| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.054 | 1.166 |
|
Retracted Output
|
-0.475 | 0.051 |
|
Institutional Self-Citation
|
-1.093 | -0.204 |
|
Discontinued Journals Output
|
0.229 | -0.165 |
|
Hyperauthored Output
|
-0.714 | -0.671 |
|
Leadership Impact Gap
|
-0.314 | -0.559 |
|
Hyperprolific Authors
|
-1.413 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
2.212 | -0.176 |
National Pingtung University demonstrates a solid overall profile in scientific integrity, with a composite risk score of -0.366 that indicates a strong foundation of responsible research practices. The institution's primary strengths are evident in its exceptionally low rates of Multiple Affiliations, Retracted Output, Hyperprolific Authorship, and Institutional Self-Citation, showcasing robust internal governance that effectively insulates it from higher-risk trends observed at the national level. However, this positive outlook is tempered by two areas requiring strategic attention: a medium-risk exposure to publishing in Discontinued Journals and a notable rate of Redundant Output (Salami Slicing). According to SCImago Institutions Rankings data, the university shows recognized academic activity in key areas such as Business, Management and Accounting; Mathematics; and Social Sciences. The identified integrity risks, particularly those related to publication strategy and research fragmentation, present a direct challenge to the institutional mission to "pursue excellence and ensure quality education." These practices can undermine the quality and impact of research, contradicting the core values of social responsibility and progress. To fully align its operational practices with its strategic vision, it is recommended that the university focuses on enhancing researcher training in publication ethics and developing clearer guidelines to promote the dissemination of high-impact, integral research.
The institution presents a Z-score of -1.054, a value indicating a very low risk level that 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 legitimate, the institution's exceptionally low rate indicates strong internal governance and clear policies on authorship and institutional credit. This effectively prevents the potential for strategic "affiliation shopping" and ensures that institutional contributions are credited with transparency and precision, reinforcing a culture of straightforward academic accounting.
With a Z-score of -0.475, the institution shows a near-absence of retracted publications, positioning it favorably against the national average of 0.051. This demonstrates a form of preventive isolation from the risk dynamics present in the wider system. A rate significantly lower than the environment suggests that the institution's quality control mechanisms prior to publication are robust and effective. This is a strong indicator of a healthy integrity culture, where methodological rigor and responsible supervision are prioritized, successfully preventing the systemic failures or recurring malpractice that can lead to a higher incidence of retractions.
The institution's Z-score of -1.093 is significantly lower than the national average of -0.204, reflecting an exemplary level of external engagement. This low-profile consistency demonstrates that the absence of risk signals is in harmony with the national standard, but with even greater rigor. A certain level of self-citation is natural, but this exceptionally low rate confirms that the university's work is validated by the global scientific community, not confined to an internal 'echo chamber.' This performance mitigates any risk of endogamous impact inflation and signals that its academic influence is genuinely earned through external scrutiny and recognition.
The institution's Z-score of 0.229 indicates a medium risk level, representing a moderate deviation from the country's low-risk average of -0.165. This suggests the center has a greater sensitivity than its peers to this particular risk factor. A high proportion of publications in discontinued journals is a critical alert regarding the due diligence applied in selecting dissemination channels. This score indicates that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational damage and suggesting an urgent need for enhanced information literacy to avoid investing resources in predatory or low-quality publishing practices.
With a Z-score of -0.714, the institution's rate of hyper-authored publications is low and closely mirrors the national average of -0.671. This alignment points to a state of statistical normality, where the risk level is as expected for its context. The data suggests that the university's authorship patterns are appropriate for its disciplinary focus and do not show signs of author list inflation. This indicates a healthy distinction between necessary large-scale collaboration and the questionable practice of awarding 'honorary' or political authorships, thereby maintaining individual accountability and transparency in its research output.
The institution's Z-score of -0.314, while in the low-risk category, is slightly higher than the national average of -0.559. This score signals an incipient vulnerability that warrants review before it escalates. A wider positive gap, where overall impact is significantly higher than the impact of institution-led research, can suggest a risk to long-term sustainability. This value invites reflection on whether the university's scientific prestige is overly dependent on external partners rather than its own structural capacity. It is a prompt to analyze if excellence metrics are being driven by strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution records an exceptionally low Z-score of -1.413, which stands in stark contrast to the national medium-risk average of 0.005. This signifies a clear preventive isolation, where the university's practices diverge positively from the national trend. Extreme individual publication volumes can challenge the feasibility of meaningful intellectual contribution. This institution's near-total absence of such authors is a powerful indicator of a research culture that prioritizes quality over quantity, effectively avoiding risks such as coercive authorship or the assignment of credit without real participation, and thus safeguarding the integrity of its scientific record.
With a Z-score of -0.268, the institution demonstrates a very low reliance on its own journals, a practice that aligns with and even improves upon the country's low-risk average of -0.075. This low-profile consistency shows that the absence of risk signals is in sync with the national standard. Excessive dependence on in-house journals can create conflicts of interest, as the institution acts as both judge and party. The university's low score mitigates this risk, confirming that its scientific production predominantly undergoes independent external peer review, which enhances global visibility and avoids the use of internal channels as potential 'fast tracks' for publication without standard competitive validation.
The institution's Z-score of 2.212 reflects a medium risk level and marks a moderate deviation from the national low-risk average of -0.176. This suggests the university is more sensitive to this risk factor than its peers. A high value in this indicator alerts to the potential practice of 'salami slicing,' where a single coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer review system but also distorts the available scientific evidence. The score warrants a review of publication practices to ensure that the focus remains on generating significant new knowledge rather than maximizing output volume.
