| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.278 | 1.166 |
|
Retracted Output
|
-0.512 | 0.051 |
|
Institutional Self-Citation
|
-1.083 | -0.204 |
|
Discontinued Journals Output
|
0.125 | -0.165 |
|
Hyperauthored Output
|
-1.178 | -0.671 |
|
Leadership Impact Gap
|
-0.752 | -0.559 |
|
Hyperprolific Authors
|
0.104 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-1.186 | -0.176 |
Soochow University, Taipei demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.483, which indicates a performance significantly better than the global average. The institution's primary strengths lie in its exceptionally low rates of multiple affiliations, retracted output, institutional self-citation, and redundant publications, suggesting a culture of transparency and rigorous quality control that effectively insulates it from risks prevalent at the national level. However, two areas warrant strategic attention: a moderate rate of publication in discontinued journals and a higher-than-average incidence of hyperprolific authors. These signals, while not critical, represent vulnerabilities that could undermine the institution's reputation. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Psychology (ranked 15th in Taiwan), Arts and Humanities (20th), and Economics, Econometrics and Finance (20th). While the institution's specific mission was not available for this analysis, any commitment to research excellence and social responsibility would be best served by addressing these moderate risks to ensure that quantitative productivity does not compromise the qualitative integrity of its scholarly contributions. A proactive focus on enhancing researcher literacy regarding publication venues and reviewing authorship guidelines would further solidify an already strong foundation of scientific integrity.
The institution shows a very low rate of multiple affiliations (Z-score: -1.278), in stark contrast to the medium-risk trend observed nationally (Z-score: 1.166). This significant difference suggests the institution has successfully established internal governance that prevents the risk dynamics seen elsewhere in the country. While multiple affiliations can be legitimate, the university's low score indicates a clear and transparent approach to authorship credit, effectively avoiding strategic practices like “affiliation shopping” used to inflate institutional prestige. This performance points to a healthy collaborative environment where affiliations are the genuine result of partnerships rather than a tool for metric enhancement.
With a Z-score of -0.512, the institution demonstrates a very low rate of retracted publications, successfully isolating itself from the medium-risk signals present at the national level (Z-score: 0.051). This indicates a strong preventive culture and robust quality control mechanisms prior to publication. A rate significantly lower than the average suggests that systemic failures, recurring malpractice, or a lack of methodological rigor—vulnerabilities that may be more common in the wider national context—are not a concern here. This performance reinforces the integrity and reliability of the institution's research output.
The institution's rate of self-citation is very low (Z-score: -1.083), placing it in a secure position that aligns with, and even improves upon, the low-risk national standard (Z-score: -0.204). This result confirms that the institution's work is well-integrated into the global scientific community, avoiding the scientific isolation or 'echo chambers' that can arise from excessive self-validation. The low value demonstrates that the institution's academic influence is driven by broad external recognition and scrutiny rather than being oversized by endogamous internal dynamics.
The institution exhibits a medium-risk signal for publications in discontinued journals (Z-score: 0.125), a moderate deviation from the low-risk national average (Z-score: -0.165). This suggests a greater institutional sensitivity to this particular risk factor compared to its national peers. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of the university's research may be channeled through media that do not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting an urgent need to enhance information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution maintains a very low rate of hyper-authored output (Z-score: -1.178), a profile consistent with the low-risk standard observed nationally (Z-score: -0.671). This alignment indicates that authorship practices are generally transparent and accountable. The institution's low score confirms the absence of patterns that could suggest author list inflation or the prevalence of 'honorary' or political authorship practices. This reflects a culture where individual contributions are clearly defined, and accountability is not diluted across excessively long author lists.
The institution demonstrates a low-risk profile in the gap between its overall impact and the impact of research where it holds a leadership role (Z-score: -0.752). This prudent performance is more rigorous than the national standard (Z-score: -0.559). A wide positive gap can signal a dependency on external partners for prestige. However, the institution's score suggests that its scientific prestige is structurally sound and sustainable, resulting from real internal capacity and intellectual leadership rather than being an exogenous benefit from collaborations where it does not lead.
The institution's rate of hyperprolific authors registers as a medium-risk signal (Z-score: 0.104), indicating higher exposure to this risk compared to the national average, which also sits in the medium-risk band but at a lower level (Z-score: 0.005). This suggests the institution is more prone to this alert than its environment. While high productivity can be legitimate, extreme individual publication volumes challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over scientific record integrity.
With a very low Z-score of -0.268, the institution shows minimal reliance on its own journals for publication, a practice that is consistent with the low-risk national context (Z-score: -0.075). This absence of risk signals aligns with national standards for good practice. The institution's low score demonstrates a commitment to independent external peer review, mitigating conflicts of interest and the risk of academic endogamy. This ensures its scientific production is validated through standard competitive channels and achieves global visibility, rather than using internal platforms as potential 'fast tracks' to inflate CVs.
The institution presents a very low rate of redundant output (Z-score: -1.186), indicating robust research practices that are fully aligned with the low-risk national environment (Z-score: -0.176). This operational silence on a key risk indicator is a sign of health. The low value suggests that researchers are not engaging in 'salami slicing'—the practice of fragmenting a single study into minimal publications to artificially inflate productivity. Instead, the data points to a culture that prioritizes the publication of significant, coherent bodies of work, thereby contributing new knowledge and respecting the integrity of the peer-review system.
