| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.291 | -0.062 |
|
Retracted Output
|
7.734 | -0.050 |
|
Institutional Self-Citation
|
-1.876 | 0.045 |
|
Discontinued Journals Output
|
1.602 | -0.024 |
|
Hyperauthored Output
|
-1.222 | -0.721 |
|
Leadership Impact Gap
|
0.841 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.389 | -0.515 |
Henan University of Finance and Economics presents a profile of notable contrasts, with an overall risk score of 2.408 indicating areas of both exemplary integrity and significant vulnerability. The institution demonstrates exceptional strength in practices related to authorship and citation, with very low-risk indicators for Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These results suggest a culture that values external validation and responsible authorship. However, these strengths are offset by critical challenges, most notably a significant-risk rating for Retracted Output, alongside medium-risk signals in Multiple Affiliations, Output in Discontinued Journals, Redundant Output, and a dependency on external partners for research impact. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Agricultural and Biological Sciences, Business, Management and Accounting, and Economics, Econometrics and Finance. The high rate of retractions and publication in questionable venues directly threaten the credibility and long-term reputation of these core strengths, potentially undermining the institutional mission of achieving academic excellence and contributing responsibly to society. To safeguard its academic standing, it is recommended that the university prioritize the implementation of robust pre-publication quality control mechanisms and enhance researcher training on selecting high-integrity dissemination channels, thereby aligning its operational practices with its areas of scholarly excellence.
The institution's Z-score of 0.291 contrasts with the national average of -0.062, signaling a moderate deviation from the country's norm. This suggests the university shows a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of collaboration, a rate notably higher than the context average warrants a review. It is important to ensure these patterns reflect genuine, strategic partnerships rather than "affiliation shopping" aimed at artificially inflating institutional credit, a practice that could dilute the perceived contribution of the university's researchers.
With a Z-score of 7.734, the institution's rate of retracted publications represents a severe discrepancy when compared to the low-risk national average of -0.050. This atypical level of risk activity is a critical finding that requires a deep and immediate integrity assessment. A rate so significantly higher than the global average is a powerful alert that pre-publication quality control mechanisms may be failing systemically. Beyond isolated incidents, this suggests a vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that demands urgent qualitative verification by management to protect its scientific reputation.
The institution exhibits a Z-score of -1.876, a figure that stands in stark contrast to the national average of 0.045. This result indicates a commendable form of preventive isolation, where the university does not replicate the moderate self-citation dynamics observed in its environment. A very low rate of self-citation is a positive sign that the institution avoids scientific isolation and 'echo chambers.' This demonstrates that its academic influence is validated by the broader global community rather than being inflated by internal dynamics, reinforcing the external credibility of its research.
The institution's Z-score of 1.602 marks a moderate deviation from the national average of -0.024. This indicates that the university has a greater sensitivity than its peers to the risk of publishing in unreliable venues. A high proportion of output in journals that are later discontinued serves as a critical alert regarding the due diligence applied in selecting dissemination channels. This pattern suggests that a significant portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.222, which is even lower than the national average of -0.721, the institution demonstrates low-profile consistency in its authorship practices. The complete absence of risk signals in this area aligns perfectly with the national standard for responsible conduct. This indicates that the university's research culture successfully distinguishes between necessary massive collaboration and the dilutive effects of author list inflation. This practice ensures that individual accountability and transparency are maintained, preventing the risk of 'honorary' or political authorships.
The institution's Z-score of 0.841 presents a monitoring alert, as this medium-risk level is highly unusual compared to the very low-risk national standard of -0.809. This wide positive gap suggests that while the university is involved in impactful research, its scientific prestige may be overly dependent on external partners. This signals a potential sustainability risk, where excellence metrics could be a result of strategic positioning in collaborations where the institution does not exercise primary intellectual leadership, rather than a reflection of its own structural and internal capacity for high-impact science.
The institution's Z-score of -1.413 is exceptionally low, especially when compared to the national average of 0.425. This demonstrates a strong preventive isolation, where the university effectively avoids the risk dynamics related to extreme productivity that are more common in its environment. The absence of hyperprolific authors suggests a healthy institutional focus on the quality and substance of research over sheer volume. This mitigates the risks of coercive authorship or 'salami slicing' and reinforces a culture that prioritizes the integrity of the scientific record over the inflation of publication metrics.
With a Z-score of -0.268, the institution's rate of publishing in its own journals is very low and consistent with the national average of -0.010. This low-profile consistency shows a clear commitment to external, independent validation for its research. By avoiding over-reliance on in-house journals, the university effectively sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production is subjected to standard competitive peer review, thereby enhancing its global visibility and credibility.
The institution's Z-score of 0.389 constitutes a monitoring alert, as this medium-risk level is unusual within a national context where this practice is very rare (country Z-score of -0.515). This discrepancy suggests that the university may have a higher tolerance for data fragmentation than its peers. A notable rate of redundant output, or 'salami slicing,' is a warning sign that researchers may be artificially inflating their productivity by dividing coherent studies into minimal publishable units. This practice can distort the scientific evidence and overburdens the review system, prioritizing volume over the generation of significant new knowledge.
