| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.034 | -0.062 |
|
Retracted Output
|
-0.240 | -0.050 |
|
Institutional Self-Citation
|
-1.312 | 0.045 |
|
Discontinued Journals Output
|
1.490 | -0.024 |
|
Hyperauthored Output
|
-1.177 | -0.721 |
|
Leadership Impact Gap
|
0.704 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.163 | -0.515 |
Hebei University of Economics and Business demonstrates a balanced integrity profile, with an overall risk score of -0.043 that aligns closely with the global average. The institution exhibits significant strengths in areas promoting research transparency and external validation, with very low risk signals in Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These results suggest a robust culture of individual accountability and a commitment to global scientific dialogue. However, areas requiring strategic attention have been identified, particularly a medium risk in the Rate of Output in Discontinued Journals and a notable Gap between the impact of its total output and that of its internally-led research. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Economics, Econometrics and Finance; Psychology; Business, Management and Accounting; and Agricultural and Biological Sciences. The identified risks, especially concerning publication channel selection and dependency on external collaborations for impact, could challenge a mission centered on achieving sustainable academic excellence and research leadership. To build upon its solid foundation of integrity, it is recommended that the institution focuses on enhancing due diligence in its publication strategies and implementing policies that foster and elevate the impact of its own intellectual leadership.
The institution presents a Z-score of -0.034, which is statistically comparable to the national average of -0.062. This alignment indicates that the university's level of collaborative affiliations is typical for its context and size, reflecting a state of statistical normality. While disproportionately high rates of multiple affiliations can sometimes signal strategic attempts to inflate institutional credit, the current value for Hebei University of Economics and Business is consistent with legitimate and expected patterns of researcher mobility and inter-institutional partnerships within the national research ecosystem.
The institution's Z-score of -0.240 is notably lower than the national average of -0.050. This demonstrates a prudent profile, suggesting that the university's internal processes for quality control and supervision are managed with greater rigor than the national standard. Retractions can be complex events, but a rate significantly below the benchmark points towards effective pre-publication review mechanisms and a responsible institutional culture that successfully minimizes the incidence of errors or malpractice, thereby safeguarding the integrity of its scientific output.
With a Z-score of -1.312, the institution shows a profound and positive deviation from the national average of 0.045. This result signals a form of preventive isolation, where the university does not replicate the risk dynamics of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, but this exceptionally low value indicates that the institution avoids 'echo chambers' and instead seeks validation from the global scientific community. This practice confirms that its academic influence is built on broad external recognition rather than being inflated by internal dynamics.
The institution's Z-score of 1.490 marks a moderate deviation from the national average of -0.024, indicating a greater sensitivity to this risk factor than its peers. This is a critical alert regarding the due diligence applied in selecting dissemination channels. A high proportion of publications in journals that have ceased operation suggests that a significant portion of scientific output is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy to prevent the misallocation of research efforts into predatory or low-quality venues.
The institution's Z-score of -1.177 is significantly lower than the national average of -0.721, demonstrating a strong commitment to transparent authorship practices. This low-profile consistency, where the absence of risk signals surpasses even the national standard, indicates that the university effectively avoids the inflation of author lists. This serves as a positive signal that the institution fosters a culture of clear individual accountability, successfully distinguishing between necessary collaboration and questionable 'honorary' authorship practices.
The institution registers a Z-score of 0.704, a figure that represents a monitoring alert due to its stark contrast with the national average of -0.809. This unusual risk level for the national context requires a careful review of its causes. The wide positive gap suggests that while the institution's overall impact is high, the impact derived from research it leads is comparatively low. This signals a potential sustainability risk, indicating that its scientific prestige may be overly dependent and exogenous, rather than being built on its own structural capacity. This finding invites a strategic reflection on how to convert collaborative participation into genuine intellectual leadership.
With a Z-score of -1.413, the institution operates in preventive isolation from the national trend, which stands at a Z-score of 0.425. This marked difference highlights an institutional culture that prioritizes substance over sheer volume. Extreme individual publication rates can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The near-total absence of this phenomenon at the university suggests a healthy research environment that discourages practices like coercive authorship or superficial data slicing, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 is well below the national average of -0.010, reflecting low-profile consistency with best practices for scholarly communication. This minimal reliance on its own journals is a strong positive indicator. It demonstrates a clear commitment to seeking independent, external peer review, thus avoiding potential conflicts of interest or academic endogamy. By prioritizing external validation, the institution ensures its scientific production is tested against global standards, which enhances its international visibility and credibility.
The institution shows a Z-score of -0.163, a value that, while low, signals a slight divergence from the national average of -0.515, where this risk is virtually non-existent. This indicates the presence of incipient signals of risk activity not seen in the rest of the country. Massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity. Although the current level is not alarming, this deviation warrants monitoring to ensure that the institutional focus remains firmly on producing significant new knowledge rather than artificially increasing output metrics.
