| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.604 | -0.062 |
|
Retracted Output
|
-0.052 | -0.050 |
|
Institutional Self-Citation
|
-0.005 | 0.045 |
|
Discontinued Journals Output
|
0.401 | -0.024 |
|
Hyperauthored Output
|
-0.720 | -0.721 |
|
Leadership Impact Gap
|
-1.375 | -0.809 |
|
Hyperprolific Authors
|
-0.107 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.644 | -0.515 |
Qingdao University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.171, which indicates a performance well within the parameters of responsible research conduct. The institution's primary strengths lie in its exceptional control over research leadership impact, redundant publications, and publication in institutional journals, all of which show a complete absence of risk signals. Weaknesses are minimal, with the only notable point of attention being a moderate risk in the rate of publications in discontinued journals, which deviates from the national trend. According to SCImago Institutions Rankings data, the university's academic excellence is particularly prominent in fields such as Dentistry, Economics, Econometrics and Finance, and Medicine, where it holds top-tier national rankings. While the institution's specific mission was not available for this analysis, any commitment to excellence and global impact is fundamentally supported by this strong integrity profile. However, the identified risk in publication channel selection could undermine its reputation and the perceived quality of its excellent research. A strategic focus on enhancing researcher literacy regarding high-quality dissemination venues would further solidify its position as a leading and responsible academic institution.
With a Z-score of -0.604, significantly lower than the national average of -0.062, the institution exhibits a prudent and rigorous approach to managing researcher affiliations. This careful oversight suggests a well-controlled environment that effectively minimizes the risks of strategic "affiliation shopping" or the artificial inflation of institutional credit. While multiple affiliations are often a legitimate outcome of collaboration, the university's lower rate points to a commendable emphasis on transparency and clear attribution in its research partnerships, reinforcing the integrity of its academic footprint.
The institution's rate of retracted publications (Z-score: -0.052) is statistically normal and aligns closely with the national average (Z-score: -0.050). This indicates that its quality control and post-publication correction mechanisms are functioning as expected within its research ecosystem. Retractions are complex events, and this level does not suggest systemic failures or recurring malpractice. Instead, it reflects a standard engagement with the scientific self-correction process, where the institution responsibly addresses unintentional errors without showing vulnerability in its broader integrity culture.
Qingdao University demonstrates notable institutional resilience, effectively mitigating the systemic risks of self-citation prevalent at the national level. Its Z-score of -0.005 stands in stark contrast to the country's medium-risk average of 0.045, indicating that its research impact is validated by the global scientific community rather than an internal "echo chamber." A certain level of self-citation is natural, but the institution's low rate confirms that it avoids the risk of endogamous impact inflation, ensuring its academic influence is based on broad external recognition and scrutiny.
This indicator reveals a moderate deviation from the national standard and warrants strategic attention. The institution's Z-score of 0.401 indicates a greater sensitivity to this risk factor compared to its peers, whose average score is -0.024. This constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of output in such venues suggests that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks. This highlights an urgent need to enhance information literacy among researchers to avoid wasting resources on "predatory" or low-quality practices.
The institution's practices regarding hyper-authored publications are in perfect alignment with the national context, showing a Z-score of -0.720, which is statistically identical to the country's average of -0.721. This normality suggests that its large-scale collaborative activities are standard for the research ecosystem and do not signal widespread issues. The data provides no evidence of author list inflation or the dilution of individual accountability through "honorary" authorships, indicating a balanced and appropriate approach to collaborative science.
The university exhibits exceptional strength in this area, with a Z-score of -1.375 that signifies a total absence of risk signals, performing even better than the low-risk national average of -0.809. This result indicates a minimal gap between the impact of its overall scientific output and the work where it exercises direct intellectual leadership. Such a strong performance is a clear indicator of sustainable, structural research capacity, demonstrating that the institution's scientific prestige is built upon its own capabilities rather than being dependent on its strategic positioning in external collaborations.
In managing author productivity, the institution displays significant resilience against national trends. Its low-risk Z-score of -0.107 is a positive contrast to the country's medium-risk average of 0.425, suggesting that effective internal control mechanisms are in place. This helps mitigate the risks associated with extreme publication volumes, such as coercive authorship or prioritizing quantity over quality. The university's approach fosters a healthy balance, ensuring that high productivity does not compromise the integrity of the scientific record or meaningful intellectual contribution.
The institution maintains a very low-risk profile in its use of institutional journals, with a Z-score of -0.268 that is consistent with the low-risk national standard (-0.010). This absence of risk signals demonstrates a commitment to independent, external peer review and global visibility. By avoiding over-reliance on in-house publications, the university successfully sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific output is validated through standard competitive channels rather than internal "fast tracks."
In terms of publication originality, the institution's performance is exemplary. Its Z-score of -0.644 indicates a complete operational silence for this risk, surpassing the already strong national average of -0.515. This demonstrates a robust institutional culture that prioritizes the dissemination of significant, coherent studies over the practice of "salami slicing" to artificially inflate productivity metrics. This commitment to substance over volume reinforces the integrity of its contributions to the scientific record and prevents the overburdening of the peer-review system.
