| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.654 | -0.062 |
|
Retracted Output
|
5.273 | -0.050 |
|
Institutional Self-Citation
|
-1.681 | 0.045 |
|
Discontinued Journals Output
|
-0.153 | -0.024 |
|
Hyperauthored Output
|
-1.259 | -0.721 |
|
Leadership Impact Gap
|
-3.044 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.769 | -0.515 |
Hubei University of Economics demonstrates a robust and commendable foundation in scientific integrity, reflected in an overall score of 1.111. The institution exhibits exceptional performance and very low risk across a majority of indicators, particularly in areas that signal strong intellectual leadership and a commitment to quality over quantity, such as the minimal gap in impact for institution-led research and the near-absence of hyperprolific authorship or redundant publications. These strengths align with the institution's prominent national standing in key thematic areas identified by SCImago Institutions Rankings, including Earth and Planetary Sciences, Economics, Econometrics and Finance, and Business, Management and Accounting. However, this solid profile is critically undermined by two significant vulnerabilities: a moderate deviation in the rate of multiple affiliations and, most alarmingly, a severe discrepancy in the rate of retracted output. These risk signals directly challenge the university's mission to be a "seasoned and structured university" delivering "high-quality education," as systemic integrity issues threaten the very definition of excellence. To safeguard its reputation and fully realize its strategic vision, it is imperative that the institution leverages its foundational strengths to urgently investigate and rectify the root causes of these specific high-risk indicators.
The institution presents a Z-score of 0.654, which contrasts with the national average of -0.062. This moderate deviation from the national standard suggests the university has a greater sensitivity to risk factors related to institutional credit. While multiple affiliations can be legitimate, the higher rate at Hubei University of Economics compared to its peers warrants a review. This pattern could signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that, if unmonitored, could dilute the perceived contribution of the university's core research staff and misrepresent its collaborative footprint.
With a Z-score of 5.273 against a national average of -0.050, the institution shows a severe discrepancy in its rate of retracted publications. This atypical and high-risk activity demands a deep and immediate integrity assessment. Such a significant departure from the national norm suggests that quality control mechanisms prior to publication may be failing systemically. This rate moves beyond isolated incidents of error correction and alerts to a critical vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a fundamental lack of methodological rigor that requires urgent qualitative verification by management to prevent further reputational damage.
The institution's Z-score of -1.681 is exceptionally low, particularly when compared to the national average of 0.045. This result demonstrates a clear preventive isolation from the risk dynamics observed elsewhere in the country. A certain level of self-citation is natural, but the national trend indicates a potential for 'echo chambers.' By contrast, Hubei University of Economics shows no signs of such endogamous impact inflation. This very low rate confirms that the institution's academic influence is validated by the broader global community, reflecting a healthy integration into external scientific discourse rather than a reliance on internal validation.
The institution's Z-score of -0.153 is slightly lower than the national average of -0.024. This indicates a prudent profile, suggesting that the university manages its publication processes with more rigor than the national standard. By maintaining a lower-than-average presence in journals that cease publication, the institution demonstrates effective due diligence in selecting dissemination channels. This careful approach helps mitigate severe reputational risks and shows a commitment to channeling its scientific production through media that meet international ethical and quality standards, avoiding the pitfalls of predatory or low-quality practices.
With a Z-score of -1.259, the institution's rate of hyper-authored output is well below the national average of -0.721. This low-profile consistency demonstrates that the absence of risk signals in this area aligns perfectly with the national standard. The data suggests that authorship practices at the university are transparent and accountable, successfully distinguishing between necessary large-scale collaboration and the risk of 'honorary' or inflated author lists. This responsible approach reinforces the integrity of individual contributions to the scientific record.
The institution exhibits a Z-score of -3.044, a figure significantly lower than the already low national average of -0.809. This signals a total operational silence in this risk indicator, representing an area of exceptional strength. A wide positive gap can suggest that an institution's prestige is dependent on external partners. However, this extremely low score indicates the opposite: the impact of research led directly by the university is robust and self-sufficient. This demonstrates true internal capacity and structural excellence, proving that its scientific prestige is homegrown and not merely the result of strategic positioning in collaborations where it does not exercise intellectual leadership.
The institution's Z-score of -1.413 stands in stark contrast to the national average of 0.425, which indicates a medium risk level. This demonstrates a clear preventive isolation, where the university does not replicate the risk dynamics observed in its environment. While high productivity can be legitimate, the national trend points to a potential systemic pressure for volume. The university's very low rate of hyperprolific authors suggests a healthy balance between quantity and quality, effectively avoiding risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby prioritizing the integrity of the scientific record over pure metrics.
The institution's Z-score of -0.268 is significantly lower than the national average of -0.010. This low-profile consistency shows an absence of risk signals that is in line with the national standard. By not relying on its own journals for dissemination, the university avoids potential conflicts of interest and the risk of academic endogamy. This practice demonstrates a commitment to independent, external peer review, which enhances the global visibility and competitive validation of its research, rather than using internal channels as potential 'fast tracks' to inflate publication records.
With a Z-score of -0.769, the institution performs even better than the national average of -0.515, which is already in the very low-risk category. This finding indicates total operational silence, with an absence of risk signals even below the national baseline. It strongly suggests that the practice of 'salami slicing'—fragmenting a coherent study into minimal publishable units to artificially inflate productivity—is not a concern at the university. This reflects a culture that prioritizes the publication of significant, new knowledge over the distortion of scientific evidence for metric-driven gains.