| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.015 | -0.062 |
|
Retracted Output
|
1.441 | -0.050 |
|
Institutional Self-Citation
|
-0.656 | 0.045 |
|
Discontinued Journals Output
|
2.201 | -0.024 |
|
Hyperauthored Output
|
-1.322 | -0.721 |
|
Leadership Impact Gap
|
0.538 | -0.809 |
|
Hyperprolific Authors
|
-0.097 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
2.540 | -0.515 |
Xijing University demonstrates a solid overall performance profile with a score of 0.889, indicating a strong foundation in research integrity alongside specific, high-priority areas for strategic intervention. The institution exhibits notable strengths in maintaining very low rates of hyper-authored output and publication in institutional journals, suggesting robust policies that encourage transparent authorship and external validation. However, this profile is contrasted by significant and atypical risk levels in the Rate of Retracted Output, a concerning Gap in Leadership Impact, and elevated rates of Redundant Output and publication in Discontinued Journals. These vulnerabilities require immediate attention as they can undermine the credibility of the institution's research. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Business, Management and Accounting (ranked 174th in China), Economics, Econometrics and Finance (244th), and Biochemistry, Genetics and Molecular Biology (343rd). To protect and enhance its reputation in these and other fields, it is crucial to address the identified integrity risks, as practices like data fragmentation or reliance on low-quality journals directly contradict any mission centered on scientific excellence and social responsibility. A proactive approach, leveraging existing strengths in governance to mitigate these critical weaknesses, will be essential for sustainable growth and reinforcing the university's commitment to high-quality, impactful research.
With a Z-score of -0.015, the institution's rate is slightly above the national average of -0.062, though both remain within a low-risk context. This minimal difference suggests an incipient vulnerability. While multiple affiliations are often legitimate, this subtle upward trend warrants observation to ensure it does not evolve into a strategic attempt to inflate institutional credit through practices like “affiliation shopping.” At present, it reflects a normal level of collaborative activity but should be monitored to maintain alignment with best practices.
The institution presents a Z-score of 1.441, a figure that marks a severe discrepancy when compared to the national average of -0.050. This atypical and significant risk level is a critical alert. A rate so far above the national and global average suggests that quality control mechanisms prior to publication may be failing systemically. This is not merely about isolated errors; it points to a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires an immediate and deep qualitative assessment by management to identify and rectify the root causes.
The university demonstrates institutional resilience in this area, with a Z-score of -0.656, which is well below the national average of 0.045. This strong performance indicates that the institution's control mechanisms effectively mitigate the systemic risks of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, but by maintaining a low rate, the university successfully avoids creating scientific 'echo chambers.' This suggests its academic influence is validated by the broader global community rather than being inflated by endogamous internal dynamics.
A moderate deviation from the national standard is observed, with the institution's Z-score at 2.201 compared to the country's low-risk average of -0.024. This indicates a greater sensitivity to risk factors than its peers. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a significant portion of the university's scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
The institution shows low-profile consistency, with a Z-score of -1.322, which is even lower than the national average of -0.721. This excellent result demonstrates that the university's research practices are free from signals associated with author list inflation. The absence of risk in this area aligns perfectly with a context of responsible collaboration, indicating that authorship is likely assigned with transparency and accountability, distinguishing its work from questionable 'honorary' or political authorship practices.
A monitoring alert is triggered by the institution's Z-score of 0.538, an unusually high risk level for a national standard that is otherwise very low (-0.809). This wide positive gap signals a potential sustainability risk, suggesting that the university's scientific prestige may be dependent and exogenous, not structural. The value invites deep reflection on whether the institution's high-impact metrics result from its own internal capacity and intellectual leadership or from a strategic positioning in collaborations where it plays a secondary role. This dependency could hinder long-term development of its own research autonomy.
The university displays institutional resilience with a Z-score of -0.097, positioning it favorably against the national average of 0.425. This indicates that its internal control mechanisms appear to effectively mitigate the systemic risks of hyper-productivity seen at the national level. By maintaining a low rate, the institution demonstrates a healthy balance between quantity and quality, successfully avoiding potential risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, well below the national average of -0.010, the institution demonstrates low-profile consistency and an absence of risk signals. This indicates a strong commitment to external validation and global visibility. By avoiding excessive dependence on its own journals, the university effectively sidesteps potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production is subjected to independent, external peer review rather than being funneled through internal 'fast tracks' that could bypass standard competitive validation.
A significant monitoring alert arises from the institution's Z-score of 2.540, which is an unusual and high risk level when compared to the very low national average of -0.515. This massive and recurring bibliographic overlap between publications is a strong indicator of data fragmentation or 'salami slicing.' Such a high value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. This behavior not only distorts the available scientific evidence but also overburdens the peer review system, prioritizing volume over the generation of significant new knowledge.
