| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.017 | -0.062 |
|
Retracted Output
|
-0.306 | -0.050 |
|
Institutional Self-Citation
|
-0.478 | 0.045 |
|
Discontinued Journals Output
|
-0.095 | -0.024 |
|
Hyperauthored Output
|
-0.997 | -0.721 |
|
Leadership Impact Gap
|
-1.769 | -0.809 |
|
Hyperprolific Authors
|
-1.157 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.806 | -0.515 |
Qingdao Agricultural University demonstrates a robust and commendable profile of scientific integrity, as reflected by an overall risk score of -0.457. This score indicates a consistent and well-managed research environment with minimal exposure to questionable practices. The institution's primary strengths lie in its capacity for independent intellectual leadership, with a negligible gap between its overall impact and the impact of research it leads, and its effective prevention of hyperprolific authorship, a risk prevalent at the national level. These low-risk indicators, combined with a strong performance across all other metrics, align seamlessly with its prominent standing in key thematic areas. According to SCImago Institutions Rankings data, the university excels globally in Agricultural and Biological Sciences, Chemistry, and Veterinary sciences. While the institution's specific mission statement was not available for this analysis, such a strong integrity profile is a fundamental prerequisite for achieving any mission centered on academic excellence, societal impact, and the generation of reliable knowledge. The absence of significant integrity risks ensures that its scientific contributions are both credible and sustainable, reinforcing its reputation as a leading institution. We recommend that the university actively leverages this demonstrable commitment to scientific integrity as a strategic asset to attract international talent, secure high-level partnerships, and further solidify its global leadership in its areas of expertise.
The institution presents a Z-score of -0.017, while the national average is -0.062. Although the risk level is low and aligns with the national context, the university's rate is slightly above the country's average, signaling an area for potential monitoring. This minor deviation suggests an incipient vulnerability that warrants review to ensure it does not escalate. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight elevation could, if left unchecked, point toward strategic attempts to inflate institutional credit. Continued observation is recommended to ensure collaboration patterns remain transparent and academically justified.
With a Z-score of -0.306, significantly lower than the national average of -0.050, the institution demonstrates a prudent and rigorous approach to quality control. This superior performance suggests that its internal mechanisms for ensuring methodological soundness and ethical compliance prior to publication are more effective than the national standard. Retractions can be complex, but such a low rate is a positive indicator of a healthy integrity culture. It suggests that responsible supervision and robust pre-publication checks are systemically embedded, effectively minimizing the risk of recurring malpractice or unintentional errors and reinforcing the credibility of its research output.
The institution exhibits remarkable resilience against national trends with a Z-score of -0.478, in stark contrast to the country's medium-risk score of 0.045. This demonstrates that the university's internal control mechanisms effectively mitigate the systemic risks of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, but the institution’s very low rate indicates it successfully avoids creating scientific 'echo chambers'. This practice ensures its work is validated by the broader global community rather than through internal dynamics, protecting it from the risk of endogamous impact inflation and confirming its strong external engagement.
The university maintains a prudent profile with a Z-score of -0.095, which is lower than the national average of -0.024. This indicates that the institution manages its publication processes with greater rigor than the national standard, showing strong due diligence in the selection of dissemination channels. A low proportion of publications in such journals is a critical sign of high information literacy among its researchers. This careful selection process effectively shields the institution from the severe reputational risks associated with 'predatory' or low-quality publishing practices and ensures research resources are channeled toward impactful and credible venues.
With a Z-score of -0.997, the institution demonstrates a more rigorous management of authorship practices than the national standard, which has a score of -0.721. This prudent profile, even within a low-risk context, suggests a well-governed research environment where authorship is carefully considered. Outside of 'Big Science' contexts where large author lists are common, low rates of hyper-authorship indicate a culture that values individual accountability and transparency over the potential inflation of author lists through 'honorary' or political practices, thereby strengthening the integrity of its collaborative work.
The institution's Z-score of -1.769, significantly below the national average of -0.809, signals a total operational silence in this risk area and represents a key institutional strength. This exceptionally low score indicates that there is virtually no gap between the impact of its overall output and the research for which it provides intellectual leadership. This demonstrates that the university's scientific prestige is not dependent on external partners but is structurally generated by its own internal capacity. Such a result is a powerful indicator of scientific maturity and sustainability, showing that its excellence metrics are a direct result of its own robust research programs.
The university shows a remarkable preventive isolation from national trends, with a Z-score of -1.157 in a context where the country's average is at a medium-risk level of 0.425. This result indicates that the institution does not replicate the risk dynamics observed in its environment, suggesting strong internal governance. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The university’s very low score demonstrates a clear institutional focus on quality over quantity, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation, and thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution demonstrates a very low-risk profile that is consistent with, and even improves upon, the low-risk national standard of -0.010. This absence of risk signals shows a healthy and balanced dissemination strategy that avoids over-reliance on its own publication channels. By favoring external, independent peer review, the university effectively sidesteps the conflicts of interest and academic endogamy that can arise from acting as both judge and party. This approach enhances the global visibility and competitive validation of its research, confirming a commitment to international standards.
The institution's Z-score of -0.806, which is notably lower than the already strong national average of -0.515, indicates a complete absence of risk signals related to data fragmentation. This 'total operational silence' suggests a research culture that prioritizes the generation of significant, coherent knowledge over artificially inflating productivity metrics. By avoiding the practice of 'salami slicing'—dividing a single study into multiple minimal publications—the university ensures its scientific contributions are substantial and do not overburden the review system, reinforcing the trustworthiness and impact of its work.