| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.180 | -0.062 |
|
Retracted Output
|
-0.334 | -0.050 |
|
Institutional Self-Citation
|
0.115 | 0.045 |
|
Discontinued Journals Output
|
-0.269 | -0.024 |
|
Hyperauthored Output
|
-1.098 | -0.721 |
|
Leadership Impact Gap
|
-0.939 | -0.809 |
|
Hyperprolific Authors
|
0.541 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.798 | -0.515 |
Zhejiang University of Technology demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.281, which indicates a performance notably stronger than the baseline. The institution's primary strengths lie in its capacity for intellectual leadership, the originality of its contributions, and its prudent selection of publication venues, showing exceptionally low risks in leadership impact gap, redundant output, and publication in institutional journals. These strengths provide a solid foundation for its prominent global standing, particularly in key thematic areas identified by SCImago Institutions Rankings data, including Environmental Science (world rank 50), Chemistry (world rank 61), and Energy (world rank 89). However, moderate attention is required for the rates of Institutional Self-Citation and Hyperprolific Authors, which are slightly elevated compared to the national average. While the institution's specific mission statement was not localized for this report, these risk factors could challenge the universal academic goals of achieving genuine excellence and fostering a culture of transparent, high-quality research. By proactively addressing these moderate vulnerabilities, the university can further align its operational practices with its evident thematic excellence, reinforcing its reputation as a leading and responsible institution.
The institution presents a Z-score of -0.180, which is lower than the national average of -0.062. This prudent profile suggests that the university manages its affiliation processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's conservative approach effectively mitigates the risk of these practices being used strategically to inflate institutional credit. This indicates a clear and well-controlled policy regarding how researchers represent their institutional ties, reinforcing transparency in academic collaboration.
With a Z-score of -0.334, significantly lower than the national average of -0.050, the institution demonstrates a commendable and prudent approach to research quality. This exceptionally low rate of retractions suggests that its quality control mechanisms prior to publication are robust and effective. Rather than reacting to errors post-publication, the university's processes appear to systemically prevent the methodological or ethical failures that often lead to retractions, reflecting a strong institutional culture of integrity and rigorous supervision.
The institution's Z-score of 0.115 is higher than the national average of 0.045, indicating a high exposure to this risk factor compared to its peers. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this elevated rate warns of a potential tendency toward scientific isolation or 'echo chambers,' where the institution's work may be validated internally more often than is typical. This dynamic could create a risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than broader recognition from the global scientific community.
The institution's Z-score of -0.269 is markedly lower than the national average of -0.024, reflecting a prudent and well-informed profile in its choice of publication venues. This strong performance indicates that the institution exercises rigorous due diligence in selecting dissemination channels for its research. By effectively avoiding journals that do not meet international ethical or quality standards, the university safeguards its reputation and ensures its scientific output is channeled through credible and sustainable media, demonstrating excellent information literacy and responsible resource management.
With a Z-score of -1.098, which is considerably lower than the national average of -0.721, the institution exhibits a prudent profile regarding authorship practices. This suggests that, on average, its publications maintain clear and transparent author lists, avoiding the risk of inflation. This controlled approach helps ensure that individual accountability is not diluted, effectively distinguishing its collaborative work from practices like 'honorary' or political authorship and reinforcing a culture where credit is assigned appropriately.
The institution shows a Z-score of -0.939, even lower than the already low national average of -0.809, indicating a total operational silence on this risk indicator. This exceptional result signifies that the institution's scientific prestige is structurally sound and not dependent on external partners for impact. The minimal gap demonstrates that the excellence observed in its metrics is a direct result of its own internal capacity and intellectual leadership, reflecting a high degree of scientific maturity and sustainability.
The institution's Z-score of 0.541 is higher than the national average of 0.425, signaling a high exposure to the risks associated with extreme publication volumes. While high productivity can be legitimate, this elevated rate alerts to potential imbalances between quantity and quality, as it challenges the limits of meaningful intellectual contribution. This indicator points to a need to investigate whether practices such as coercive authorship or assigning credit without real participation are occurring, as these dynamics prioritize metric inflation over the integrity of the scientific record.
The institution's Z-score of -0.268 places it in the 'very low' risk category, a stronger position than the country's 'low' risk average of -0.010. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. By not depending on its own journals for publication, the university effectively avoids potential conflicts of interest and academic endogamy. This practice ensures its scientific production consistently undergoes independent external peer review, thereby maximizing its global visibility and competitive validation.
With a Z-score of -0.798, which is significantly lower than the national average of -0.515, the institution demonstrates a state of total operational silence regarding this risk. This near-absence of signals indicates a strong institutional commitment to publishing complete and significant research. It reflects a culture that prioritizes substantial contributions to knowledge over the artificial inflation of productivity metrics through 'salami slicing,' thereby upholding the integrity of the scientific evidence base and respecting the resources of the peer-review system.