| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.897 | -0.062 |
|
Retracted Output
|
-0.071 | -0.050 |
|
Institutional Self-Citation
|
0.491 | 0.045 |
|
Discontinued Journals Output
|
1.119 | -0.024 |
|
Hyperauthored Output
|
-1.282 | -0.721 |
|
Leadership Impact Gap
|
0.104 | -0.809 |
|
Hyperprolific Authors
|
-0.974 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.039 | -0.515 |
Hubei Engineering University presents a profile of moderate overall risk (Overall Score: 0.236), characterized by a clear dichotomy between areas of robust integrity and specific vulnerabilities that require strategic attention. The institution demonstrates exceptional control in managing hyper-authorship, hyperprolific authors, and publication in institutional journals, indicating strong internal governance in these areas. However, medium-risk signals in institutional self-citation, publication in discontinued journals, multiple affiliations, and the gap in research impact suggest potential systemic challenges. According to SCImago Institutions Rankings data, the university's strongest thematic areas are concentrated in Economics, Econometrics and Finance; Business, Management and Accounting; and Psychology. The identified integrity risks, particularly those related to citation endogamy and questionable publication channels, could undermine the credibility and global reach of these key disciplines, potentially conflicting with any institutional mission centered on academic excellence and societal contribution. A proactive review of publication and affiliation policies is recommended to align these practices with the university's demonstrated strengths, thereby safeguarding its long-term reputation and impact.
The institution's rate of multiple affiliations (Z-score: 1.897) shows a moderate deviation from the national average (Z-score: -0.062), indicating a greater sensitivity to this particular risk factor compared to its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a closer look. It can signal strategic attempts to inflate institutional credit or “affiliation shopping,” where researchers list multiple institutions to maximize visibility or ranking contributions. This pattern suggests a need to ensure that affiliation policies are transparent and reflect substantive collaborative work.
With a Z-score of -0.071, the institution's rate of retracted output is in close alignment with the national standard (Z-score: -0.050), reflecting a level of risk that is statistically normal for its context. This indicates that the university's pre-publication quality control mechanisms and post-publication corrective actions are functioning as expected within the national scientific ecosystem. Retractions are complex events, and this low, controlled rate suggests that when errors occur, they are likely handled responsibly without pointing to systemic failures in the institution's integrity culture.
The university exhibits a high exposure to the risks of institutional self-citation, with a Z-score (0.491) significantly higher than the national average (0.045). This suggests the institution is more prone than its peers to practices that can lead to academic isolation. While a certain level of self-citation is natural, disproportionately high rates can signal concerning 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This pattern warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution's rate of publication in discontinued journals (Z-score: 1.119) deviates moderately from the national benchmark (Z-score: -0.024), indicating a greater institutional susceptibility to this risk. This pattern constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production may be channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution demonstrates a very low rate of hyper-authored output (Z-score: -1.282), a signal of good practice that is consistent with the low-risk national context (Z-score: -0.721). The absence of risk signals in this area aligns with the national standard, indicating that authorship practices are well-managed. In disciplines outside of 'Big Science,' extensive author lists can indicate inflation or honorary authorship; this institution's low score suggests a culture where individual accountability and transparency in authorship are effectively maintained.
A monitoring alert is triggered by the significant gap between the impact of the institution's total output and that of the output where it holds a leadership role (Z-score: 0.104). This level is highly unusual when compared to the national standard, where such a gap is minimal (Z-score: -0.809), and requires a review of its causes. A wide positive gap signals a sustainability risk, suggesting that the institution's scientific prestige may be dependent on external partners rather than its own structural capacity. This invites reflection on whether its high-impact publications result from genuine internal capabilities or from strategic positioning in collaborations where the institution does not exercise intellectual leadership.
The university shows a state of preventive isolation regarding hyperprolific authors, with a very low Z-score of -0.974. This is a positive finding, as the institution does not replicate the medium-risk dynamics observed at the national level (Z-score: 0.425). While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. The university's low score indicates a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record.
With a Z-score of -0.268, the institution's rate of publication in its own journals is very low and consistent with the low-risk national environment (Z-score: -0.010). This absence of risk signals aligns with the national standard and is a sign of good practice. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The university's low rate indicates a commitment to seeking validation from the global scientific community, enhancing the visibility and credibility of its research.
The institution's rate of redundant output, or 'salami slicing,' presents a monitoring alert, with a Z-score of 0.039 that is unusually high for the national standard, which shows a very low risk (Z-score: -0.515). This discrepancy requires a review of its underlying causes. While citing previous work is normal, massive bibliographic overlap between simultaneous publications often indicates data fragmentation to artificially inflate productivity. This practice distorts the scientific evidence and overburdens the review system, suggesting a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.
