| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.688 | -0.062 |
|
Retracted Output
|
1.639 | -0.050 |
|
Institutional Self-Citation
|
-1.343 | 0.045 |
|
Discontinued Journals Output
|
0.767 | -0.024 |
|
Hyperauthored Output
|
-1.328 | -0.721 |
|
Leadership Impact Gap
|
-1.259 | -0.809 |
|
Hyperprolific Authors
|
-1.198 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.749 | -0.515 |
Zhongnan University of Economics and Law demonstrates a robust scientific integrity profile, reflected in an overall risk score of 0.196. The institution exhibits exceptional control over most research integrity indicators, with particularly strong performance in preventing institutional self-citation, hyper-authorship, and hyperprolificacy, indicating a culture of genuine collaboration and intellectual independence. This solid foundation supports its world-class academic standing, especially in its areas of excellence as identified by the SCImago Institutions Rankings, including its top-tier global position in Economics, Econometrics and Finance (World #19) and its strong showing in Business, Management and Accounting (World #329). However, this profile of excellence is challenged by two specific vulnerabilities: a significant rate of retracted output and a medium-risk level of publications in discontinued journals. While a specific institutional mission was not provided for this analysis, these risks directly conflict with the universal academic values of rigor and social responsibility. To safeguard its prestigious reputation, the university is advised to implement targeted interventions focusing on pre-publication quality assurance and enhancing author education on selecting high-quality publication venues, thereby ensuring its operational practices fully align with its evident academic leadership.
The institution presents a Z-score of -0.688, which is notably lower than the national average of -0.062. This suggests a prudent and well-managed approach to academic collaborations, with processes that appear more rigorous than the national standard. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the institution's controlled rate indicates a low risk of strategic practices like “affiliation shopping” designed to artificially inflate institutional credit. This disciplined profile reinforces the transparency and authenticity of its collaborative footprint.
With a Z-score of 1.639, the institution shows a significant deviation from the national average of -0.050. This severe discrepancy indicates that the rate of retractions is atypical for its context and warrants 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 is a critical alert to a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -1.343 is exceptionally low, especially when contrasted with the national average of 0.045, which falls into the medium-risk category. This demonstrates a clear preventive isolation, where the university successfully avoids the risk dynamics of academic endogamy observed elsewhere in the country. A certain level of self-citation is natural, but the institution's very low rate signals a strong outward-looking research culture that actively seeks external validation and avoids 'echo chambers'. This practice ensures that its academic influence is driven by global community recognition rather than being inflated by internal dynamics.
The institution's Z-score of 0.767 represents a moderate deviation from the national average of -0.024. This indicates a greater sensitivity to this particular risk factor compared to its national peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The current score suggests that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks. This highlights a need to reinforce information literacy and guidance for researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.328, the institution maintains a very low rate of hyper-authored publications, well below the national average of -0.721. This demonstrates a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. This indicator is often used to detect potential author list inflation or the dilution of individual accountability. The institution's excellent result suggests that its authorship practices are transparent and well-governed, effectively distinguishing between necessary collaboration and questionable 'honorary' authorship.
The institution exhibits a Z-score of -1.259, which is even lower than the already low national average of -0.809. This signals a state of total operational silence in this risk area, indicating exceptional health. A wide positive gap in this metric can suggest that an institution's prestige is overly dependent on external partners where it does not exercise intellectual leadership. The institution's negative score, however, demonstrates the opposite: its scientific impact is structurally sound and driven by research where its own authors are in leadership roles. This reflects a high degree of scientific autonomy and sustainable, internally generated capacity for excellence.
The institution's Z-score of -1.198 is in the very low-risk category, standing in stark contrast to the national average of 0.425, which indicates medium risk. This is a clear case of preventive isolation, where the university does not replicate the risk dynamics concerning hyperprolificacy that are present in its national environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The institution's very low score suggests a healthy research culture that prioritizes scientific integrity over sheer volume, effectively mitigating risks such as coercive or honorary authorship.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, well below the national average of -0.010. This low-profile consistency demonstrates an absence of risk signals that aligns with the national standard. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy, where production might bypass rigorous external peer review. The institution's minimal use of such channels reinforces its commitment to global visibility and competitive validation, ensuring its research is vetted by the broader international scientific community.
The institution's Z-score for redundant output is -0.749, indicating a near-total absence of this practice and performing better than the national average of -0.515. This reflects a state of total operational silence, with risk signals even lower than the national baseline. Massive bibliographic overlap between publications can indicate 'salami slicing,' where studies are fragmented to inflate productivity metrics. The institution's extremely low score is a strong positive signal of a research culture that values significant, coherent contributions over artificially boosting publication counts, thereby upholding the integrity of the scientific record.
