| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.202 | -0.062 |
|
Retracted Output
|
0.126 | -0.050 |
|
Institutional Self-Citation
|
-0.457 | 0.045 |
|
Discontinued Journals Output
|
0.612 | -0.024 |
|
Hyperauthored Output
|
-1.277 | -0.721 |
|
Leadership Impact Gap
|
-2.892 | -0.809 |
|
Hyperprolific Authors
|
-0.966 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.051 | -0.515 |
Guizhou University of Finance and Economics presents a balanced integrity profile, with an overall score of -0.177 indicating general alignment with expected standards, complemented by areas of remarkable strength and specific vulnerabilities requiring strategic attention. The institution demonstrates exceptional governance in authorship and impact sustainability, with very low risk in Hyper-Authored Output, Hyperprolific Authors, and the gap between led and total impact, signaling a robust internal research culture. However, moderate risks are identified in the Rate of Multiple Affiliations, Retracted Output, and Output in Discontinued Journals, suggesting a need to reinforce publication and affiliation policies. These observations are particularly relevant given the institution's strong academic positioning, as evidenced by SCImago Institutions Rankings data, in key areas such as Arts and Humanities, Economics, Econometrics and Finance, and Business, Management and Accounting. While a specific mission statement was not available for analysis, any pursuit of academic excellence and social responsibility is inherently threatened by risks that could compromise research quality and reliability. By addressing the identified vulnerabilities, the university can ensure its operational practices fully support its academic strengths, solidifying its reputation for producing impactful and trustworthy research.
The institution's Z-score of 0.202 for this indicator represents a moderate deviation from the national average of -0.062, suggesting a greater sensitivity to this risk factor compared to its peers. This indicates that the rate of multiple affiliations is more pronounced than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This divergence warrants a review of affiliation policies to ensure they consistently reflect genuine and substantive collaboration.
With a Z-score of 0.126, the institution shows a moderate deviation from the national average of -0.050. This suggests that its rate of retractions is higher than what is typically observed across the country, pointing to potential challenges in pre-publication quality control mechanisms. Retractions can be complex, but a rate significantly higher than the average alerts to a vulnerability in the institution's integrity culture. This may indicate recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation and ensure the reliability of its research output.
The institution demonstrates strong institutional resilience in this area, with a Z-score of -0.457 that contrasts sharply with the medium-risk national average of 0.045. This performance indicates that internal control mechanisms are effectively mitigating a systemic risk observed elsewhere in the country. A certain level of self-citation is natural to reflect ongoing research, but the institution's low rate shows that its work is validated by broad external scrutiny. This approach successfully avoids the creation of 'echo chambers' and ensures its academic influence is built on global community recognition rather than endogamous impact inflation.
A moderate deviation is observed in this indicator, with the institution's Z-score of 0.612 being significantly higher than the low-risk national average of -0.024. This heightened sensitivity constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high Z-score indicates that a notable portion of 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 to enhance information literacy among researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
The institution exhibits low-profile consistency in its authorship practices, with a very low-risk Z-score of -1.277 that is well-aligned with the low-risk national standard (-0.721). The complete absence of risk signals in this area indicates that authorship is well-managed and transparent. This performance suggests the institution successfully avoids patterns of author list inflation, ensuring that bylines reflect meaningful contributions and upholding a culture of individual accountability, which is a hallmark of scientific integrity.
In this indicator, the institution demonstrates total operational silence, with an exceptionally low Z-score of -2.892 that is significantly below the already low national average of -0.809. This result signals a complete absence of risk related to impact dependency. The data strongly suggests that the institution's scientific prestige is structural and driven by its own intellectual leadership, rather than being reliant on external partners for visibility. This reflects a mature, robust, and sustainable internal research capacity, which is a key marker of institutional excellence.
The institution shows a pattern of preventive isolation from national trends, with its very low-risk Z-score of -0.966 standing in stark contrast to the medium-risk national average of 0.425. This indicates that the institution does not replicate the risk dynamics observed in its environment. By effectively managing extreme individual publication volumes, the institution maintains a healthy balance between quantity and quality. This suggests a culture that discourages practices such as coercive authorship or assigning credit without real participation, thereby prioritizing the integrity of the scientific record over the inflation of productivity metrics.
A state of low-profile consistency is observed, with the institution's very low Z-score of -0.268 aligning with the low-risk national context (-0.010). This indicates no signs of concern regarding academic endogamy. The data suggests the institution avoids excessive dependence on its own journals, thereby mitigating potential conflicts of interest where it would act as both judge and party. By favoring external, independent peer review, the institution ensures its scientific production undergoes standard competitive validation and achieves greater global visibility.
A slight divergence from the national trend is noted in this indicator. While the institution's Z-score of -0.051 remains in the low-risk range, it is higher than the very low-risk country average of -0.515. This suggests the emergence of minor risk signals that are not as prevalent in the rest of the country. Although not yet a major concern, this warrants observation, as a pattern of massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing'—a practice that artificially inflates productivity metrics at the expense of generating significant, coherent contributions to knowledge.
