| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.296 | -0.062 |
|
Retracted Output
|
-0.155 | -0.050 |
|
Institutional Self-Citation
|
-0.037 | 0.045 |
|
Discontinued Journals Output
|
-0.088 | -0.024 |
|
Hyperauthored Output
|
-0.336 | -0.721 |
|
Leadership Impact Gap
|
-0.965 | -0.809 |
|
Hyperprolific Authors
|
0.486 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.550 | -0.515 |
Shandong University demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.166 indicating a performance well above the global standard. The institution's primary strengths lie in its exceptional control over research autonomy, showing minimal dependency on external collaborations for impact, and its rigorous avoidance of redundant publications and academic endogamy. This strong foundation of ethical practice directly supports its mission to “reserve talents for the world, and seek prosperity for the nation.” According to SCImago Institutions Rankings data, this commitment to quality underpins its world-class standing in key thematic areas such as Energy (ranked 13th globally), Mathematics (14th), Environmental Science (17th), and Engineering (25th). However, a single point of vulnerability emerges in the Rate of Hyperprolific Authors, which could subtly undermine the mission by potentially valuing quantity over the substantive, high-quality talent required for sustainable national prosperity. To further solidify its position as a global leader in both research excellence and integrity, a proactive review of authorship and productivity policies is recommended to align all institutional practices with its already outstanding ethical framework.
Shandong University presents a Z-score of -0.296 for this indicator, which is notably lower than the national average of -0.062. This suggests a prudent and rigorous management of institutional affiliations compared to the national standard. While multiple affiliations can be a legitimate outcome of academic mobility and collaboration, the university's controlled rate demonstrates a low risk of strategic practices aimed at artificially inflating institutional credit or engaging in “affiliation shopping,” thereby reinforcing a culture of transparent and authentic partnership.
With a Z-score of -0.155, the institution shows a lower incidence of retracted publications than the national average of -0.050. This indicates that the university's quality control mechanisms are more rigorous than the national standard. A rate significantly lower than its peers suggests that pre-publication processes are robust, effectively preventing systemic errors and potential malpractice. This reflects a strong institutional culture committed to methodological rigor and the integrity of the scientific record.
The university exhibits a Z-score of -0.037, positioning it in the low-risk category, in contrast to the national average of 0.045, which falls into the medium-risk range. This demonstrates significant institutional resilience, as control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. By avoiding the high rates of self-citation seen elsewhere, the institution steers clear of scientific isolation or 'echo chambers,' ensuring its academic influence is validated by the global community rather than being inflated by internal dynamics.
Shandong University’s Z-score of -0.088 is lower than the national average of -0.024, indicating a more prudent approach to selecting publication venues. This demonstrates that the institution exercises greater due diligence than its national peers, effectively minimizing its exposure to journals that fail to meet international ethical or quality standards. This careful selection process protects the university from reputational damage and ensures research resources are not wasted on 'predatory' or low-quality practices.
The institution's Z-score of -0.336, while in the low-risk range, is higher than the national average of -0.721. This slight divergence points to an incipient vulnerability. Although the overall risk is minimal, this signal warrants a review to ensure that all instances of extensive author lists are justified by the nature of the research, such as in 'Big Science' collaborations. It serves as a prompt to proactively distinguish between necessary massive collaboration and any potential 'honorary' authorship practices to maintain transparency and individual accountability.
With a Z-score of -0.965, the university shows a near-total absence of risk signals, performing even better than the strong national average of -0.809. This exceptional result indicates that the institution's scientific prestige is structural and self-sustained, stemming from real internal capacity. It reflects a high degree of intellectual leadership and research autonomy, confirming that its excellence metrics are driven by its own groundbreaking work rather than a dependency on external collaborators.
The university's Z-score of 0.486 is in the medium-risk category and is higher than the national average of 0.425, indicating a high exposure to this particular risk. This is an area that requires attention, as the institution appears more prone than its peers to hosting authors with extreme publication volumes. Such a pattern can challenge the limits of meaningful intellectual contribution and may signal underlying risks such as coercive authorship or the assignment of credit without real participation. This dynamic prioritizes metrics over the integrity of the scientific record and warrants an internal review of productivity and authorship policies.
The institution records a Z-score of -0.268, placing it in the very low-risk category, while the national context shows a low risk with a score of -0.010. This demonstrates low-profile consistency, where the complete absence of risk signals at the university aligns with a broader national standard of favoring external publication. This practice confirms a strong commitment to avoiding conflicts of interest and academic endogamy, ensuring that its scientific production undergoes independent, external peer review and achieves competitive validation on a global stage.
With a Z-score of -0.550, Shandong University demonstrates a near-total operational silence in this risk area, performing even better than the very low-risk national average of -0.515. This exemplary result points to a robust institutional culture that strongly discourages the practice of dividing a single study into minimal publishable units to inflate productivity. It reflects a clear focus on producing significant, coherent knowledge over artificially boosting publication volume, thereby protecting the integrity of scientific evidence.