| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.698 | -0.062 |
|
Retracted Output
|
1.535 | -0.050 |
|
Institutional Self-Citation
|
-1.228 | 0.045 |
|
Discontinued Journals Output
|
0.028 | -0.024 |
|
Hyperauthored Output
|
-1.294 | -0.721 |
|
Leadership Impact Gap
|
-2.106 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.088 | -0.515 |
Zhejiang University of Finance and Economics presents a balanced integrity profile, with an overall score of -0.008 that reflects a combination of exceptional strengths and specific, high-priority vulnerabilities. The institution demonstrates outstanding performance in areas promoting external validation and research quality, with very low risk signals in Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and the impact gap between led and total output. These results suggest robust internal governance and a culture that prioritizes genuine scientific contribution. This solid foundation supports the institution's notable academic positioning, particularly in its top-ranked thematic areas according to SCImago Institutions Rankings data, including Economics, Econometrics and Finance, Business, Management and Accounting, and Computer Science. However, this profile of excellence is critically threatened by a significant risk level in Retracted Output and a medium risk in publications in Discontinued Journals. These indicators directly challenge any institutional mission centered on academic excellence and social responsibility, as they point to potential failures in quality control and due diligence. To safeguard its reputation and build upon its thematic strengths, it is recommended that the institution urgently implements enhanced pre-publication review protocols and strengthens researcher training on identifying high-quality publication channels.
With a Z-score of -0.698, which is considerably lower than the national average of -0.062, the institution demonstrates a prudent and rigorous approach to managing researcher affiliations. This result suggests that the university's practices are more conservative than the national standard, effectively mitigating the risks associated with strategic attempts to inflate institutional credit or "affiliation shopping." The institution's policies appear to successfully distinguish between legitimate collaborations, such as dual appointments or partnerships, and patterns that could artificially boost its metrics, reflecting a commitment to transparent and accurate representation of its collaborative footprint.
The institution's Z-score of 1.535 for retracted publications marks a severe discrepancy when compared to the low-risk national average of -0.050. This atypical level of risk activity is a critical alert that requires a deep and immediate integrity assessment. A rate so significantly higher than the norm suggests that quality control mechanisms prior to publication may be failing systemically. This is not merely about correcting isolated, unintentional errors; rather, it points to a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that demands urgent qualitative verification and intervention by management to protect its scientific reputation.
The institution exhibits a remarkable preventive isolation from national trends, with a Z-score of -1.228 in a country context that shows a medium risk level (0.045). This demonstrates that 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 it successfully avoids the formation of 'echo chambers' or endogamous impact inflation. This result strongly suggests that the institution's academic influence is validated by the global scientific community rather than being oversized by internal dynamics, reflecting a healthy integration into international research conversations.
A moderate deviation is observed in the institution's publication practices, with a Z-score of 0.028, indicating a greater sensitivity to risk factors than its national peers, who average a score of -0.024. This medium risk level constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. The data 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 suggests an urgent need for enhanced information literacy and guidance for researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
The institution maintains a profile of low-profile consistency, with a Z-score of -1.294, which is even more conservative than the low-risk national average of -0.721. This absence of risk signals aligns with, and improves upon, the national standard. The data confirms that the institution's authorship patterns are well within conventional norms, showing no signs of author list inflation. This serves as a positive signal that the university effectively distinguishes between necessary massive collaboration and questionable 'honorary' or political authorship practices, thereby upholding individual accountability and transparency in its research output.
In this indicator, the institution demonstrates total operational silence, with a Z-score of -2.106, a value that signifies an absence of risk signals even more pronounced than the very low-risk national average of -0.809. This exceptionally low score is a powerful indicator of scientific autonomy and sustainability. It suggests that the institution's scientific prestige is structural and generated from within, not dependent on external partners. The data confirms that its excellence metrics result from real internal capacity and intellectual leadership, a key marker of a mature and self-sufficient research ecosystem.
The institution shows a clear preventive isolation from national vulnerabilities, with a Z-score of -1.413 in a context where the country displays a medium risk level (0.425). This indicates that the university does not replicate the risk dynamics related to extreme productivity observed elsewhere in the system. The very low score suggests a healthy institutional balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of authorship without real participation. This reflects a culture that prioritizes the integrity of the scientific record over the simple inflation of publication metrics.
A pattern of low-profile consistency is evident, with the institution's Z-score of -0.268 being well below the low-risk national average of -0.010. This absence of risk signals is aligned with the national standard and indicates a strong commitment to external validation. By minimizing its reliance on in-house journals, the institution effectively avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, thereby enhancing its global visibility and credibility rather than using internal channels as potential 'fast tracks' for publication.
The institution's Z-score of -0.088 reveals a slight divergence from the national context, which reports a very low risk level of -0.515. This finding indicates the emergence of risk signals related to publication overlap that are not prevalent in the rest of the country. While the current risk level is low, it warrants monitoring. This signal alerts to the potential for practices like 'salami slicing,' where a coherent study might be fragmented into minimal publishable units to artificially inflate productivity. Continued vigilance is recommended to ensure that the focus remains on publishing significant new knowledge rather than prioritizing volume.
