| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.020 | -0.062 |
|
Retracted Output
|
-0.334 | -0.050 |
|
Institutional Self-Citation
|
-1.138 | 0.045 |
|
Discontinued Journals Output
|
0.215 | -0.024 |
|
Hyperauthored Output
|
-1.062 | -0.721 |
|
Leadership Impact Gap
|
-1.503 | -0.809 |
|
Hyperprolific Authors
|
-0.466 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.264 | -0.515 |
Shanghai Polytechnic University presents a robust scientific integrity profile, reflected in an overall risk score of -0.327. This score indicates a performance that is generally stronger than the global average, characterized by significant strengths in maintaining intellectual leadership and fostering a culture of external validation. Key areas of excellence include a very low Rate of Institutional Self-Citation, a minimal Gap between total and led-output impact, and a negligible Rate of Output in Institutional Journals. However, this strong foundation is contrasted by two medium-risk vulnerabilities: the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, which require strategic attention. The institution's academic prowess is evident in its outstanding global rankings, particularly in Economics, Econometrics and Finance (ranked 55th worldwide), as well as strong positions in Energy, Environmental Science, and Business, Management and Accounting, according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, the identified risks, especially concerning publication channels, could potentially undermine the universal academic goals of excellence and reputational integrity. By addressing these specific vulnerabilities, Shanghai Polytechnic University can further solidify its position as a leading institution committed to both high-impact research and unimpeachable scientific practice.
The institution presents a Z-score of 0.020, 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. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the higher rate at the institution compared to the national context warrants a review. It is important to ensure that affiliation policies are clear and that co-authorships reflect substantive collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," which could dilute the university's distinct academic identity.
With a Z-score of -0.334, the institution demonstrates a more prudent profile than the national average of -0.050. This lower incidence of retractions, within an already low-risk national context, suggests that the university's quality control mechanisms prior to publication are particularly effective. This performance is a positive signal of responsible supervision and a healthy integrity culture, where potential errors are likely identified and corrected before they enter the scientific record, reinforcing the reliability of the institution's research output.
The university exhibits a Z-score of -1.138, a figure that signals preventive isolation from the risk dynamics observed nationally, where the average score is 0.045. This stark difference is a significant strength, demonstrating that the institution actively avoids scientific isolation or "echo chambers." The very low rate of self-citation indicates that the university's work is validated by a broad, external scientific community, confirming that its academic influence is built on global recognition rather than being inflated by internal citation dynamics.
The institution's Z-score of 0.215 represents a moderate deviation from the national average of -0.024, highlighting an area of concern. This score indicates a greater tendency to publish in journals that have ceased operation, often due to a failure to meet international ethical or quality standards. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. It exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid channeling valuable scientific work into predatory or low-quality outlets.
The institution's Z-score of -1.062 reflects a more prudent profile compared to the national average of -0.721. Both scores are in a low-risk range, but the university's lower value suggests a more rigorous approach to authorship. This indicates that its collaborative practices are well-calibrated, effectively distinguishing between necessary large-scale collaboration and the risk of author list inflation. This commitment to meaningful contribution reinforces individual accountability and transparency in its published research.
With a Z-score of -1.503, the institution demonstrates a state of total operational silence in this risk indicator, performing exceptionally well even when compared to the country's strong average of -0.809. This result is a powerful indicator of scientific maturity and sustainability. It shows that the institution's high impact is not dependent on external partners but is driven by research where its own faculty exercise intellectual leadership. This signals that its scientific prestige is structural and endogenous, stemming from real internal capacity.
The university shows significant institutional resilience with a Z-score of -0.466, effectively mitigating a systemic risk present at the national level, which has a score of 0.425. This contrast suggests that the institution has robust control mechanisms or a strong academic culture that discourages imbalances between quantity and quality. By maintaining a low rate of hyperprolificacy, the university guards against risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 demonstrates low-profile consistency, aligning with and even improving upon the low-risk national standard of -0.010. This very low dependence on in-house journals is a sign of a commitment to objective, external validation. By primarily seeking publication in independent channels, the university avoids potential conflicts of interest and the risk of academic endogamy, ensuring its research is subject to standard competitive peer review and enhancing its global visibility and credibility.
The institution's Z-score of -0.264, while in the low-risk category, marks a slight divergence from the very low-risk national environment, where the average is -0.515. This suggests the emergence of faint risk signals that are not prevalent elsewhere in the country. While not yet a concern, this subtle indicator of potential data fragmentation or "salami slicing" warrants proactive monitoring. It is crucial to ensure that institutional incentives continue to prioritize the publication of significant new knowledge over the artificial inflation of output volume through the division of studies into minimal publishable units.
