impact, use of institutional journals, and redundant publications. These strengths provide a solid foundation for its academic mission. The University's robust performance in key thematic areas, as highlighted by SCImago Institutions Rankings data—including top-tier national rankings in Agricultural and Biological Sciences (9th), Chemistry (27th), and Computer Science (27th)—underscores its capacity for high-quality research. However, this profile is critically undermined by a significant-risk rating in retracted output and a medium-risk level in institutional self-citation. These issues directly challenge the mission's emphasis on "analytical and critical thinking" and social commitment, as they suggest potential gaps in quality control and external validation. To fully align its operational reality with its aspirational goals, the University is advised to leverage its clear strengths in research practice to implement targeted interventions that address these specific integrity risks, thereby safeguarding its reputation and reinforcing its commitment to excellence.
The institution presents a Z-score of -0.284, contrasting with the national average of 1.166. This result indicates a notable institutional resilience, as the University successfully mitigates systemic risks that appear more prevalent at the national level. While multiple affiliations can be a legitimate outcome of academic collaboration, the country's higher average suggests a broader trend that may include strategic "affiliation shopping" to inflate credit. Tzu Chi University’s low-risk profile in this context suggests that its control mechanisms and affiliation policies are effective, ensuring that collaborative ties are based on substantive research partnerships rather than metric-driven strategies.
With a Z-score of 2.258, the institution shows a significant-risk level that starkly contrasts with the country's medium-risk average of 0.051. This finding suggests that the University not only reflects but actively amplifies 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 high Z-score points to a potential weakness in the institution's integrity culture, possibly indicating recurring methodological issues or a lack of rigorous supervision that requires immediate and thorough qualitative verification by management to prevent further reputational damage.
The institution's Z-score for this indicator is 0.028, placing it at a medium-risk level, which represents a moderate deviation from the country's low-risk average of -0.204. This discrepancy suggests the University is more sensitive to risk factors related to citation practices than its national peers. A certain degree of self-citation is natural, reflecting focused research lines. However, this elevated rate can signal the formation of scientific 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warns of a potential for endogamous impact inflation, where the institution's perceived influence may be disproportionately shaped by internal dynamics rather than by recognition from the global scientific community.
The institution's Z-score of -0.166 is nearly identical to the national average of -0.165, both falling within the low-risk category. This alignment indicates a level of statistical normality, where the University's performance in selecting publication venues is consistent with the expected standard for its context and size. A low proportion of publications in discontinued journals demonstrates adequate due diligence in avoiding channels that fail to meet international ethical or quality standards. This result suggests that the institution and its researchers are generally well-informed and are not exposed to the reputational risks associated with predatory or low-quality publishing practices.
With a Z-score of -0.953, the institution demonstrates a more prudent profile than the national standard, which has an average score of -0.671, although both are in the low-risk range. This indicates that the University manages its authorship processes with greater rigor than the national benchmark. While extensive author lists are legitimate in 'Big Science,' a lower-than-average score outside these fields is a positive signal. It suggests the institution is effectively mitigating the risks of author list inflation and honorary authorships, thereby promoting a culture of transparency and individual accountability in its research collaborations.
The institution exhibits a Z-score of -0.827, a very low-risk value that is stronger than the country's already low-risk average of -0.559. This demonstrates a low-profile consistency, where the absence of risk signals aligns with and even improves upon the national standard. A minimal gap indicates that the institution's scientific prestige is not overly dependent on external partners but is driven by its own structural capacity and intellectual leadership. This is a key sign of a sustainable and robust research ecosystem, where excellence is generated internally rather than being primarily imported through collaborations.
The institution maintains a low-risk Z-score of -0.004, showcasing institutional resilience when compared to the country's medium-risk average of 0.005. This suggests that the University's internal control mechanisms are effectively mitigating a systemic risk that is more pronounced at the national level. While high productivity can be a sign of leadership, extreme publication volumes can challenge the limits of meaningful intellectual contribution. The University's low score indicates a healthy balance between quantity and quality, successfully avoiding the potential pitfalls of coercive authorship or metric-chasing behaviors that can compromise the integrity of the scientific record.
With a Z-score of -0.268, the institution registers a very low-risk level, performing better than the country's low-risk average of -0.075. This result reflects a consistent and commendable practice, with the absence of risk signals aligning perfectly with national integrity standards. Excessive reliance on in-house journals can create conflicts of interest and academic endogamy. The University’s minimal use of such channels demonstrates a strong commitment to independent, external peer review, which enhances the global visibility and competitive validation of its research output and avoids the risk of using internal publications as a 'fast track' for career advancement.
The institution achieves a Z-score of -1.044, a very low-risk value that significantly surpasses the country's low-risk average of -0.176. This demonstrates low-profile consistency and a commitment to high research standards that exceeds the national norm. A near-absence of redundant output, or 'salami slicing,' indicates that researchers are not artificially inflating their publication counts by fragmenting studies into minimal units. This practice reflects a strong institutional culture that prioritizes the generation of significant, coherent new knowledge over the mere accumulation of publication metrics, thereby protecting the integrity of the scientific literature.