| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.360 | -0.062 |
|
Retracted Output
|
1.300 | -0.050 |
|
Institutional Self-Citation
|
-0.961 | 0.045 |
|
Discontinued Journals Output
|
-0.150 | -0.024 |
|
Hyperauthored Output
|
-1.288 | -0.721 |
|
Leadership Impact Gap
|
-1.763 | -0.809 |
|
Hyperprolific Authors
|
-0.782 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.942 | -0.515 |
Nanjing University of Finance and Economics presents a robust and largely positive scientific integrity profile, with an overall risk score of -0.029 indicating performance that is well-aligned with expected standards. The institution demonstrates exceptional strengths in maintaining intellectual autonomy and research quality, showing very low risk in areas such as Institutional Self-Citation, the Impact Leadership Gap, and Redundant Output. These strengths suggest a culture that values external validation and substantive scientific contribution. This solid foundation in research integrity supports the university's notable academic achievements, particularly in its top-performing fields according to SCImago Institutions Rankings data, which include Economics, Econometrics and Finance; Earth and Planetary Sciences; Chemistry; and Business, Management and Accounting. However, this strong profile is critically undermined by a significant risk signal in the Rate of Retracted Output. While a specific institutional mission was not available for this analysis, such a high rate of retractions directly conflicts with the universal academic principles of excellence and social responsibility, potentially eroding trust in its otherwise outstanding research. It is therefore recommended that the institution leverage its many areas of integrity strength to conduct a focused, qualitative review of its pre-publication quality control processes, ensuring that its operational practices fully align with its demonstrated capacity for high-impact, world-class research.
The institution exhibits a prudent profile in its affiliation practices, with a Z-score of -0.360, which is notably lower than the national average of -0.062. This indicates that the university manages its collaborative frameworks with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate suggests a well-governed approach that effectively avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby ensuring that declared affiliations accurately reflect substantive collaboration.
A severe discrepancy is evident in this indicator, where the institution's Z-score of 1.300 stands in stark contrast to the low-risk national average of -0.050. This atypical level of risk activity requires a deep integrity assessment. Retractions are complex events, but a rate significantly higher than the norm suggests that quality control mechanisms prior to publication may be failing systemically. This high Z-score alerts to a critical vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management to safeguard its scientific reputation.
The institution demonstrates a form of preventive isolation from national trends, with a Z-score of -0.961 in a country context that shows a medium risk level (0.045). This performance indicates that the university does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but the institution's very low rate signals a strong reliance on external validation and an avoidance of scientific 'echo chambers.' This suggests that its academic influence is built upon broad recognition from the global community rather than being inflated by endogamous internal dynamics.
With a Z-score of -0.150, which is lower than the national average of -0.024, the institution displays a prudent profile in its choice of publication venues. This suggests that its researchers exercise more rigor and due diligence in selecting dissemination channels than the national standard. Sporadic presence in discontinued journals can occur, but by maintaining a lower rate, the university effectively mitigates the reputational risks associated with publishing in media that may not meet international ethical or quality standards, reflecting a healthy level of information literacy within its academic community.
The institution shows low-profile consistency in its authorship practices, with a Z-score of -1.288 that is even lower than the country's low-risk score of -0.721. This near-total absence of risk signals aligns with and reinforces the national standard. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of accountability. The institution's very low score suggests that its authorship norms are transparent and well-governed, effectively distinguishing between necessary collaboration and 'honorary' practices, thereby upholding individual accountability.
In this area, the institution shows total operational silence, with a Z-score of -1.763 that indicates an absence of risk signals even more pronounced than the national average of -0.809. A wide positive gap can signal a dependency on external partners for impact. Conversely, the institution's strong negative score suggests that its scientific prestige is structural and self-generated. This is a clear indicator of robust internal capacity and intellectual leadership, demonstrating that its excellence metrics result from its own high-quality research, not just strategic positioning in collaborations.
The university demonstrates institutional resilience, with a low-risk Z-score of -0.782 that effectively mitigates the medium-level systemic risk seen across the country (0.425). While high productivity can be legitimate, extreme volumes can challenge the limits of meaningful intellectual contribution. The institution's controlled rate suggests its internal mechanisms promote a healthy balance between quantity and quality, discouraging practices such as coercive authorship or the assignment of credit without real participation, and thus prioritizing the integrity of the scientific record.
A low-profile consistency is observed, with the institution's Z-score of -0.268 indicating a near-complete absence of risk, which is even stronger than the low-risk national average of -0.010. While in-house journals can be valuable, excessive dependence on them raises conflict-of-interest concerns. The institution's very low rate of publishing in its own journals signals a firm commitment to independent, external peer review. This practice avoids the risk of academic endogamy and ensures its scientific production is validated through standard competitive channels, enhancing its global visibility and credibility.
The data indicates total operational silence for this risk, as the institution's Z-score of -0.942 is significantly lower than the already very low national average of -0.515. This signals an exceptional absence of risk. A high rate of bibliographic overlap can indicate data fragmentation to artificially inflate publication counts. The institution's extremely low score suggests a research culture that prioritizes the communication of coherent, significant new knowledge over the distortion of scientific evidence for metric-driven goals, reflecting a strong commitment to ethical publication practices.
