| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.225 | -0.062 |
|
Retracted Output
|
-0.343 | -0.050 |
|
Institutional Self-Citation
|
-0.307 | 0.045 |
|
Discontinued Journals Output
|
0.071 | -0.024 |
|
Hyperauthored Output
|
-0.971 | -0.721 |
|
Leadership Impact Gap
|
-0.134 | -0.809 |
|
Hyperprolific Authors
|
-1.096 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.483 | -0.515 |
Chongqing University of Science and Technology presents a robust scientific integrity profile, reflected in an overall risk score of -0.297. The institution demonstrates significant strengths in managing research practices, with very low risk levels in hyperprolific authorship, publication in institutional journals, and redundant output. These positive indicators are complemented by controlled, low-risk signals in retractions, self-citation, and hyper-authorship. Key vulnerabilities emerge in the areas of Multiple Affiliations and Output in Discontinued Journals, which register as medium-risk deviations from the national standard. According to SCImago Institutions Rankings data, the university's academic strengths are most prominent in the fields of Agricultural and Biological Sciences, Pharmacology, Toxicology and Pharmaceutics, Environmental Science, and Energy. While a specific mission statement was not available for analysis, the identified risks in affiliation strategy and journal selection could undermine any institutional ambition centered on achieving international excellence and upholding social responsibility, as these practices can impact long-term reputation and the perceived reliability of its research. By addressing these specific vulnerabilities, the university can further solidify its strong integrity foundation, ensuring its research practices fully support its notable academic achievements and strategic goals.
The institution registers a Z-score of 0.225, a medium-risk signal that moderately deviates from the national average of -0.062. This suggests the university shows a greater sensitivity to risk factors in this area than its national peers. While multiple affiliations can be legitimate, the elevated rate here warrants a review, as it could signal strategic attempts to inflate institutional credit or "affiliation shopping" rather than purely organic collaboration. The divergence from the national low-risk standard indicates a need to examine affiliation policies to ensure they align with best practices for transparency and academic contribution.
With a Z-score of -0.343, the institution demonstrates a prudent profile that is even more rigorous than the national standard (-0.050). This very low rate of retractions indicates that the university's pre-publication quality control mechanisms are functioning effectively. It reflects a responsible and successful approach to maintaining the integrity of the scientific record, showing no signs of the systemic failures that a higher rate might suggest and outperforming the already low-risk national benchmark.
The institution exhibits significant resilience, with a low-risk Z-score of -0.307 in contrast to the country's medium-risk average of 0.045. This performance indicates that internal control mechanisms are effectively mitigating a systemic risk prevalent in the national environment. By maintaining a low rate of self-citation, the university successfully avoids the formation of scientific 'echo chambers' and the endogamous inflation of its impact, demonstrating a strong commitment to external validation and integration within the global scientific community.
A medium-risk Z-score of 0.071 marks a moderate deviation from the low-risk national average of -0.024, indicating the institution is more sensitive to this risk factor than its peers. This pattern suggests a potential gap in due diligence when researchers select publication venues. A higher-than-average presence in journals that fail to meet international ethical or quality standards exposes the university to severe reputational risks and signals an urgent need to reinforce information literacy to prevent the channeling of resources into predatory or low-quality outlets.
The institution maintains a prudent profile with a Z-score of -0.971, managing its processes with more rigor than the national standard (-0.721). This result indicates that the university's research culture effectively distinguishes between necessary large-scale collaboration and potential author list inflation. This controlled approach helps preserve individual accountability and transparency in authorship, steering clear of practices that can dilute the significance of each contributor's role.
The institution's Z-score of -0.134 represents a slight divergence from the national context, which shows virtually no risk in this area (-0.809). This result is a nascent signal that the university's scientific prestige may be marginally more dependent on collaborations where it does not exercise intellectual leadership. While the gap is small, it points to a potential sustainability risk, inviting a strategic reflection on how to further strengthen the impact derived from its own structural research capacity.
With a Z-score of -1.096, the institution demonstrates a state of preventive isolation from a risk that is present at a medium level nationally (0.425). This exceptionally low score indicates that the university does not replicate the risk dynamics observed in its environment. It points to a healthy institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume, effectively avoiding the imbalances and potential integrity issues associated with hyperprolific authorship.
The institution's Z-score of -0.268 reflects a low-profile consistency, as the complete absence of this risk signal aligns with and improves upon the low-risk national standard (-0.010). This near-zero reliance on its own journals for publishing research underscores a strong commitment to independent, external peer review. This practice mitigates any potential for conflicts of interest or academic endogamy, ensuring its scientific production is validated through competitive global channels rather than potentially biased internal ones.
With a Z-score of -0.483, the institution demonstrates integrity synchrony, showing total alignment with a national environment of maximum scientific security (-0.515). The virtual absence of signals related to data fragmentation or 'salami slicing' confirms that the institutional research culture prioritizes the generation of significant new knowledge over the artificial inflation of productivity metrics. This alignment reflects a robust commitment to the principles of sound and efficient scientific communication.