| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.032 | -0.062 |
|
Retracted Output
|
-0.221 | -0.050 |
|
Institutional Self-Citation
|
1.266 | 0.045 |
|
Discontinued Journals Output
|
-0.101 | -0.024 |
|
Hyperauthored Output
|
-1.250 | -0.721 |
|
Leadership Impact Gap
|
-0.513 | -0.809 |
|
Hyperprolific Authors
|
-0.658 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.324 | -0.515 |
Jiangsu University of Science and Technology demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.223. The institution exhibits significant strengths in managing research risks, with particularly low indicators for hyper-authorship, publication in institutional journals, and hyperprolific authors, where it outperforms national trends. The primary area for strategic attention is the rate of institutional self-citation, which is notably higher than the national average and suggests a tendency toward academic insularity. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally include Veterinary, Chemistry, Environmental Science, and Arts and Humanities. While the institution's specific mission statement was not available for this analysis, the identified risk of high self-citation could potentially conflict with objectives centered on achieving global impact and external validation. To fully align its operational integrity with its clear thematic strengths, the university is encouraged to foster practices that promote broader external engagement and international citation, thereby ensuring its academic influence is recognized by the global community and not just internally reinforced.
The institution's Z-score of -0.032 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 collaborative practices are in sync with national standards. While multiple affiliations can sometimes be used to inflate institutional credit, the current low rate at Jiangsu University of Science and Technology reflects a healthy and legitimate pattern of researcher mobility and partnerships, showing no signs of strategic “affiliation shopping”.
With a Z-score of -0.221, significantly lower than the national average of -0.050, the institution demonstrates a prudent and rigorous approach to quality control. This superior performance suggests that its pre-publication review and supervision mechanisms are more effective than the national standard. A low rate of retractions is a positive sign of a strong integrity culture, indicating that potential errors are being caught internally and that there is no evidence of systemic failure or recurring malpractice in its research processes.
The institution presents a Z-score of 1.266, which signals a high exposure to this risk, especially when compared to the national average of 0.045. This value indicates that the university is significantly more prone than its peers to cite its own work. A certain level of self-citation is natural, but disproportionately high rates can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This trend warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition.
The institution's Z-score of -0.101 is lower than the national average of -0.024, reflecting a prudent profile in its choice of publication venues. This indicates that the university manages its processes with more rigor than the national standard, showing a greater capacity to avoid journals that fail to meet international ethical or quality standards. This diligence in selecting dissemination channels protects the institution from the severe reputational risks associated with 'predatory' or low-quality practices and demonstrates a commitment to impactful, credible research.
With a Z-score of -1.250, the institution shows a very low incidence of hyper-authored publications, consistent with China's low-risk national standard (-0.721). This absence of risk signals indicates that authorship practices are well-governed and transparent. The data suggests the university effectively distinguishes between necessary large-scale collaboration and questionable practices like author list inflation or 'honorary' authorships, thereby upholding individual accountability in its scientific output.
The institution's Z-score of -0.513 represents a slight divergence from the national baseline of -0.809. While the risk level remains low, this gap indicates the emergence of a minor signal of risk activity that is absent in the rest of the country. This suggests a potential for the institution's scientific prestige to be more dependent on external collaborations where it does not exercise intellectual leadership. It serves as an early indicator to reflect on building more structural, internal capacity to ensure that its reputation for excellence is sustainable and self-generated.
The institution demonstrates notable resilience, with a Z-score of -0.658 in an area where the national system shows a medium-risk vulnerability (0.425). This indicates that the university's internal control mechanisms are effectively mitigating the systemic risk of hyperprolificacy. By maintaining a low rate, the institution promotes a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, which can prioritize metrics over scientific integrity.
With a Z-score of -0.268, the institution's very low rate of publication in its own journals is consistent with the low-risk national environment (-0.010). This practice demonstrates a strong commitment to seeking independent, external peer review for its research. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production is validated through standard competitive channels and enhancing its global visibility.
The institution's Z-score of -0.324 shows a slight divergence from the very low-risk national average of -0.515. This indicates that while the overall risk is low, the university is beginning to show signals of redundant output that are not apparent in the broader national context. This pattern warrants observation, as it could be an early sign of 'salami slicing'—the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity. Monitoring this indicator is important to ensure that the focus remains on producing significant new knowledge rather than simply increasing publication volume.