| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.178 | -0.062 |
|
Retracted Output
|
-0.381 | -0.050 |
|
Institutional Self-Citation
|
0.340 | 0.045 |
|
Discontinued Journals Output
|
-0.200 | -0.024 |
|
Hyperauthored Output
|
-1.116 | -0.721 |
|
Leadership Impact Gap
|
-1.120 | -0.809 |
|
Hyperprolific Authors
|
0.095 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.493 | -0.515 |
Shandong University of Technology demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.309. The institution's primary strengths lie in its exceptionally low rates of retracted output, hyper-authored publications, and output in institutional journals, alongside a minimal gap between its overall impact and the impact of research under its direct leadership. This indicates strong internal quality controls and a capacity for generating self-reliant scientific prestige. However, areas requiring strategic attention include a tendency towards institutional self-citation and the presence of hyperprolific authors, which are more pronounced than national averages and could suggest risks of academic endogamy and a focus on quantity over quality. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Earth and Planetary Sciences, Environmental Science, Energy, and Business, Management and Accounting. While a specific mission statement was not available for analysis, these identified risks, particularly self-citation, could challenge any institutional commitment to achieving genuine global excellence and social impact, as they may inflate perceived influence without sufficient external validation. To build upon its solid foundation, the university is encouraged to review its citation and authorship policies to ensure they fully align with its pursuit of transparent and internationally recognized academic leadership.
The institution presents a Z-score of -0.178, a more favorable value than the national average of -0.062. This result suggests that the university manages its collaborative processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this prudent profile indicates that the institution is effectively avoiding practices that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping," thereby maintaining clarity and transparency in its collaborative footprint.
With a Z-score of -0.381, the institution shows a near-total absence of risk signals related to retracted publications, a figure that is significantly better than the already low national average of -0.050. This low-profile consistency demonstrates the effectiveness of the university's quality control mechanisms prior to publication. Retractions can sometimes signify responsible supervision through the correction of honest errors, but this exceptionally low rate strongly suggests a healthy and reliable research culture, where potential issues are resolved before they compromise the scientific record.
The university's Z-score for this indicator is 0.340, which is considerably higher than the national average of 0.045. This high exposure suggests the institution is more prone to insular citation practices than its peers. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this disproportionately high rate signals a concerning risk of scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This pattern warns of potential endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broad recognition from the global scientific community.
The institution's Z-score of -0.200 is notably lower than the national average of -0.024, indicating a more cautious approach to journal selection. This prudent profile shows that the university's researchers manage their publication processes with more rigor than the national standard. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. The institution's low score in this area demonstrates a strong commitment to publishing in reputable venues, effectively mitigating the reputational risks associated with predatory or low-quality journals.
With a Z-score of -1.116, the institution demonstrates an exceptionally low incidence of hyper-authorship, far below the national average of -0.721. This absence of risk signals aligns with robust academic standards, indicating that the university is not prone to authorship inflation. In certain 'Big Science' fields, extensive author lists are legitimate; however, this very low score suggests the institution successfully promotes a culture where individual accountability is maintained, effectively distinguishing necessary massive collaboration from questionable 'honorary' or political authorship practices.
The institution exhibits a Z-score of -1.120, indicating a negligible gap and a performance significantly stronger than the national average of -0.809. This result represents a state of total operational silence on this risk indicator, suggesting an absence of dependency on external partners for impact. A wide positive gap can signal that scientific prestige is exogenous and not structural. In contrast, this excellent score demonstrates that the university's high-impact research is driven by its own intellectual leadership, reflecting a mature and sustainable internal capacity for generating world-class science.
The university's Z-score in this area is 0.095, a moderate value that is substantially lower than the national average of 0.425. This indicates a differentiated management approach, where the institution successfully moderates a risk that appears more common at the national level. While high productivity can evidence leadership, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The institution's relative control over this indicator suggests it is better at balancing quantity and quality, thereby mitigating risks such as coercive authorship or the assignment of authorship without real participation, which prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, performing better than the national average of -0.010. This low-profile consistency demonstrates a commitment to external validation and global visibility. While in-house journals can be valuable for local dissemination, excessive dependence on them raises conflicts of interest. The university's minimal use of such channels confirms that its scientific production is consistently subjected to independent external peer review, avoiding the risk of academic endogamy and the use of internal platforms as 'fast tracks' to inflate publication counts.
The institution's Z-score of -0.493 is exceptionally low, though slightly higher than the national average of -0.515. This minimal difference represents only residual noise in an environment that is otherwise inert to this risk. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing' to artificially inflate productivity. However, the institution's very low score confirms that such practices are virtually nonexistent, reflecting a strong institutional focus on producing significant, coherent bodies of work rather than prioritizing publication volume.