| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.389 | -0.062 |
|
Retracted Output
|
0.051 | -0.050 |
|
Institutional Self-Citation
|
-0.422 | 0.045 |
|
Discontinued Journals Output
|
0.402 | -0.024 |
|
Hyperauthored Output
|
-1.252 | -0.721 |
|
Leadership Impact Gap
|
-0.450 | -0.809 |
|
Hyperprolific Authors
|
-0.891 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.125 | -0.515 |
Shaoxing University demonstrates a robust overall scientific integrity profile, reflected in its low global risk score of 0.006. The institution's primary strengths lie in its exceptional control over hyper-authored output and publication in institutional journals, alongside a commendable resilience against national trends in self-citation and hyperprolific authorship. These areas of excellence suggest strong internal governance and a commitment to quality. However, this positive outlook is contrasted by moderate risk signals in the rates of multiple affiliations, retracted output, and publication in discontinued journals, where the university deviates from the lower-risk national average. Thematically, the university shows significant global competitiveness, with SCImago Institutions Rankings placing it prominently in fields such as Environmental Science, Economics, Econometrics and Finance, Pharmacology, Toxicology and Pharmaceutics, and Chemistry. While the institution's specific mission was not available for this analysis, the identified risk areas could potentially undermine any mission centered on academic excellence and social responsibility, as they touch upon reputational integrity and the reliability of its scientific contributions. To fully leverage its thematic strengths, it is recommended that the university focuses strategic attention on reinforcing its due diligence and quality assurance protocols in the identified areas of moderate risk, thereby ensuring its operational practices fully align with its demonstrated research capabilities.
The institution presents a Z-score of 1.389, which contrasts with the national average of -0.062. This moderate deviation indicates that the university shows a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping”. The observed value suggests a need to review institutional policies on author affiliations to ensure they reflect genuine collaboration and contribution, rather than being used as a mechanism for artificially enhancing institutional metrics.
With a Z-score of 0.051 compared to the country's -0.050, the institution displays a moderate deviation from the national standard, suggesting a higher susceptibility to this risk. Retractions are complex events, but a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. This discrepancy suggests that quality control mechanisms prior to publication may be failing more frequently than at the national level, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard scientific credibility.
The institution's Z-score of -0.422 is notably lower than the national average of 0.045. This demonstrates strong institutional resilience, as internal control mechanisms appear to successfully mitigate systemic risks related to self-citation that are more prevalent in the country. A certain level of self-citation is natural, but this low rate indicates that the university's work is validated by the broader scientific community, avoiding the creation of 'echo chambers'. This performance is a positive indicator of external engagement and suggests that the institution's academic influence is driven by global recognition rather than endogamous internal dynamics.
The university's Z-score of 0.402 marks a moderate deviation from the national average of -0.024, indicating a greater institutional tendency to publish in such outlets. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.252 is well below the national average of -0.721. This reflects a low-profile consistency, where the complete absence of risk signals aligns with, and even improves upon, the national standard. This very low rate indicates that authorship practices are transparent and accountable. It suggests the institution successfully distinguishes between necessary massive collaboration in 'Big Science' and potentially problematic 'honorary' or political authorship practices, thereby upholding individual accountability in its research output.
The institution's Z-score of -0.450 shows a slight divergence from the country's Z-score of -0.809. This indicates the emergence of minor risk signals that are not as apparent in the rest of the country. A positive gap can signal a sustainability risk where prestige is dependent on external partners. While the current value is low, this slight divergence suggests that the institution's scientific prestige may be partially reliant on collaborations where it does not exercise full intellectual leadership. It serves as an early indicator to monitor and foster internal research capacity to ensure that excellence metrics are the result of structural, endogenous strength.
With a Z-score of -0.891, the institution performs significantly better than the national average of 0.425. This demonstrates strong institutional resilience, as its policies or culture appear to effectively mitigate a risk more common at the national level. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's low indicator in this area suggests a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over scientific integrity.
The institution's Z-score of -0.268 is considerably lower than the national average of -0.010. This result shows a low-profile consistency, where the absence of risk signals is in line with the national environment. In-house journals can raise conflicts of interest, but the university's minimal reliance on them is a sign of strength. It demonstrates a clear commitment to independent, external peer review and global visibility, effectively avoiding the risk of academic endogamy or the use of internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score of -0.125 represents a slight divergence from the national Z-score of -0.515. This indicates that the university is beginning to show signals of a risk that is largely absent at the national level. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing' to artificially inflate productivity. Although the current signal is weak, its presence warrants preventive monitoring to ensure that research practices prioritize the generation of significant new knowledge over the distortion of scientific evidence for metric-based gains.