| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.052 | -0.062 |
|
Retracted Output
|
2.052 | -0.050 |
|
Institutional Self-Citation
|
-0.137 | 0.045 |
|
Discontinued Journals Output
|
0.339 | -0.024 |
|
Hyperauthored Output
|
-1.314 | -0.721 |
|
Leadership Impact Gap
|
-0.412 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.518 | -0.515 |
Shandong JiaoTong University presents a profile of solid scientific integrity, reflected in an overall score of 0.391. The institution demonstrates exceptional governance in several key areas, with very low risk indicators for hyper-authorship, hyperprolific authors, publication in institutional journals, and redundant output. These strengths suggest a robust culture focused on quality and responsible authorship. However, this positive landscape is critically challenged by a significant risk level in the Rate of Retracted Output and a medium risk in the use of Discontinued Journals, which require immediate strategic attention. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Chemistry, Earth and Planetary Sciences, and Physics and Astronomy, where it has established a notable global presence. The severe discrepancy in retractions directly conflicts with any mission aspiring to research excellence and social trust, as it undermines the reliability of the scientific record. To secure its reputation and build upon its strengths, it is recommended that the university leverages its effective governance mechanisms to implement a targeted intervention plan focused on enhancing pre-publication quality control and improving due diligence in the selection of publication venues.
The institution's Z-score of -0.052 is statistically normal and aligns closely with the national average of -0.062. This alignment indicates that the university's collaborative patterns are consistent with the expected context for its size and environment. While multiple affiliations can sometimes be used to strategically inflate institutional credit, the current low-risk level suggests that the observed practices are a legitimate result of researcher mobility and partnerships, reflecting standard academic collaboration rather than any concerning behavior.
A severe discrepancy exists between the institution's Z-score of 2.052 and the national average of -0.050. This atypical and significant risk level demands a deep integrity assessment, as it suggests a vulnerability not present in the broader national system. Retractions are complex events, but a rate this far above the norm indicates that quality control mechanisms prior to publication may be failing systemically. This alerts to a potential weakness in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution demonstrates notable resilience, with a low-risk Z-score of -0.137 in an environment where the national average is a medium-risk 0.045. This suggests that internal control mechanisms are effectively mitigating the systemic risks of academic insularity observed in the country. While a certain level of self-citation is natural, the university's performance indicates it successfully avoids the 'echo chambers' that can arise from disproportionately high rates. By maintaining this low level, the institution ensures its work is validated by the global community, preventing endogamous impact inflation and reinforcing the external credibility of its research.
The institution's Z-score of 0.339 represents a moderate deviation from the low-risk national average of -0.024, indicating a greater sensitivity to this risk factor than its peers. This medium-risk level constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of publications in such journals 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 signals an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -1.314, the institution shows a complete absence of risk signals, a profile that is even stronger than the low-risk national average of -0.721. This low-profile consistency demonstrates robust governance over authorship practices. The data suggests the institution effectively distinguishes between necessary massive collaboration and 'honorary' or political authorship, thereby avoiding the risk of author list inflation that can dilute individual accountability and transparency. This commitment to meaningful contribution reinforces the integrity of its collaborative research.
A slight divergence is noted, with the institution's low-risk Z-score of -0.412 showing minor signals of risk activity in a national context that is virtually inert (Z-score of -0.809). This suggests that the institution's scientific prestige may be somewhat more dependent on external collaborations where it does not exercise primary intellectual leadership, compared to the national trend. While not a significant concern, this finding invites a strategic reflection on whether its excellence metrics are derived from genuine internal capacity or from strategic positioning in partnerships, highlighting an opportunity to further strengthen its own research leadership.
The institution demonstrates a pattern of preventive isolation, with a Z-score of -1.413 indicating a complete absence of risk, in stark contrast to the medium-risk national environment (Z-score of 0.425). This shows that the university does not replicate the national dynamics that can lead to hyperprolificacy. By avoiding extreme individual publication volumes, the institution effectively sidesteps the associated risks, such as coercive authorship or prioritizing metrics over the integrity of the scientific record. This focus ensures a healthy balance between quantity and quality, safeguarding the meaningfulness of each author's contribution.
The institution maintains a profile of low-profile consistency, with a very low-risk Z-score of -0.268 that is well below the already low national average of -0.010. This absence of risk signals indicates a strong commitment to external, independent peer review over internal publication channels. By avoiding dependence on its own journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice enhances the global visibility and credibility of its research, confirming that it does not use internal channels as 'fast tracks' for publication without standard competitive validation.
The institution exhibits perfect integrity synchrony with its environment, as its Z-score of -0.518 is totally aligned with the national average of -0.515. This operational silence in a secure national context confirms the absence of data fragmentation or 'salami slicing' practices. It indicates that the university's research culture prioritizes the publication of significant, coherent studies over the artificial inflation of productivity by dividing work into minimal publishable units. This approach upholds the integrity of the scientific evidence base and respects the academic review system.
