| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.386 | -0.062 |
|
Retracted Output
|
-0.155 | -0.050 |
|
Institutional Self-Citation
|
-1.656 | 0.045 |
|
Discontinued Journals Output
|
0.348 | -0.024 |
|
Hyperauthored Output
|
-1.276 | -0.721 |
|
Leadership Impact Gap
|
0.318 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.327 | -0.515 |
Shanxi University of Finance and Economics presents a robust scientific integrity profile, with an overall risk score of -0.331 that indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptional control over internal validation practices, demonstrated by very low risk levels in Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These results suggest a culture that prioritizes external validation and individual accountability. However, areas requiring strategic attention include a medium-risk exposure to publication in discontinued journals and a notable gap between its overall impact and the impact of research under its direct leadership. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Economics, Econometrics and Finance; Psychology; and Business, Management and Accounting. While the institutional mission was not available for this analysis, the identified vulnerabilities—particularly concerning publication channel selection and dependency on external partners for impact—could pose a challenge to any mission centered on achieving sustainable, world-class academic excellence and leadership. By addressing these specific areas, the university can fortify its already strong foundation and better align its operational practices with its strategic ambitions for global recognition.
The institution demonstrates a prudent profile regarding multiple affiliations, with a Z-score of -0.386, which is notably lower than the national average of -0.062. This suggests that the university manages its collaborative and affiliation processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this controlled rate indicates that the institution is effectively avoiding practices that could be perceived as strategic attempts to artificially inflate institutional credit or "affiliation shopping," thereby maintaining clear and transparent attributions of its scientific output.
With a Z-score of -0.155, the institution shows a lower rate of retracted publications compared to the national figure of -0.050. This reflects a prudent and effective approach to quality control, suggesting that internal review mechanisms are more rigorous than the national standard. Retractions can be complex events, but a lower-than-average rate points towards a healthy integrity culture where potential errors are likely identified and corrected before publication, minimizing the need for post-publication corrections and reinforcing the reliability of its research record.
The university exhibits a clear case of preventive isolation, with an exceptionally low Z-score of -1.656 for institutional self-citation, in sharp contrast to the medium-risk level seen across the country (Z-score: 0.045). This result indicates that the institution does not replicate the risk dynamics observed in its environment, successfully avoiding the creation of scientific 'echo chambers.' A certain level of self-citation is natural, but this extremely low value confirms that the institution's academic influence is validated by the global community rather than through internal dynamics, effectively mitigating any risk of endogamous impact inflation.
A moderate deviation is observed in this indicator, as the institution's Z-score of 0.348 is higher than the national average of -0.024. This suggests the university has a greater sensitivity than its national peers to the risk of publishing in journals that cease operations, often due to a failure to meet international ethical or quality standards. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This finding exposes the institution to potential reputational risks and suggests an urgent need to enhance information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
The institution maintains a profile of low-profile consistency, with a very low Z-score of -1.276 for hyper-authored output, which is even lower than the national Z-score of -0.721. The complete absence of risk signals in this area aligns with a national context that already shows low risk, reinforcing the university's strong position. This indicates that authorship practices at the institution are well-governed, effectively distinguishing between necessary collaboration and potential 'honorary' authorship, thereby ensuring that author lists accurately reflect individual contributions and accountability.
This indicator signals a monitoring alert, as the institution presents a medium-risk Z-score of 0.318, an unusual level when compared to the very low-risk national standard (Z-score: -0.809). A review of the underlying causes is required. A wide positive gap, where overall impact is significantly higher than the impact of research led by the institution, signals a sustainability risk. This score suggests that the university's scientific prestige may be dependent and exogenous, stemming from strategic positioning in collaborations where it does not exercise primary intellectual leadership, rather than from its own structural capacity for high-impact research.
The university demonstrates effective preventive isolation from national trends in author productivity. Its Z-score of -1.413 is in the very low-risk category, starkly contrasting with the medium-risk level prevalent across the country (Z-score: 0.425). This indicates the institution does not replicate the risk dynamics observed in its environment. By maintaining this low rate, the university successfully mitigates risks associated with extreme publication volumes, such as coercive authorship or the assignment of credit without real participation, thereby ensuring a healthy balance between quantity and quality and upholding the integrity of its scientific record.
A state of low-profile consistency is evident, with the institution's very low Z-score of -0.268 aligning with, and even improving upon, the low-risk national environment (Z-score: -0.010). This near-absence of risk signals confirms that the university is not overly reliant on its own publication channels. While in-house journals can be valuable, this practice avoids potential conflicts of interest and academic endogamy. It ensures that the vast majority of its scientific production undergoes independent external peer review, maximizing global visibility and validating its research through standard competitive processes.
The data indicates a slight divergence from the national context, with the institution showing a low-risk Z-score of -0.327 while the country as a whole registers a very low-risk score of -0.515. This suggests the center is beginning to show signals of risk activity that are not yet apparent in the rest of the country. This pattern of bibliographic overlap between publications could be an early indicator of data fragmentation or 'salami slicing,' a practice where studies are divided into minimal units to inflate productivity. While the current level is low, it warrants monitoring to ensure research contributions remain significant and do not overburden the review system with artificially fragmented work.
