| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.331 | -0.062 |
|
Retracted Output
|
-0.531 | -0.050 |
|
Institutional Self-Citation
|
-1.037 | 0.045 |
|
Discontinued Journals Output
|
0.063 | -0.024 |
|
Hyperauthored Output
|
-1.212 | -0.721 |
|
Leadership Impact Gap
|
-0.913 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.411 | -0.515 |
Shandong University of Aeronautics demonstrates a robust scientific integrity profile, reflected in an overall score of -0.360, which indicates a very low aggregate risk. The institution's primary strengths lie in its exceptional control over publication quality and authorship practices, with minimal signals of retracted output, institutional self-citation, hyper-authorship, or hyper-prolificacy. These areas of excellence suggest a culture that prioritizes methodological rigor and external validation over internal metrics. However, this strong foundation is contrasted by medium-risk alerts in the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, which require strategic attention. According to SCImago Institutions Rankings data, the university's most prominent thematic areas include Earth and Planetary Sciences, Energy, and Computer Science. While the institution's specific mission was not available for this analysis, the identified risks—particularly publishing in low-quality venues and potentially inflating institutional credit through affiliations—could undermine any mission centered on academic excellence and social responsibility. To secure its reputation and build upon its thematic strengths, it is recommended that the university maintains its excellent internal controls while developing clear policies to guide researchers in selecting publication channels and managing collaborative affiliations.
The institution presents a Z-score of 1.331, a value that marks a moderate deviation from the national average of -0.062. This suggests the center is more sensitive than its national peers to practices that can lead to this risk signal. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The observed value warrants a review of internal policies to ensure that all affiliations are substantive and contribute genuinely to the institution's research capacity rather than just its metrics.
With a Z-score of -0.531, the institution demonstrates an exceptionally low rate of retracted publications, performing better than the already low-risk national average of -0.050. This low-profile consistency indicates that the absence of significant risk signals aligns with the national standard. This result strongly suggests that the institution's quality control mechanisms prior to publication are robust and effective, reflecting a mature culture of integrity and responsible supervision where potential errors are managed before they compromise the public scientific record.
The institution's Z-score of -1.037 is exceptionally low, particularly when contrasted with the medium-risk national average of 0.045. This significant difference indicates a successful preventive isolation, where the center does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but the institution's very low rate demonstrates a strong outward-looking research focus. This avoids the creation of scientific 'echo chambers' and ensures its academic influence is validated by the global community rather than being inflated by endogamous internal dynamics.
The institution's Z-score of 0.063 represents a moderate deviation from the national average of -0.024, indicating a greater sensitivity to this risk factor compared to its peers. 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 is being 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 for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution exhibits a Z-score of -1.212, which is significantly below the national average of -0.721. This demonstrates a low-profile consistency, where the absence of risk signals is even more pronounced than the national standard. This suggests that the institution maintains a healthy culture of authorship, effectively distinguishing between necessary massive collaboration and the dilutive effects of 'honorary' or political authorship. The data points to strong adherence to practices that uphold individual accountability and transparency in research contributions.
With a Z-score of -0.913, the institution shows a total absence of risk signals, performing even better than the very low national average of -0.809. This operational silence in a low-risk environment is a strong indicator of scientific autonomy and sustainability. It suggests that the institution's scientific prestige is structural and results from real internal capacity, as the impact of the research it leads is highly consistent with its overall collaborative output. This profile negates any concern that its excellence metrics are dependent on collaborations where it does not exercise intellectual leadership.
The institution's Z-score of -1.413 is exceptionally low, standing in stark contrast to the medium-risk national average of 0.425. This pattern points to a successful preventive isolation, whereby the institution avoids the risk dynamics prevalent in its national environment. The near absence of authors with extreme publication volumes suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer quantity. This focus mitigates risks such as coercive authorship or 'salami slicing' and reinforces the integrity of the scientific record.
The institution's Z-score of -0.268 is well below the national average of -0.010, reflecting a low-profile consistency where the absence of risk is fully aligned with the national standard. This indicates a healthy and limited use of in-house journals, thus avoiding potential conflicts of interest where the institution would act as both judge and party. By favoring external, independent peer review, the institution enhances the global visibility and credibility of its research, ensuring its work is validated through standard competitive channels.
The institution's Z-score of -0.411, while indicating a low risk, represents a slight divergence from the national environment, where this risk is virtually non-existent (country score: -0.515). This finding suggests the center shows nascent signals of risk activity that do not appear in the rest of the country. While not yet a significant problem, this incipient vulnerability warrants review. It is crucial to ensure that the practice of dividing a coherent study into 'minimal publishable units' to artificially inflate productivity does not become established, as this can distort scientific evidence and overburden the review system.