| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.102 | 1.166 |
|
Retracted Output
|
-0.522 | 0.051 |
|
Institutional Self-Citation
|
-0.926 | -0.204 |
|
Discontinued Journals Output
|
0.247 | -0.165 |
|
Hyperauthored Output
|
-1.278 | -0.671 |
|
Leadership Impact Gap
|
-0.348 | -0.559 |
|
Hyperprolific Authors
|
0.930 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
0.123 | -0.176 |
Providence University presents a robust and balanced scientific integrity profile, reflected in its overall score of -0.173. The institution demonstrates significant strengths in maintaining very low-risk levels for retracted output, institutional self-citation, hyper-authorship, and publication in its own journals, indicating a strong foundation of responsible research practices. This solid performance underpins its academic prestige, particularly in its highest-ranking fields according to SCImago Institutions Rankings data, including Computer Science and Engineering (both ranked 7th in Taiwan), and Agricultural and Biological Sciences (10th in Taiwan). However, to fully align with its mission of being a "small but prominent university," attention must be directed toward medium-risk indicators such as output in discontinued journals, the presence of hyperprolific authors, and redundant publications. These practices, while not critical, can erode academic prestige by prioritizing quantity over quality, contradicting the very essence of prominence. By proactively addressing these vulnerabilities, the university can ensure its research practices are as distinguished as its academic ambitions, solidifying its reputation for excellence and integrity.
The university's Z-score of -0.102 contrasts with the national average of 1.166. This demonstrates strong institutional resilience, as Providence University appears to have effective control mechanisms that mitigate the systemic risks of affiliation inflation observed more broadly across the country. While multiple affiliations can be legitimate, the university's controlled rate suggests it successfully avoids strategic attempts to inflate institutional credit or "affiliation shopping," thereby maintaining a clear and transparent representation of its collaborative contributions.
With a Z-score of -0.522, well below the national medium-risk average of 0.051, the institution shows a commendable preventive isolation from the integrity risks seen elsewhere. This very low rate of retractions indicates that the university does not replicate the risk dynamics observed in its environment. It suggests that the quality control and supervision mechanisms prior to publication are robust and effective, preventing the systemic failures that can lead to recurring malpractice or a lack of methodological rigor.
The institution maintains a Z-score of -0.926, significantly lower than the national average of -0.204. This demonstrates low-profile consistency, where the near-total absence of risk signals aligns with the national standard of low concern. The university's exceptionally low rate confirms that its research is validated by the broader scientific community, avoiding the "echo chambers" or endogamous impact inflation that can arise from excessive internal validation and ensuring its academic influence is based on global community recognition.
The university's Z-score of 0.247 marks a moderate deviation from the national average of -0.165, indicating a greater sensitivity to this risk factor than its peers. This constitutes a critical alert regarding due diligence in selecting dissemination channels. A higher-than-average score suggests that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid 'predatory' practices.
Providence University's Z-score of -1.278 is substantially lower than the national average of -0.671. This reflects a low-profile consistency, where the absence of risk signals for author list inflation is even more pronounced than the national standard. This very low rate indicates that authorship practices at the institution are transparent and accountable, successfully distinguishing between necessary massive collaboration and potentially problematic 'honorary' or political authorship.
The institution's Z-score of -0.348, while within the low-risk category, is slightly higher than the national average of -0.559. This points to an incipient vulnerability that warrants review. A positive gap can signal a dependency on external partners for impact, suggesting that scientific prestige is more exogenous than structural. While collaboration is key, this slight signal invites reflection on whether the institution's excellence metrics result from its own internal capacity and intellectual leadership or from strategic positioning in collaborations.
With a Z-score of 0.930, the university shows high exposure to this risk, significantly exceeding the national average of 0.005. This indicates the institution is more prone to showing alert signals related to extreme individual publication volumes. This elevated rate points to potential imbalances between quantity and quality, alerting to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and require management review.
The university's Z-score of -0.268 is well below the national average of -0.075, demonstrating a consistent and low-risk profile. This absence of risk signals aligns with the national standard and indicates that the institution avoids the potential conflicts of interest and academic endogamy that can arise from excessive dependence on in-house journals. By prioritizing external peer review, the university ensures its scientific production undergoes independent validation, enhancing its global visibility and credibility.
The institution's Z-score of 0.123 represents a moderate deviation from the national average of -0.176, suggesting a greater sensitivity to this risk factor. This value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. Such data fragmentation, or 'salami slicing,' can distort the available scientific evidence and overburden the review system, prioritizing volume over the generation of significant new knowledge and should be monitored.
