| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.396 | -0.062 |
|
Retracted Output
|
0.248 | -0.050 |
|
Institutional Self-Citation
|
-1.062 | 0.045 |
|
Discontinued Journals Output
|
2.948 | -0.024 |
|
Hyperauthored Output
|
-1.169 | -0.721 |
|
Leadership Impact Gap
|
1.537 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Suzhou Vocational University presents a dual profile in scientific integrity, with an overall score of 0.363 reflecting both exceptional strengths and critical vulnerabilities. The institution demonstrates a robust culture of responsible authorship and external validation, evidenced by very low risk levels in Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Redundant Output. These positive indicators suggest a strong foundation of academic rigor. However, this is contrasted by significant and medium-risk alerts, most notably a critical rate of publication in discontinued journals and concerning levels for retracted output and dependency on external research leadership. These weaknesses pose a direct challenge to the university's reputation and the long-term sustainability of its research impact. Given the institution's recognized contributions in thematic areas such as Computer Science, Engineering, and Mathematics, as per SCImago Institutions Rankings data, it is imperative to address these integrity gaps. Failing to ensure due diligence in publication and bolster internal quality controls could undermine the very excellence and social responsibility that are core to any university's mission, potentially devaluing its strong academic achievements. By leveraging its clear strengths to implement targeted interventions in its areas of weakness, the university has a distinct opportunity to fortify its scientific enterprise and secure its standing as a trusted source of knowledge.
The institution's Z-score for this indicator is -0.396, which is lower than the national average of -0.062. This suggests a prudent and well-managed approach to academic collaborations, with the university demonstrating more rigor in its affiliation practices than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate indicates a low probability of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a clear and transparent policy regarding institutional representation.
With a Z-score of 0.248, the institution shows a higher rate of retractions compared to the national average of -0.050. This moderate deviation suggests a greater sensitivity to post-publication issues than its national peers. Retractions can be complex, sometimes resulting from honest corrections. However, a rate significantly higher than the average may indicate that pre-publication quality control mechanisms are failing systemically. This value serves as an alert to a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The university's Z-score of -1.062 is substantially lower than the national average of 0.045, indicating a strong performance in this area. This result shows a form of preventive isolation, where the institution successfully avoids the risk dynamics of academic endogamy observed more broadly in its environment. A certain level of self-citation is natural, but the university's very low rate signals a healthy reliance on external validation and integration into the global scientific community, effectively preventing the formation of 'echo chambers' and ensuring its impact is not artificially inflated by internal dynamics.
The institution's Z-score of 2.948 represents a severe discrepancy when compared to the national average of -0.024. This risk activity is highly atypical and requires a deep integrity assessment. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution registers a Z-score of -1.169, well below the national average of -0.721. This demonstrates low-profile consistency, as the absence of risk signals in this area aligns with the generally low-risk national standard. In disciplines outside of 'Big Science,' a high rate of hyper-authorship can indicate author list inflation. The university's very low score confirms that its authorship practices are transparent and accountable, effectively distinguishing between necessary collaboration and questionable 'honorary' attributions.
The institution's Z-score of 1.537 is an unusual risk level for the national standard, which stands at -0.809, and constitutes a monitoring alert that requires a review of its causes. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This high value suggests that the university's scientific prestige may be dependent and exogenous, not structural. It invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership.
With a Z-score of -1.413, the institution is significantly below the national average of 0.425. This demonstrates a successful preventive isolation, whereby the university does not replicate the risk dynamics related to extreme productivity seen elsewhere in the country. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's very low score indicates a healthy balance between quantity and quality, steering clear of risks such as coercive authorship or the assignment of credit without real participation.
The institution's Z-score of -0.268 is notably lower than the national average of -0.010. This low-profile consistency shows an absence of risk signals that aligns with the national standard. In-house journals can present conflicts of interest, as the institution acts as both judge and party. The university's very low rate in this indicator is a positive sign, suggesting that its scientific production is predominantly validated through independent external peer review, thereby avoiding academic endogamy and enhancing its global visibility.
The institution's Z-score of -1.186 is significantly lower than the national average of -0.515, signaling a state of total operational silence in this risk area. This score indicates an absence of risk signals even below the already low national average. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing' to artificially inflate productivity. The university's exceptionally low score confirms a commitment to publishing complete, significant studies, thereby upholding the integrity of the scientific record and avoiding practices that prioritize volume over new knowledge.