| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.178 | -0.062 |
|
Retracted Output
|
-0.268 | -0.050 |
|
Institutional Self-Citation
|
-0.195 | 0.045 |
|
Discontinued Journals Output
|
-0.405 | -0.024 |
|
Hyperauthored Output
|
-0.990 | -0.721 |
|
Leadership Impact Gap
|
-1.569 | -0.809 |
|
Hyperprolific Authors
|
-0.347 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.776 | -0.515 |
Shandong Agricultural University presents an outstanding scientific integrity profile, with an overall risk score of -0.417 that reflects a consistent and robust commitment to ethical research practices. The institution not only maintains low or very low risk levels across all nine indicators but also systematically outperforms the national averages for China, demonstrating exceptional internal governance. Key strengths are evident in its minimal rates of redundant output, the high degree of scientific autonomy shown by its leadership impact, and its effective mitigation of national trends towards institutional self-citation and hyperprolific authorship. This strong ethical foundation directly supports its world-class standing in core thematic areas, as evidenced by its SCImago Institutions Rankings in Agricultural and Biological Sciences (World #47), Veterinary (World #74), and Pharmacology, Toxicology and Pharmaceutics (World #283). This alignment of integrity and excellence is fundamental to fulfilling its mission to “reserve talents for the world, and seek prosperity for the nation.” A reputation built on verifiable, high-integrity research ensures that the talent it cultivates is ethically grounded and that its contributions to national prosperity are sustainable and globally respected. The university is encouraged to leverage this exemplary integrity profile as a strategic asset, reinforcing its brand as a global leader committed not just to scientific discovery, but to the principles that underpin it.
The institution records a Z-score of -0.178, a value that indicates a more prudent approach than the national average of -0.062. This suggests that the university manages its affiliation processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of collaboration, the institution's lower rate points to a well-controlled system that minimizes the risk of strategic “affiliation shopping” or ambiguity in crediting research, ensuring transparency and clear attribution of its scientific output.
With a Z-score of -0.268, significantly lower than the national average of -0.050, the institution demonstrates a more rigorous management of its publication quality. This prudent profile suggests that its pre-publication quality control mechanisms are particularly effective. A rate of retractions well below the national standard is a strong signal of a healthy integrity culture, indicating that robust methodological standards are in place to prevent the systemic failures or recurring malpractice that can damage institutional reputation.
The institution exhibits remarkable resilience with a low-risk Z-score of -0.195, in stark contrast to the medium-risk national average of 0.045. This indicates that the university's internal control mechanisms are successfully mitigating a systemic risk present in its environment. A certain level of self-citation is natural, but by maintaining a low rate, the institution actively avoids the creation of scientific 'echo chambers' and ensures its academic influence is validated by the global community rather than being artificially inflated by endogamous citation dynamics.
The university demonstrates exceptional diligence with a Z-score of -0.405, placing it in the very low-risk category and well below the low-risk national score of -0.024. This absence of risk signals, consistent with the national standard, highlights a strong commitment to publishing in high-quality venues. Such a low rate indicates that a rigorous process for selecting dissemination channels is in place, effectively protecting the institution from the severe reputational risks associated with 'predatory' or low-quality journals and ensuring research resources are invested wisely.
The institution's Z-score of -0.990 is notably lower than the national average of -0.721, reflecting a more prudent and rigorous approach to authorship. This suggests a well-managed process that effectively distinguishes between necessary massive collaboration and the risk of author list inflation. By maintaining a lower rate, the university promotes greater individual accountability and transparency in its research, mitigating the potential for 'honorary' or political authorship practices that can dilute the meaning of contributorship.
With a Z-score of -1.569, the institution shows a complete absence of risk signals, performing even better than the already strong national average of -0.809. This value indicates total operational silence in this risk area. A very low gap signifies that the impact of research led directly by the institution's authors is exceptionally robust and not dependent on external partners for prestige. This is a clear indicator of structural scientific excellence and intellectual autonomy, confirming that its high impact is generated from genuine internal capacity.
The institution displays strong institutional resilience, with a low-risk Z-score of -0.347, which contrasts sharply with the medium-risk national average of 0.425. This suggests that its internal control mechanisms effectively mitigate a systemic risk prevalent in the country. By curbing extreme individual publication volumes, the university fosters a healthy balance between quantity and quality, discouraging practices such as coercive authorship or data fragmentation that prioritize metric inflation over the integrity of the scientific record.
The university's Z-score of -0.268 places it in the very low-risk category, far below the low-risk national average of -0.010. This low-profile consistency, which surpasses the national standard, demonstrates an exemplary commitment to external validation and global visibility. By minimizing its reliance on in-house journals, the institution avoids potential conflicts of interest and academic endogamy, ensuring its research bypasses internal 'fast tracks' and is instead subjected to independent, competitive peer review on the international stage.
The institution shows a complete absence of risk signals in this area, with a Z-score of -0.776 that is even lower than the very low-risk national average of -0.515. This total operational silence indicates an institutional culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity metrics. The extremely low rate of redundant output confirms a commitment to publishing coherent, impactful studies rather than fragmenting data into minimal units, thereby upholding the integrity of the scientific evidence base.
