| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.141 | -0.062 |
|
Retracted Output
|
0.173 | -0.050 |
|
Institutional Self-Citation
|
-1.216 | 0.045 |
|
Discontinued Journals Output
|
0.789 | -0.024 |
|
Hyperauthored Output
|
-1.297 | -0.721 |
|
Leadership Impact Gap
|
-0.911 | -0.809 |
|
Hyperprolific Authors
|
-0.966 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.019 | -0.515 |
Jiangxi University of Finance and Economics presents a robust and well-governed scientific integrity profile, with an overall score of -0.100 that indicates a performance aligned with global standards. The institution demonstrates exceptional strengths in multiple key areas, particularly in its very low rates of Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and a minimal gap in leadership impact, which collectively signal a culture of external validation and responsible authorship. However, this strong foundation is contrasted by two areas requiring strategic attention: a medium-risk level in Retracted Output and in publications within Discontinued Journals. According to SCImago Institutions Rankings data, the university's academic prestige is most prominent in Economics, Econometrics and Finance; Business, Management and Accounting; and Earth and Planetary Sciences. The identified integrity risks, though concentrated, could potentially undermine the pursuit of excellence and social responsibility inherent in any academic mission. By focusing on strengthening pre-publication quality controls and promoting greater due diligence in journal selection, the university can consolidate its already impressive integrity framework and ensure its research leadership is built on a foundation of unimpeachable quality.
The institution shows a Z-score of -0.141, positioning it favorably against the national average of -0.062. This result indicates a prudent and well-managed approach to author affiliations, with a risk profile that is even more controlled than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's data suggests its collaborative practices are transparent and do not generate signals associated with strategic attempts to inflate institutional credit or "affiliation shopping," reflecting a rigorous management of its academic footprint.
With a Z-score of 0.173, the institution presents a medium-risk profile that moderately deviates from the low-risk national benchmark of -0.050. This discrepancy suggests the institution is more exposed to the factors leading to retractions than its national peers. Retractions are complex events, but a rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. This Z-score suggests that quality control mechanisms prior to publication may be failing more frequently than expected, indicating a possible recurrence of malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution demonstrates exceptional performance with a Z-score of -1.216, a stark contrast to the national medium-risk average of 0.045. This result signifies a preventive isolation from risk dynamics observed elsewhere in the country. A certain level of self-citation is natural, but the institution's extremely low rate indicates its research is validated by the broader scientific community, avoiding the "echo chambers" that can arise from endogamous practices. This strong external focus confirms that the institution's academic influence is driven by global recognition rather than being inflated by internal dynamics.
The institution's Z-score of 0.789 places it in a medium-risk category, showing a moderate deviation from the low-risk national average of -0.024. This value constitutes a critical alert regarding due diligence in selecting dissemination channels. It indicates that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on "predatory" or low-quality publications.
With a Z-score of -1.297, the institution exhibits a very low-risk profile, significantly stronger than the already low national average of -0.721. This absence of risk signals is consistent with the national standard but demonstrates an even higher level of control. The data suggests that authorship practices are well-governed and transparent, effectively distinguishing between necessary massive collaboration and "honorary" or political authorship. This helps maintain individual accountability and avoids the dilution of intellectual contribution, reinforcing the integrity of its research.
The institution's Z-score of -0.911 is in the very low-risk category, performing even better than the strong national average of -0.809. This result reflects a total operational silence regarding this risk, indicating that the institution's scientific prestige is structural and built on internal capacity. A low gap suggests that excellence metrics result from genuine internal capabilities, with the institution exercising intellectual leadership in its collaborations. This demonstrates a sustainable model of scientific development, where impact is not dependent on or outsourced to external partners.
The institution achieves an outstanding Z-score of -0.966, placing it in the very low-risk category, which is particularly noteworthy when compared to the medium-risk national average of 0.425. This shows a clear preventive isolation, where the institution does not replicate the risk dynamics prevalent in its environment. The absence of hyperprolific authors suggests a healthy institutional culture that prioritizes quality over sheer quantity, effectively avoiding risks such as coercive authorship or metric-chasing that can compromise the integrity of the scientific record and challenge the limits of meaningful intellectual contribution.
With a Z-score of -0.268, the institution maintains a very low-risk profile, comfortably below the low-risk national average of -0.010. This low-profile consistency demonstrates a commitment to external validation and global visibility. By minimizing reliance on its own journals, the institution avoids potential conflicts of interest and the risk of academic endogamy, where production might bypass independent peer review. This practice ensures its research is validated through standard competitive channels, strengthening its international standing.
The institution's Z-score of -0.019 indicates a low level of risk, but it represents a slight divergence from the national context, where the average is -0.515 (very low risk). This suggests the emergence of risk signals that are not apparent in the rest of the country. While the overall risk is contained, this value alerts to a potential practice of dividing studies into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This tendency, though minor, warrants monitoring to ensure that the focus remains on generating significant new knowledge rather than prioritizing publication volume.
