| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.132 | -0.062 |
|
Retracted Output
|
0.540 | -0.050 |
|
Institutional Self-Citation
|
-0.071 | 0.045 |
|
Discontinued Journals Output
|
-0.361 | -0.024 |
|
Hyperauthored Output
|
-0.943 | -0.721 |
|
Leadership Impact Gap
|
-0.758 | -0.809 |
|
Hyperprolific Authors
|
-0.932 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.933 | -0.515 |
Shanxi Agricultural University presents a robust scientific integrity profile, characterized by a low overall risk score (-0.179) and exceptional performance in multiple key indicators. The institution demonstrates remarkable strengths in preventing hyperprolific authorship, avoiding predatory publishing channels, and minimizing redundant publications, often outperforming national averages and showcasing strong internal governance. The primary area requiring strategic attention is the Rate of Retracted Output, which registers as a medium-level risk and stands in contrast to the institution's otherwise solid integrity framework. According to SCImago Institutions Rankings data, the university's thematic leadership is most prominent in Veterinary, Agricultural and Biological Sciences, and Energy. While the institution's specific mission was not available for this analysis, any mission centered on research excellence and societal impact is fundamentally supported by a strong integrity culture. The identified risk in retractions could, however, undermine this foundation. By leveraging its clear operational strengths to address this single vulnerability, Shanxi Agricultural University can fully align its research practices with its demonstrated academic excellence, solidifying its reputation as a leading and responsible institution.
The institution exhibits a Z-score of -0.132, indicating a low-risk profile that is more rigorous than the national standard (Z-score: -0.062). This prudent approach suggests that the university's processes for managing researcher affiliations are well-controlled. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this result indicates that the institution effectively avoids signals of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” managing its collaborative footprint with a higher degree of rigor than its national peers.
With a Z-score of 0.540, the institution presents a medium-level risk in this area, a moderate deviation from the low-risk national benchmark (Z-score: -0.050). This discrepancy suggests the institution is more sensitive to factors leading to retractions than its peers. Retractions are complex events, but a rate significantly higher than the average is a critical alert. It suggests that quality control mechanisms prior to publication may be failing systemically, potentially indicating recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the institution's integrity culture.
The university demonstrates institutional resilience with a low-risk Z-score of -0.071, successfully mitigating systemic risks present at the national level, where the average is a medium-risk Z-score of 0.045. A certain level of self-citation is natural, but the institution's controlled rate indicates it effectively avoids the creation of scientific 'echo chambers'. This performance suggests that the university's academic influence is validated by the global community rather than being oversized by internal dynamics, preventing the risk of endogamous impact inflation.
The institution shows an exemplary Z-score of -0.361 (very low risk), demonstrating a commitment to quality that surpasses the already low-risk national average (Z-score: -0.024). This absence of risk signals reflects a consistent and effective due diligence process in selecting publication venues. This strong performance indicates that the university is successfully protecting its research from being channeled through media that fail to meet international ethical or quality standards, thereby safeguarding its reputation and avoiding the waste of resources on 'predatory' practices.
With a Z-score of -0.943, the institution maintains a prudent, low-risk profile that is notably more controlled than the national average (Z-score: -0.721). This result indicates that authorship practices are well-managed and transparent. In fields where extensive author lists are not the norm, this low score suggests the institution successfully distinguishes between necessary massive collaboration and 'honorary' or political authorship, thereby preserving individual accountability and the integrity of its research contributions.
The institution's Z-score of -0.758 signifies a low-level risk, yet it represents a slight divergence from the very low-risk national context (Z-score: -0.809). This subtle difference signals a minor but observable dependency on external partners for impact. While collaboration is vital, this gap suggests that the institution's scientific prestige may be more reliant on its role in broader collaborations than on research where it exercises direct intellectual leadership. This invites a strategic reflection on strengthening internal capacity to ensure that excellence metrics are structurally sustainable and not primarily exogenous.
The university demonstrates a clear case of preventive isolation, with a very low-risk Z-score of -0.932 in stark contrast to the medium-risk dynamic observed nationally (Z-score: 0.425). This exceptional result indicates that the institution does not replicate the risk patterns of its environment, likely due to strong internal governance. By effectively curbing extreme individual publication volumes, the university mitigates risks such as coercive authorship or the prioritization of quantity over quality, ensuring that authorship is a reflection of meaningful intellectual contribution.
With a very low-risk Z-score of -0.268, the institution's performance is consistent with a culture of high integrity, outperforming the low-risk national standard (Z-score: -0.010). This indicates a strong preference for external, independent validation of its research. By avoiding excessive dependence on its own journals, the university effectively sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes standard competitive peer review and achieves greater global visibility.
The institution's Z-score of -0.933 reflects a state of total operational silence in this indicator, with a complete absence of risk signals that is even more pronounced than the very low-risk national average (Z-score: -0.515). This outstanding result points to a research culture that values substantive contributions over inflated publication counts. It demonstrates a strong commitment to avoiding data fragmentation or 'salami slicing,' thereby upholding the integrity of the scientific record and preventing the distortion of available evidence.