| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.203 | -0.062 |
|
Retracted Output
|
-0.005 | -0.050 |
|
Institutional Self-Citation
|
-0.308 | 0.045 |
|
Discontinued Journals Output
|
1.472 | -0.024 |
|
Hyperauthored Output
|
-1.220 | -0.721 |
|
Leadership Impact Gap
|
0.312 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.674 | -0.515 |
Weifang University presents a robust scientific integrity profile, with an overall risk score of 0.077, indicating a generally healthy research environment. The institution demonstrates significant strengths in managing authorship practices, with very low risk signals for hyper-authorship, hyperprolific authors, and publication in institutional journals. However, areas requiring strategic attention have been identified, particularly in the selection of publication venues, the development of independent research impact, and the avoidance of redundant publications. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Economics, Econometrics and Finance; Computer Science; and Business, Management and Accounting. While the institution's specific mission statement was not available for this analysis, the identified risks—such as publishing in discontinued journals or a potential over-reliance on external collaborators for impact—could challenge universal academic goals of excellence and social responsibility. By addressing these vulnerabilities, Weifang University can better safeguard the credibility of its strongest research fields and ensure its operational practices fully align with its academic potential.
The institution's Z-score of -0.203, compared to the national average of -0.062, suggests that the university maintains a prudent and well-managed profile regarding multiple affiliations. This indicates a more rigorous approach than the national standard, where affiliations are likely the result of legitimate collaborations, such as partnerships or dual appointments, rather than strategic attempts to inflate institutional credit, reflecting a controlled and transparent approach to academic partnerships.
The rate of retractions is statistically normal for an institution of this size and context. The Z-score of -0.005 is closely aligned with the national average of -0.050, indicating no unusual activity in this area. This expected level suggests that the institution's retractions are likely isolated events, possibly reflecting the responsible correction of unintentional errors, rather than pointing to systemic failures in its pre-publication quality control mechanisms or a compromised integrity culture.
The university demonstrates notable institutional resilience against national trends toward self-citation. With a Z-score of -0.308, well below the country's medium-risk average of 0.045, the institution shows that its control mechanisms appear effective in mitigating the systemic risk of academic endogamy. This low rate suggests that the institution's work is validated through sufficient external scrutiny, avoiding the 'echo chambers' that can inflate impact through internal dynamics rather than genuine recognition from the global scientific community.
A moderate deviation from the national norm is observed in the selection of publication venues. The institution's Z-score of 1.472 contrasts with the country's low-risk average of -0.024, indicating a greater sensitivity to this risk factor than its peers. This constitutes a critical alert regarding due diligence, as a high proportion of scientific output may be channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among researchers to avoid channeling resources into 'predatory' or low-quality journals.
The institution maintains a very low-risk profile regarding hyper-authorship, consistent with the national standard. Its Z-score of -1.220, compared to the country's -0.721, shows an absence of risk signals in this area. This indicates that the university's research practices effectively distinguish between necessary large-scale collaboration and the risk of author list inflation. The data suggests that authorship is generally assigned transparently, upholding individual accountability rather than reflecting 'honorary' or political authorship practices.
This indicator presents a monitoring alert, as the institution's risk level is unusual for the national standard. The Z-score of 0.312, in stark contrast to the country's very low-risk average of -0.809, points to a significant gap where the institution's overall impact is higher than the impact of the research it leads. This signals a potential sustainability risk, suggesting that its scientific prestige may be dependent on external partners rather than being structurally generated from within. This invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a positioning in collaborations where the institution does not exercise primary intellectual leadership.
The university effectively isolates itself from the risk dynamics observed at the national level concerning hyperprolific authors. Its very low Z-score of -1.413 stands in sharp contrast to the country's medium-risk average of 0.425, demonstrating a preventive stance where the institution does not replicate risks present in its environment. This absence of extreme individual publication volumes suggests a healthy balance between quantity and quality, indicating that the institution is not prone to risks such as coercive authorship or the assignment of authorship without meaningful participation, thereby prioritizing the integrity of the scientific record.
The institution shows a commendable absence of risk signals related to publishing in its own journals, aligning with the national standard. The Z-score of -0.268, compared to the country's -0.010, indicates that there is no excessive dependence on in-house publications. This practice avoids potential conflicts of interest and the risk of academic endogamy, ensuring that scientific production undergoes independent external peer review. By not using internal channels as 'fast tracks' for publication, the institution promotes global visibility and competitive validation for its research.
This indicator signals a monitoring alert, as the institution displays an unusual risk level compared to the national standard. The Z-score of 0.674, significantly higher than the country's very low-risk average of -0.515, requires a review of its causes. This value alerts to the potential practice of 'salami slicing,' where a coherent study might be fragmented into minimal publishable units to artificially inflate productivity metrics. Such a practice can distort the available scientific evidence and overburden the peer-review system, prioritizing publication volume over the generation of significant new knowledge.
