| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.310 | -0.062 |
|
Retracted Output
|
-0.409 | -0.050 |
|
Institutional Self-Citation
|
0.097 | 0.045 |
|
Discontinued Journals Output
|
-0.095 | -0.024 |
|
Hyperauthored Output
|
-0.085 | -0.721 |
|
Leadership Impact Gap
|
-0.331 | -0.809 |
|
Hyperprolific Authors
|
0.205 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.970 | -0.515 |
Qufu Normal University presents a balanced integrity profile, with an overall score of -0.084 indicating performance close to the global average, yet characterized by a clear duality. The institution demonstrates significant strengths in maintaining low rates of retracted output and publication in institutional journals, suggesting robust quality control and a commitment to external validation. However, these positive aspects are counterbalanced by medium-risk signals in areas such as institutional self-citation, multiple affiliations, and redundant output, which warrant strategic attention. According to SCImago Institutions Rankings data, the university's strongest research areas are concentrated in Energy, Environmental Science, Chemistry, and Computer Science. While the institution's specific mission was not localized for this report, the identified risks could potentially undermine a commitment to research excellence and social responsibility. Practices that inflate productivity or impact internally, such as excessive self-citation or data fragmentation, can compromise the global credibility earned in its leading scientific fields. A proactive strategy to reinforce publication ethics and authorship guidelines would be a valuable step to ensure the university's integrity profile fully supports its demonstrated research capabilities.
The institution's Z-score of 0.310 contrasts with the national average of -0.062. This moderate deviation suggests the university is more sensitive to factors driving multiple affiliations than its national peers. 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,” a practice that could dilute the university's distinct academic identity and requires a closer review of its collaboration and affiliation policies.
With a Z-score of -0.409, well below the national average of -0.050, the institution shows a very low rate of retracted publications. This low-profile consistency demonstrates that the university's pre-publication quality control mechanisms are effective and align with the national standard for scientific rigor. The absence of significant risk signals in this area points to a healthy culture of supervision and methodological integrity.
The university's Z-score for this indicator is 0.097, while the national average is 0.045. This indicates a higher exposure to the risks associated with institutional self-citation compared to the national environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this elevated rate warns of a potential 'echo chamber' where the institution's work may not be receiving sufficient external scrutiny, creating a risk of endogamous impact inflation where academic influence is oversized by internal dynamics rather than global community recognition.
The institution exhibits a Z-score of -0.095, which is lower than the national average of -0.024. This prudent profile indicates that the university manages its selection of publication venues with more rigor than the national standard. By effectively avoiding discontinued journals, the institution protects its research from being associated with channels that may not meet international ethical or quality standards, thereby safeguarding its reputational standing.
The university's Z-score of -0.085, compared to the national average of -0.721, points to an incipient vulnerability in authorship practices. Although the risk level is low, the university shows slightly more activity in this area than its national context. Outside of 'Big Science' disciplines, a rising trend in hyper-authorship can be a signal of author list inflation, which dilutes individual accountability. This warrants a review to ensure that authorship is granted based on meaningful contribution rather than 'honorary' or political considerations.
With a Z-score of -0.331, the institution shows a slight divergence from the national context, where the average is -0.809. This indicates the presence of a minor gap between the impact of its total output and the impact of research where it holds intellectual leadership, a signal not as prevalent across the rest of the country. A widening gap can suggest a dependency on external partners for prestige, so monitoring this trend is key to ensuring that the institution's excellence is built on a foundation of strong internal capacity and not just strategic positioning in collaborations.
The institution's Z-score of 0.205 is notably lower than the national average of 0.425. This reflects a differentiated management approach, where the university successfully moderates the risk of hyperprolific authorship, a practice that appears more common at the national level. By maintaining a lower rate, the institution mitigates concerns related to imbalances between quantity and quality, such as coercive authorship or assigning credit without real participation, thereby better protecting the integrity of its scientific record.
The university's Z-score of -0.268 is significantly below the national average of -0.010, indicating an exceptionally low reliance on its own journals for publication. This low-profile consistency demonstrates a strong commitment to external, independent peer review. The absence of risk signals in this area confirms that the institution avoids potential conflicts of interest and academic endogamy, ensuring its research is validated through competitive global channels and enhancing its international visibility.
The institution's Z-score of 0.970 presents a monitoring alert, as it is an unusually high risk level compared to the national standard of -0.515. This significant discrepancy requires a review of the underlying causes. A high value in redundant output alerts to the potential practice of 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity. This practice not only distorts the scientific evidence but also overburdens the peer review system, prioritizing publication volume over the generation of significant new knowledge.
