Yunnan Normal University

Region/Country

Asiatic Region
China
Universities and research institutions

Overall

-0.268

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.470 -0.062
Retracted Output
-0.137 -0.050
Institutional Self-Citation
-0.292 0.045
Discontinued Journals Output
0.160 -0.024
Hyperauthored Output
-1.078 -0.721
Leadership Impact Gap
-0.245 -0.809
Hyperprolific Authors
-0.777 0.425
Institutional Journal Output
-0.268 -0.010
Redundant Output
-0.543 -0.515
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Yunnan Normal University presents a robust scientific integrity profile, with an overall risk score of -0.268 indicating performance that is generally stronger and more controlled than the national average. The institution's primary strengths lie in its exceptionally low rates of redundant output and publishing in institutional journals, alongside a notable resilience to national trends in self-citation and hyperprolific authorship. The main area requiring strategic attention is a moderate rate of publication in discontinued journals, which deviates from the national norm and suggests a need for enhanced guidance on selecting reputable publication venues. According to SCImago Institutions Rankings data, the university demonstrates significant thematic strengths, ranking competitively within China in areas such as Economics, Econometrics and Finance (164th), Arts and Humanities (165th), Earth and Planetary Sciences (185th), and Psychology (198th). While a formal mission statement was not available for this analysis, these results provide a solid foundation for one centered on research excellence and ethical responsibility. The identified risks, though limited, must be managed to ensure they do not undermine this potential. By leveraging its strong integrity baseline and addressing the specific vulnerabilities, Yunnan Normal University is well-positioned to formalize its strategic vision and solidify its reputation as a leading institution committed to high-quality, impactful research.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of -0.470 is significantly lower than the national average of -0.062, reflecting a prudent and well-managed approach to academic affiliations. This suggests that the university's processes are more rigorous than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate indicates a successful avoidance of strategic "affiliation shopping," a practice that can be used to artificially inflate institutional credit. This disciplined approach reinforces the transparency and accuracy of its collaborative footprint.

Rate of Retracted Output

With a Z-score of -0.137, which is lower than the country's score of -0.050, the institution demonstrates a prudent profile regarding post-publication corrections. This suggests that its internal quality control mechanisms are more rigorous than the national standard. A low rate of retractions is a positive signal, and the university's even lower incidence compared to its peers indicates that its pre-publication review processes are highly effective at preventing systemic errors or potential malpractice, thereby safeguarding the integrity of the scientific record it produces.

Rate of Institutional Self-Citation

The university exhibits strong institutional resilience, with a Z-score of -0.292 in stark contrast to the national average of 0.045. This indicates that its internal control mechanisms are effectively mitigating a systemic risk present in the wider national context. While a certain level of self-citation is natural, the country's score suggests a tendency towards insular validation. The university, however, successfully avoids this pitfall, preventing the formation of scientific "echo chambers" and ensuring its academic influence is validated by the global community rather than through endogamous impact inflation.

Rate of Output in Discontinued Journals

A moderate deviation from the national trend is observed, with the institution's Z-score at 0.160 compared to the country's -0.024. This finding suggests the university has a greater sensitivity to this particular risk factor than its peers and warrants immediate attention. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to prevent the misallocation of resources to predatory or low-quality venues.

Rate of Hyper-Authored Output

The institution maintains a prudent profile with a Z-score of -1.078, substantially lower than the national average of -0.721. This demonstrates that the university manages authorship practices with more rigor than the national standard. In fields outside of "Big Science," where large author lists are not the norm, this low score is a strong positive indicator. It suggests a culture that values transparency and individual accountability, effectively mitigating the risks of author list inflation and discouraging "honorary" or political authorship practices.

Gap between Impact of total output and the impact of output with leadership

A slight divergence is noted, as the institution's Z-score of -0.245 indicates early signals of a risk that does not appear to be prevalent in the rest of the country (Z-score -0.809). While not yet a critical issue, this gap suggests a potential for the university's scientific prestige to be dependent on external partners rather than being fully sustained by its own structural capacity. This finding invites a strategic reflection on whether its excellence metrics are derived from genuine internal capabilities or from strategic positioning in collaborations where the institution does not consistently exercise intellectual leadership, a factor crucial for long-term scientific sustainability.

Rate of Hyperprolific Authors

The university demonstrates clear institutional resilience in this area, with a Z-score of -0.777, which stands in sharp contrast to the national average of 0.425. This shows that the institution's control mechanisms are effectively mitigating a risk that is more pronounced at the national level. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's very low score indicates strong oversight that prevents potential imbalances between quantity and quality, discouraging practices such as coercive authorship or assigning credit without real participation, thereby upholding the integrity of its authorship record.

Rate of Output in Institutional Journals

With a Z-score of -0.268 compared to the national score of -0.010, the institution shows low-profile consistency, aligning with a national standard of minimal risk. The near-total absence of publications in its own journals is a strong positive signal. This practice avoids potential conflicts of interest where the institution might act as both judge and party, and it prevents academic endogamy. By prioritizing independent, external peer review, the university ensures its research is validated through standard competitive channels, which in turn enhances its global visibility and credibility.

Rate of Redundant Output

The institution exhibits total operational silence in this indicator, with a Z-score of -0.543 that is even lower than the already minimal national average of -0.515. This exemplary performance signifies an absence of risk signals related to data fragmentation. It points to a robust institutional culture that prioritizes the publication of coherent, significant studies over artificially inflating productivity metrics through "salami slicing." This commitment to substance over volume strengthens the scientific record and demonstrates a high standard of research ethics.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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