| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.828 | -0.062 |
|
Retracted Output
|
1.404 | -0.050 |
|
Institutional Self-Citation
|
-0.908 | 0.045 |
|
Discontinued Journals Output
|
1.409 | -0.024 |
|
Hyperauthored Output
|
-1.111 | -0.721 |
|
Leadership Impact Gap
|
-0.073 | -0.809 |
|
Hyperprolific Authors
|
-1.131 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.789 | -0.515 |
Zhejiang Wanli University presents a dual profile in scientific integrity, with an overall score of 0.502 reflecting a combination of exceptional strengths and specific, high-priority vulnerabilities. The institution demonstrates robust control over internal research practices, showing very low risk in areas such as institutional self-citation, hyperprolific authorship, and redundant publications. These strengths suggest a solid foundation of academic rigor. However, this is contrasted by significant challenges, most notably a critical rate of retracted output and medium-risk levels in multiple affiliations and publication in discontinued journals. Thematically, the university shows strong positioning according to SCImago Institutions Rankings data, particularly in Business, Management and Accounting; Economics, Econometrics and Finance; and Social Sciences. While a formal mission statement was not localized for this analysis, the identified risks, especially concerning retractions and questionable publication venues, directly challenge the universal academic mission of pursuing excellence and upholding social responsibility. Addressing these vulnerabilities is crucial to ensure that the institution's strong thematic performance is built upon an unshakeable foundation of scientific integrity. A strategic focus on enhancing pre-publication quality control and promoting information literacy regarding publication channels will be key to aligning its operational practices with its clear academic potential.
The institution's Z-score of 0.828 contrasts with the national average of -0.062. This moderate deviation indicates that the university shows a greater sensitivity to risk factors related to author affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate suggests a need for review. The data points to a pattern where the institution's researchers declare multiple affiliations more frequently than the national standard, which could signal strategic attempts to inflate institutional credit or “affiliation shopping.” It is advisable to analyze the nature of these collaborations to ensure they represent genuine partnerships rather than a vulnerability in crediting policies.
With a Z-score of 1.404 against a national average of -0.050, the institution exhibits a severe discrepancy from the national norm. This atypical level of risk activity requires a deep integrity assessment. Retractions are complex events, but a rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. The data strongly suggests that quality control mechanisms prior to publication may be failing systemically. This is not merely about isolated errors; such a high score indicates that possible recurring malpractice or a lack of methodological rigor may be present, requiring immediate qualitative verification by management to protect the institution's reputation and ensure the reliability of its research.
The institution shows a Z-score of -0.908, which is significantly lower than the national average of 0.045. This demonstrates a clear case of preventive isolation, where the university does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but the institution's very low rate indicates a strong outward-looking research focus. This result suggests that the university's work is validated by the broader scientific community rather than through internal 'echo chambers,' effectively mitigating any risk of endogamous impact inflation and confirming that its academic influence is driven by external recognition.
The institution's Z-score of 1.409 marks a moderate deviation from the national average of -0.024. This suggests the center is more sensitive than its peers to the risk of publishing in low-quality or defunct journals. A high proportion of publications in such venues constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and highlights an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.111 is notably lower than the national average of -0.721. This prudent profile suggests that the university manages its authorship practices with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science,' an absence of this pattern outside those contexts is a positive sign. The institution's lower-than-average score indicates a healthy approach to authorship, effectively mitigating risks of author list inflation and ensuring that credit is assigned transparently, thereby reinforcing individual accountability.
The institution presents a Z-score of -0.073, while the national context shows a score of -0.809. This slight divergence indicates that the university shows signals of risk activity in this area that are not as prevalent across the rest of the country. A wide positive gap can signal a sustainability risk where prestige is dependent on external partners. In this case, the institution's score, while low, is higher than the national average, suggesting a subtle but present dependency on collaborators for achieving impact. This invites a strategic reflection on strengthening internal research capacity to ensure that its scientific prestige is structural and generated by projects where it exercises clear intellectual leadership.
With a Z-score of -1.131, the institution stands in stark contrast to the national average of 0.425. This profile reflects a state of preventive isolation, where the university successfully avoids the risk dynamics related to hyperprolificacy that are more common nationally. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or metric-driven behaviors. The institution's very low score is a strong positive indicator, suggesting a culture that prioritizes the quality and integrity of the scientific record over sheer publication volume, fostering a healthy and sustainable research environment.
The institution's Z-score is -0.268, compared to a national average of -0.010. This demonstrates low-profile consistency, where the absence of risk signals at the university aligns with the broader national standard of low-risk behavior in this area. While in-house journals can be valuable, excessive dependence on them raises concerns about academic endogamy and bypassing external peer review. The institution's very low score indicates that its researchers primarily seek validation through independent, external channels, reinforcing the global visibility and competitive quality of their work and avoiding potential conflicts of interest.
The institution's Z-score of -0.789 is even lower than the already low national average of -0.515. This signifies a state of total operational silence, with an absence of risk signals that is even more pronounced than the national norm. Massive bibliographic overlap between publications can indicate 'salami slicing,' a practice that artificially inflates productivity by fragmenting studies. The university's exceptionally low score is a testament to its commitment to publishing significant, coherent bodies of work, thereby strengthening the scientific record and avoiding practices that prioritize volume over substance.
