| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.260 | -0.062 |
|
Retracted Output
|
0.324 | -0.050 |
|
Institutional Self-Citation
|
-1.726 | 0.045 |
|
Discontinued Journals Output
|
1.383 | -0.024 |
|
Hyperauthored Output
|
-1.323 | -0.721 |
|
Leadership Impact Gap
|
0.469 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
1.213 | -0.515 |
Guangxi University of Finance and Economics demonstrates a solid foundation in scientific integrity, reflected in its overall risk score of 0.263. The institution exhibits notable strengths in maintaining low rates of institutional self-citation, hyper-authored output, hyperprolific authors, and publication in its own journals, indicating a culture that values external validation and responsible authorship. However, areas requiring strategic attention include moderate signals in multiple affiliations, retracted output, and publication in discontinued journals, alongside a concerning gap in impact leadership and a tendency towards redundant publications. The institution's key thematic areas, as identified by SCImago Institutions Rankings data, include Computer Science, Economics, Econometrics and Finance, Environmental Science, and Mathematics. The identified risks, particularly those related to publication quality and intellectual leadership, could challenge the universal mission of a higher education institution to pursue excellence and social responsibility. By leveraging its clear strengths in authorship and citation practices, the university is well-positioned to develop targeted policies that mitigate these vulnerabilities and further solidify its commitment to research integrity.
The institution presents a Z-score of 1.260, which contrasts with the national average of -0.062. This moderate deviation suggests the center is more sensitive to this risk factor than its national peers. While multiple affiliations often reflect legitimate collaborations, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The observed value warrants a review to ensure that co-authorship and affiliation practices are driven by genuine scientific partnership rather than metric-oriented strategies, thereby safeguarding the transparency of institutional contributions.
With a Z-score of 0.324, the institution shows a higher rate of retractions compared to the national average of -0.050. This discrepancy indicates a greater susceptibility to the factors leading to publication withdrawal. A rate significantly higher than the norm suggests that pre-publication quality control mechanisms may be failing systemically. This pattern alerts to a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to prevent reputational damage.
The institution's Z-score of -1.726 is exceptionally low, particularly when compared to the national average of 0.045. This result demonstrates a form of preventive isolation, where the center successfully avoids the risk dynamics observed in its wider environment. A certain level of self-citation is natural, but the institution's minimal reliance on it signifies a robust engagement with the global scientific community. This practice prevents the formation of 'echo chambers' and ensures that its academic influence is validated by broad external scrutiny rather than being inflated by internal dynamics.
The institution's Z-score of 1.383 marks a moderate deviation from the national average of -0.024, indicating a greater tendency to publish in journals that cease operations. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.323, the institution maintains a very low rate of hyper-authorship, which is fully consistent with and even improves upon the low-risk national standard (-0.721). This absence of risk signals demonstrates a healthy approach to authorship. By avoiding the inflation of author lists, the institution reinforces a culture of individual accountability and transparency, ensuring that credit is assigned appropriately and distinguishing its collaborative practices from potentially dilutive 'honorary' authorships.
The institution's Z-score of 0.469 creates a monitoring alert, as it represents an unusual risk level when compared to the national standard of -0.809. This wide positive gap—where overall impact is higher than the impact of research led by the institution—signals a potential sustainability risk. It suggests that the institution's scientific prestige may be dependent and exogenous, rather than structural. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership.
The institution shows a Z-score of -1.413, indicating a near-absence of hyperprolific authors, which contrasts sharply with the national average of 0.425. This demonstrates a successful preventive isolation from a risk dynamic present in the national system. By not having authors with extreme publication volumes, the institution mitigates risks such as coercive authorship, data fragmentation, or assignment of authorship without real participation. This focus on balanced productivity suggests an institutional culture that prioritizes the integrity of the scientific record over the sheer volume of output.
The institution's Z-score of -0.268 is very low, aligning perfectly with the low-risk national context (-0.010). This low-profile consistency shows a clear commitment to external validation. By minimizing reliance on its own journals, the institution avoids potential conflicts of interest and the risk of academic endogamy, where production might bypass independent peer review. This practice enhances the global visibility and credibility of its research, confirming that its output is validated through standard competitive channels.
A monitoring alert is triggered by the institution's Z-score of 1.213, an unusual risk level given the very low-risk national environment (-0.515). This finding requires a review of its causes. A high value in this indicator alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' Such a practice not only distorts the available scientific evidence but also overburdens the peer-review system, suggesting a need to reinforce policies that prioritize the publication of significant new knowledge over simple volume.
