| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.703 | -0.062 |
|
Retracted Output
|
-0.540 | -0.050 |
|
Institutional Self-Citation
|
-0.087 | 0.045 |
|
Discontinued Journals Output
|
-0.302 | -0.024 |
|
Hyperauthored Output
|
-1.093 | -0.721 |
|
Leadership Impact Gap
|
-0.225 | -0.809 |
|
Hyperprolific Authors
|
-0.329 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.620 | -0.515 |
Suzhou University of Science and Technology demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.313. The institution exhibits exceptional performance in maintaining very low rates of retracted output, redundant publications, and output in its own journals, indicating strong quality control and a commitment to external validation. A key strength is its resilience, successfully mitigating national risk trends related to institutional self-citation and hyperprolific authorship. The primary area requiring strategic attention is a moderate deviation in the Rate of Multiple Affiliations, which is higher than the national average. According to SCImago Institutions Rankings data, the university's research strengths are most prominent in Environmental Science, Pharmacology, Toxicology and Pharmaceutics, and Energy. While the specific institutional mission was not available for this analysis, the identified risk in affiliation practices could, if unaddressed, challenge the transparency and meritocracy central to any mission of academic excellence. By leveraging its solid foundation of research integrity, the university is well-positioned to address this specific vulnerability and further enhance its reputation as a leader in responsible and high-impact research.
The institution presents a Z-score of 0.703, which contrasts with the national average of -0.062. This moderate deviation indicates that the university shows a greater sensitivity to this risk factor than its national peers, warranting a review of its affiliation policies. While multiple affiliations are often legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The university's higher-than-average score suggests a need to ensure that all declared affiliations reflect substantive and transparent collaborations, thereby safeguarding the institution's academic reputation.
With a Z-score of -0.540, the institution demonstrates an exceptionally low incidence of retractions, consistent with the low-risk national context (Z-score: -0.050). This low-profile consistency suggests that the university's quality control and supervision mechanisms are robust and effective. Retractions are complex events, but a rate significantly below the average, as seen here, is a strong positive indicator of a healthy integrity culture, where methodological rigor and pre-publication checks successfully prevent systemic errors or malpractice.
The institution's Z-score of -0.087 stands in favorable contrast to the national average of 0.045. This pattern points to significant institutional resilience, as the university's control mechanisms appear to successfully mitigate a systemic risk more prevalent across the country. While a certain level of self-citation is natural, the national context suggests a tendency towards 'echo chambers.' The university’s low rate, however, indicates that its research impact is validated by the broader external community, avoiding the risk of endogamous impact inflation and demonstrating healthy integration into global scientific discourse.
The institution maintains a Z-score of -0.302, which is notably lower than the national average of -0.024. This prudent profile suggests that the university manages its publication processes with more rigor than the national standard. A low proportion of output in discontinued journals is a critical sign of effective due diligence in selecting dissemination channels. This practice protects the institution from severe reputational risks associated with 'predatory' or low-quality publishing and ensures that research efforts are channeled through credible and ethically sound venues.
With a Z-score of -1.093, the institution shows a significantly lower rate of hyper-authorship compared to the national average of -0.721. This prudent profile indicates that the university manages authorship practices with greater rigor than its peers. Outside of 'Big Science' contexts, unusually long author lists can dilute individual accountability. The institution's low score suggests a culture that values meaningful contributions and transparency, effectively distinguishing between necessary large-scale collaboration and potentially problematic 'honorary' authorship practices.
The institution's Z-score of -0.225 marks a slight divergence from the national Z-score of -0.809. This indicates the emergence of a risk signal at the institutional level that is largely absent in the rest of the country. While the risk is low, this positive gap suggests that the institution's overall scientific prestige may be more dependent on external collaborations where it does not hold intellectual leadership. This finding invites a strategic reflection on strengthening internal research capacity to ensure that its high impact is both structural and sustainable in the long term.
The institution's Z-score of -0.329 is significantly lower than the national average of 0.425. This demonstrates strong institutional resilience, as internal controls appear to mitigate a risk that is more pronounced at the national level. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution. By maintaining a low rate of hyperprolificacy, the university fosters an environment that prioritizes quality over sheer quantity, effectively discouraging practices such as coercive authorship or other dynamics that value metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a finding consistent with the low-risk national environment (Z-score: -0.010). This low-profile consistency is a positive signal of the university's commitment to independent, external peer review. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy, thereby ensuring its scientific production is validated through standard competitive processes and enhancing its global visibility.
The institution exhibits a Z-score of -0.620, indicating a near-total absence of this risk behavior, performing even better than the low-risk national average of -0.515. This state of total operational silence is a clear strength. Massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a study to inflate productivity. The institution's exceptionally low score demonstrates a strong commitment to publishing complete, significant contributions to knowledge, thereby upholding the integrity of the scientific evidence base.