| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.543 | -0.062 |
|
Retracted Output
|
-0.080 | -0.050 |
|
Institutional Self-Citation
|
-1.056 | 0.045 |
|
Discontinued Journals Output
|
1.108 | -0.024 |
|
Hyperauthored Output
|
-1.322 | -0.721 |
|
Leadership Impact Gap
|
-1.040 | -0.809 |
|
Hyperprolific Authors
|
-0.267 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.647 | -0.515 |
Shandong University of Finance demonstrates a robust and well-balanced scientific integrity profile, reflected in an overall score of -0.114. The institution's primary strengths lie in its exceptional control over academic endogamy and its promotion of research autonomy, with very low risk signals in Institutional Self-Citation, Hyper-Authored Output, the Gap between total and led impact, and Redundant Output. This indicates a strong internal culture focused on external validation and substantive contributions. The main area for strategic attention is the medium-risk level observed in the Rate of Output in Discontinued Journals, which warrants a review of publication channel selection policies. According to SCImago Institutions Rankings data, these sound integrity practices support the university's notable academic positioning, particularly in its strongest thematic areas: Economics, Econometrics and Finance; Business, Management and Accounting; Psychology; and Arts and Humanities. While the institution's specific mission was not provided, any commitment to academic excellence and social responsibility is fundamentally supported by a high-integrity environment. The identified risk, though isolated, could undermine the credibility of its research outputs. Therefore, a proactive focus on enhancing information literacy and due diligence in journal selection will be key to consolidating its strong foundation and ensuring its research impact is both credible and sustainable.
The institution presents a Z-score of -0.543, which is significantly lower than the national average of -0.062. This suggests a prudent and rigorous approach to managing researcher affiliations, surpassing the already low-risk standard observed across the country. While multiple affiliations can be a legitimate outcome of collaboration, the institution's controlled rate indicates that its partnerships are likely well-defined and transparent, effectively avoiding practices aimed at artificially inflating institutional credit or engaging in “affiliation shopping.” This reflects a clear policy on authorship and institutional representation.
With a Z-score of -0.080, the institution's rate of retractions is statistically normal and aligns closely with the national average of -0.050. This level of activity is consistent with a healthy academic environment where post-publication corrections occur as expected. Retractions are complex events, and a low, stable rate suggests that the institution's quality control mechanisms are functioning appropriately, with any retractions likely stemming from the honest correction of unintentional errors rather than systemic failures or recurring malpractice. This indicates a culture of responsible supervision and scientific accountability.
The institution demonstrates a Z-score of -1.056, a figure that signals a state of preventive isolation from the moderate risk dynamics observed at the national level (Z-score: 0.045). This exceptionally low rate is a strong indicator of scientific extroversion and external validation. A certain level of self-citation is natural, but the institution actively avoids the 'echo chambers' that can arise from excessive self-reference. This result confirms that the institution's academic influence is firmly rooted in recognition from the global scientific community, not on endogamous impact inflation, showcasing a high degree of integration in international research conversations.
The institution's Z-score of 1.108 marks a moderate deviation from the national standard, which sits at a low-risk Z-score of -0.024. This discrepancy highlights a greater sensitivity to this particular risk factor compared to its peers and constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of publications in such journals indicates 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 suggests an urgent need to reinforce information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.322, the institution shows an almost complete absence of risk signals related to hyper-authorship, a profile that is consistent with the low-risk national environment (Z-score: -0.721). This very low rate indicates a culture of transparency and clear accountability in authorship. Outside of 'Big Science' contexts where large author lists are common, this pattern confirms that the institution successfully distinguishes between necessary collaboration and practices like 'honorary' authorship, ensuring that credit is assigned appropriately and individual contributions remain identifiable.
The institution exhibits a Z-score of -1.040, indicating a near-total operational silence in this risk area and performing even better than the strong national average of -0.809. This exceptionally low gap is a powerful sign of scientific autonomy and structural maturity. It suggests that the institution's scientific prestige is not dependent on external partners but is generated by its own internal capacity for high-impact, leading-edge research. This result reflects a sustainable model where excellence metrics are a direct result of the institution's own intellectual leadership, not merely a byproduct of strategic positioning in collaborations.
The institution's Z-score of -0.267 demonstrates significant institutional resilience, as it effectively mitigates the systemic risks related to hyperprolificity that are more prevalent at the national level (Z-score: 0.425). This low rate suggests that the institution's control mechanisms successfully promote a balance between productivity and research quality. By discouraging extreme individual publication volumes, the institution curtails risks such as coercive authorship or the assignment of credit without meaningful participation, thereby protecting the integrity of its scientific record and prioritizing substantive contributions over sheer metrics.
With a Z-score of -0.268, the institution shows a clear absence of risk signals related to publishing in its own journals, a low-profile stance that aligns with the national standard (Z-score: -0.010). This indicates a strong commitment to external, independent peer review for validating its research. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and prevents the creation of 'fast tracks' for publication. This strategy enhances the global visibility and credibility of its scientific production, ensuring it competes on the world stage rather than within a closed academic circuit.
The institution reports a Z-score of -0.647, a signal of total operational silence that is even stronger than the very low-risk national average of -0.515. This exemplary performance indicates a deeply embedded culture of prioritizing substantive scientific advancement over artificial productivity metrics. The near absence of redundant publications suggests that researchers are focused on presenting coherent, significant studies rather than fragmenting their work into 'minimal publishable units.' This practice not only strengthens the quality and reliability of the institution's scientific evidence but also shows respect for the academic review system.
