| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.076 | -0.062 |
|
Retracted Output
|
1.620 | -0.050 |
|
Institutional Self-Citation
|
-0.065 | 0.045 |
|
Discontinued Journals Output
|
2.003 | -0.024 |
|
Hyperauthored Output
|
-1.253 | -0.721 |
|
Leadership Impact Gap
|
0.524 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Chengdu Neusoft University presents a profile of notable strengths in research integrity alongside critical, targeted vulnerabilities that require immediate attention. With an overall score of 0.612, the institution demonstrates exceptional control over authorship practices, including hyper-authorship, hyper-prolificacy, and redundant publication, indicating a strong foundational culture of responsible conduct. However, this is contrasted by a significant alert in the Rate of Retracted Output and medium-risk signals in publications in discontinued journals and a dependency on external collaboration for impact. These weaknesses directly challenge the institution's reputation, particularly in its area of thematic strength, Computer Science, where it holds a competitive ranking within China (599th according to SCImago Institutions Rankings). While the institution's specific mission was not available for this analysis, any commitment to academic excellence and societal contribution is undermined by risks that suggest failures in quality control and due diligence. To secure its standing and build upon its strengths, it is recommended that the university implements a rigorous review of its pre-publication validation processes and enhances researcher training on selecting high-quality publication venues.
The institution's Z-score of -0.076 is statistically aligned with the national average of -0.062, indicating a risk level that is normal and expected for its context. This alignment suggests that the university's patterns of researcher mobility and collaboration, which can lead to multiple affiliations, are in step with national practices. While disproportionately high rates can signal attempts to inflate institutional credit, the current level at Chengdu Neusoft University reflects a standard operational dynamic rather than a strategic risk, showing a profile consistent with its peers across the country.
A severe discrepancy exists between the institution's Z-score of 1.620 and the national average of -0.050. This atypical and significant risk level demands an urgent and deep integrity assessment. Retractions are complex, but a rate so far above the national standard is a critical alert that pre-publication quality control mechanisms may be failing systemically. This value suggests a vulnerability in the institution's integrity culture, potentially pointing to recurring malpractice or a lack of methodological rigor that goes beyond isolated incidents and requires immediate qualitative verification by management to protect the university's scientific reputation.
The institution demonstrates notable resilience, with a Z-score of -0.065, in contrast to the medium-risk national average of 0.045. This indicates that the university's control mechanisms are effectively mitigating a systemic risk prevalent in the country. While a certain level of self-citation is natural, the institution successfully avoids the trend towards disproportionately high rates that can signal scientific isolation or 'echo chambers.' This prudent profile suggests that the university's academic influence is validated by the broader global community rather than being inflated by endogamous internal dynamics.
The institution shows a moderate deviation from the national norm, with a Z-score of 2.003 compared to the country's low-risk average of -0.024. This suggests the university is more sensitive than its peers to the risk of publishing in questionable venues. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of the university's research is being channeled through media that may not meet international ethical or quality standards, exposing it to reputational risks and signaling an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' practices.
With a Z-score of -1.253, the institution maintains a very low-risk profile that is consistent with, and even stronger than, the national standard (-0.721). The complete absence of risk signals in this area demonstrates robust governance over authorship practices. This indicates that the university effectively distinguishes between necessary large-scale collaboration and the risk of author list inflation, thereby preserving individual accountability and transparency in its research output and aligning perfectly with an environment of low risk.
An alert for monitoring is raised by the institution's Z-score of 0.524, an unusually high level for a national standard that is otherwise risk-free (-0.809). This wide positive gap, where overall impact is significantly higher than the impact of research led by the institution, signals a potential sustainability risk. The score suggests that the university's scientific prestige may be dependent and exogenous, stemming from strategic positioning in collaborations where it does not exercise intellectual leadership. This invites a strategic reflection on whether its excellence metrics are the result of genuine internal capacity or a reliance on external partners.
The institution demonstrates a pattern of preventive isolation, with a Z-score of -1.413 indicating a complete absence of risk, in stark contrast to the medium-risk dynamics observed nationally (0.425). This shows that the university does not replicate the national trend toward hyper-prolificacy. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful contribution. The university's very low score is a positive signal that it fosters a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the prioritization of metrics over scientific integrity.
The institution's Z-score of -0.268 reflects a very low-risk profile that is consistent with the low-risk national environment (-0.010). This absence of risk signals indicates that the university avoids excessive dependence on its own journals for dissemination. By doing so, it effectively mitigates potential conflicts of interest and the risk of academic endogamy, where production might bypass independent external peer review. This practice ensures that its research competes on the global stage and is not channeled through internal 'fast tracks' that could inflate productivity without standard validation.
The institution exhibits total operational silence in this area, with an exceptionally low Z-score of -1.186, performing even better than the very low-risk national average (-0.515). This complete absence of signals indicates a strong commitment to publishing coherent and significant research. It suggests the university actively discourages the practice of 'salami slicing,' where studies are fragmented into minimal units to artificially inflate productivity. This focus on substance over volume strengthens the scientific record and reflects a culture of high integrity.
