| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.857 | -0.062 |
|
Retracted Output
|
-0.024 | -0.050 |
|
Institutional Self-Citation
|
-0.403 | 0.045 |
|
Discontinued Journals Output
|
-0.050 | -0.024 |
|
Hyperauthored Output
|
-1.277 | -0.721 |
|
Leadership Impact Gap
|
0.424 | -0.809 |
|
Hyperprolific Authors
|
-1.126 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.004 | -0.515 |
Shenyang Ligong University presents a robust scientific integrity profile, with an overall risk score of -0.305 that indicates a performance significantly superior to the global average. The institution demonstrates exceptional control over practices related to authorship and publication channels, effectively insulating itself from systemic risks prevalent in its national context, such as hyperprolificacy and institutional self-citation. This strong governance framework provides a solid foundation for its academic pursuits. According to SCImago Institutions Rankings data, the university's main thematic strengths are concentrated in Earth and Planetary Sciences, Mathematics, Computer Science, and Physics and Astronomy. However, a notable vulnerability emerges in the gap between its total scientific impact and the impact of research where it holds a leadership role. While a specific institutional mission was not available for this analysis, this dependency on external leadership could pose a long-term challenge to achieving self-sustained excellence and full social responsibility. To consolidate its strong position, the university is advised to leverage its high-integrity environment to cultivate internal research leadership, particularly within its areas of thematic strength, thereby transforming collaborative success into structural, sovereign capacity.
The institution's Z-score of -0.857 is significantly lower than the national average of -0.062. This indicates a prudent and rigorous management of researcher affiliations compared to its national peers. While multiple affiliations are often a legitimate result of collaboration, the university's controlled rate minimizes any potential for strategic “affiliation shopping” or the artificial inflation of institutional credit. This suggests that its collaborative framework is transparent and well-governed, reflecting a more conservative and clear-cut approach to academic partnerships than the national standard.
With a Z-score of -0.024, the institution's rate of retractions is statistically normal and closely aligned with the national average of -0.050. This demonstrates that its quality control mechanisms and processes for correcting the scientific record are functioning as expected within its context. The current level does not point to systemic failures in research integrity or a lack of methodological rigor; rather, it reflects a standard operational dynamic where post-publication corrections occur at a predictable and manageable rate.
The university exhibits strong institutional resilience, with a low-risk Z-score of -0.403 in stark contrast to the country's medium-risk average of 0.045. This performance suggests that the institution has effective control mechanisms that mitigate the systemic risk of academic endogamy observed nationally. By maintaining a low rate of self-citation, the university avoids creating scientific 'echo chambers' and ensures its work is validated by the broader international community, preventing the kind of endogamous impact inflation that can arise when an institution's influence is oversized by internal dynamics rather than external scrutiny.
The institution demonstrates a more prudent profile than its national counterparts, with a Z-score of -0.050 compared to the country's -0.024. This lower rate of publication in discontinued journals indicates a more rigorous due diligence process in selecting dissemination channels. This careful approach protects the university's reputation and resources from being wasted on 'predatory' or low-quality publishing practices, suggesting a higher degree of information literacy and commitment to quality among its researchers than the national average.
With a Z-score of -1.277, the institution shows a near-total absence of risk signals related to hyper-authorship, a profile that is even more secure than the country's low-risk average of -0.721. This low-profile consistency suggests that authorship practices are well-regulated and transparent. The data indicates a culture where authorship is based on significant intellectual contribution, effectively avoiding the risks of honorary authorship or diluted individual accountability that can occur with inflated author lists in fields outside of 'Big Science'.
This indicator presents a monitoring alert, as the institution's medium-risk Z-score of 0.424 marks an unusual and significant deviation from the country's very low-risk average of -0.809. The wide positive gap signals a potential sustainability risk, suggesting that the university's scientific prestige may be heavily dependent on collaborations where it does not exercise intellectual leadership. This reliance on external partners for impact warrants a strategic review to determine whether its excellence metrics reflect genuine internal capacity or a dependency that could hinder the development of sovereign research lines.
The university demonstrates a remarkable case of preventive isolation, with a very low-risk Z-score of -1.126 in a national context that shows a medium-risk trend (0.425). This result indicates that the institution does not replicate the risk dynamics concerning extreme productivity observed elsewhere in the country. By maintaining this low rate, the university fosters an environment that prioritizes scientific quality over sheer quantity, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
The institution maintains an exemplary low-profile consistency, with a Z-score of -0.268 that is well below the country's low-risk average of -0.010. This near-absence of reliance on its own journals for publication signifies a strong commitment to external, independent peer review and global visibility. By avoiding the potential conflicts of interest inherent in acting as both judge and party, the university ensures its research competes on the world stage and is not channeled through internal 'fast tracks', thus preventing academic endogamy and reinforcing the credibility of its output.
A slight divergence from the national trend is observed, with the institution's Z-score of -0.004 indicating low but present signals of risk, whereas such activity is virtually non-existent in the country as a whole (-0.515). This suggests that while the issue is not widespread, some instances of data fragmentation or 'salami slicing' may be occurring. This finding warrants preventive attention to ensure that the institutional culture continues to value the publication of significant, coherent studies over practices designed to artificially inflate productivity metrics, which can ultimately distort the scientific evidence base.