| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.878 | -0.062 |
|
Retracted Output
|
-0.625 | -0.050 |
|
Institutional Self-Citation
|
-0.325 | 0.045 |
|
Discontinued Journals Output
|
0.033 | -0.024 |
|
Hyperauthored Output
|
-0.930 | -0.721 |
|
Leadership Impact Gap
|
-0.049 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Suzhou City University presents a robust scientific integrity profile, with an overall risk score of -0.186 indicating a general alignment with best practices. The institution demonstrates significant strengths in maintaining a very low rate of retracted output, redundant publications, hyperprolific authorship, and output in its own journals, showcasing a solid foundation in research quality and ethical conduct. However, this strong performance is contrasted by a critical alert in the Rate of Multiple Affiliations and a moderate risk in the publication in discontinued journals, which require immediate strategic attention. According to SCImago Institutions Rankings data, the university's key academic strengths are concentrated in areas such as Business, Management and Accounting, Computer Science, and Physics and Astronomy. While the institution's specific mission was not available for this analysis, the identified risk of atypical affiliation practices could undermine the principles of transparency and accountability essential to any mission of academic excellence. It is recommended that the university leverage its considerable integrity strengths to develop targeted policies that address these specific vulnerabilities, thereby safeguarding its reputation and reinforcing its commitment to high-quality research.
The institution's Z-score of 2.878 for the Rate of Multiple Affiliations represents a severe discrepancy when compared to the national average of -0.062. This atypical level of risk activity is an outlier within the national context and requires a deep integrity assessment. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The significant deviation from the national norm suggests that current practices may be perceived as an effort to maximize institutional ranking rather than a reflection of organic collaboration, warranting an urgent review of affiliation policies to ensure transparency and accountability.
With a Z-score of -0.625, well below the national average of -0.050, the institution demonstrates low-profile consistency in its Rate of Retracted Output. This absence of risk signals aligns perfectly with the national standard for responsible research conduct. Retractions can be complex events, but a very low rate like this is a positive indicator, suggesting that the quality control and supervision mechanisms in place prior to publication are robust and effective, contributing to a culture of methodological rigor.
The institution shows a Z-score of -0.325 for the Rate of Institutional Self-Citation, contrasting favorably with the national average of 0.045. This demonstrates institutional resilience, as its control mechanisms appear to successfully mitigate the systemic risks of self-citation that are more prevalent at the national level. A certain level of self-citation is natural and reflects the continuity of established research lines, but by maintaining a lower rate, the university avoids the 'echo chambers' and endogamous impact inflation that can arise from insufficient external scrutiny, ensuring its academic influence is validated by the global community.
The Rate of Output in Discontinued Journals shows a Z-score of 0.033 for the institution, a moderate deviation from the national average of -0.024. This indicates that the center has a greater sensitivity to this risk factor than its national peers. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This deviation suggests an urgent need to reinforce information literacy among researchers to avoid channeling scientific production through media that do not meet international ethical or quality standards, thereby preventing reputational damage and the misallocation of resources to 'predatory' practices.
For the Rate of Hyper-Authored Output, the institution's Z-score is -0.930, while the country's average is -0.721. This reflects a prudent profile, as the center manages its authorship processes with more rigor than the national standard. This lower-than-average score indicates the institution is effectively avoiding the risk of author list inflation, which can dilute individual accountability and transparency. This helps distinguish necessary massive collaboration from potentially problematic 'honorary' or political authorship practices.
The institution registers a Z-score of -0.049 in the Gap between the impact of total output and the impact of output with leadership, a slight divergence from the national Z-score of -0.809. This result indicates the emergence of risk signals that are not prevalent in the rest of the country. A positive gap can suggest that scientific prestige is dependent on external partners rather than being structurally generated from within. This signal, though at a low level, invites reflection on whether the institution's excellence metrics result from its own internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, highlighting a potential sustainability risk.
The institution's Z-score for the Rate of Hyperprolific Authors is -1.413, demonstrating preventive isolation from the national trend, which stands at a Z-score of 0.425. The center does not replicate the risk dynamics observed in its environment, indicating a strong institutional culture that prioritizes quality over sheer volume. By maintaining a very low rate of extreme individual publication volumes, the university effectively mitigates risks such as coercive authorship or the assignment of authorship without real participation, ensuring that productivity metrics do not compromise the integrity of the scientific record.
With a Z-score of -0.268, significantly lower than the national average of -0.010, the institution shows low-profile consistency in its Rate of Output in Institutional Journals. This absence of risk signals is aligned with the national standard and demonstrates a commitment to external validation. In-house journals can present conflicts of interest, but by minimizing its reliance on them, the university avoids academic endogamy and ensures its scientific production undergoes independent external peer review, thereby enhancing its global visibility and credibility.
The institution exhibits a Z-score of -1.186 for the Rate of Redundant Output, indicating total operational silence on this risk indicator, performing even better than the low-risk national average of -0.515. This exceptionally low score signals an absence of risk even below the national baseline. It strongly suggests that the institution's researchers are focused on producing coherent, significant studies rather than engaging in 'salami slicing'—the practice of fragmenting data into minimal publishable units to artificially inflate productivity. This commitment to substance over volume reinforces the integrity of the scientific evidence it produces.