| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.119 | -0.062 |
|
Retracted Output
|
1.141 | -0.050 |
|
Institutional Self-Citation
|
-0.199 | 0.045 |
|
Discontinued Journals Output
|
-0.066 | -0.024 |
|
Hyperauthored Output
|
1.093 | -0.721 |
|
Leadership Impact Gap
|
-0.438 | -0.809 |
|
Hyperprolific Authors
|
0.127 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.659 | -0.515 |
Liaoning University presents a robust scientific integrity profile, reflected in its low overall risk score of 0.293. The institution demonstrates significant strengths in its operational controls, with exceptionally low-risk indicators for Redundant Output and Output in Institutional Journals, and commendable management of Institutional Self-Citation and Multiple Affiliations, often performing better than the national average. However, two key vulnerabilities require strategic attention: a significant-risk rating for Retracted Output, which shows a severe discrepancy with the national context, and a medium-risk level for Hyper-Authored Output. According to SCImago Institutions Rankings data, the university's research excellence is most prominent in the fields of Economics, Econometrics and Finance, Energy, Agricultural and Biological Sciences, and Medicine. While the institution's specific mission was not available for this analysis, the identified risk in retractions directly challenges the universal academic values of excellence and social responsibility, as it can undermine the credibility of its research. Overall, Liaoning University has a solid integrity foundation; the primary recommendation is to leverage its process-control strengths to conduct a focused review of pre-publication quality assurance and authorship policies, thereby transforming isolated vulnerabilities into institution-wide resilience.
The institution demonstrates a prudent approach to academic collaboration, with a Z-score of -0.119, which is lower than the national average of -0.062. This suggests that its processes are managed with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate indicates a low risk of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby reinforcing the transparency of its collaborative footprint.
A critical alert is raised by the institution's Z-score of 1.141 in this indicator, which represents a severe discrepancy when compared to the low-risk national average of -0.050. This atypical level of risk activity is an outlier and requires a deep integrity assessment. Retractions are complex events, but a rate this significantly higher than the norm suggests that quality control mechanisms prior to publication may be failing systemically. This vulnerability in the institution's integrity culture points to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.
The university shows strong institutional resilience against the risk of endogamy. Its Z-score of -0.199 stands in positive contrast to the national average of 0.045, indicating that its internal control mechanisms appear to successfully mitigate systemic risks present in the wider environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the institution's low rate demonstrates that it effectively avoids the creation of scientific 'echo chambers,' suggesting its academic influence is validated by the global community rather than being oversized by internal dynamics.
The institution's performance in this indicator reflects statistical normality for its context. Its Z-score of -0.066 is closely aligned with the national average of -0.024, indicating a risk level that is as expected for its environment. A high proportion of publications in such journals would constitute a critical alert regarding due diligence in selecting dissemination channels. The current low rate suggests this is not a systemic issue, but underscores the ongoing importance of information literacy to avoid channeling resources into predatory or low-quality publishing practices.
A moderate deviation from the national standard is observed, with the institution's Z-score of 1.093 indicating greater sensitivity to this risk factor compared to the national average of -0.721. In disciplines like high-energy physics, extensive author lists are legitimate. However, this result suggests a need to review whether this pattern is appropriate across all fields within the university, as it can signal author list inflation that dilutes individual accountability. This serves as a signal to distinguish between necessary massive collaboration and potentially problematic 'honorary' or political authorship practices.
The data indicates a slight divergence from the national trend, as the institution's Z-score of -0.438 shows signals of risk activity that are less apparent in the rest of the country (average Z-score of -0.809). A very wide positive gap can signal a sustainability risk, suggesting that scientific prestige is dependent on external partners rather than being structurally generated. While the institution's score remains in the low-risk category, this divergence invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution demonstrates differentiated management of this risk, with a Z-score of 0.127 that is considerably lower than the national average of 0.425. This indicates an ability to moderate a risk that appears more common across the country. While high productivity can evidence leadership, extreme publication volumes can challenge the limits of meaningful intellectual contribution. The university's success in maintaining a lower rate suggests a healthy balance between quantity and quality, reducing risks such as coercive authorship or the assignment of credit without real participation.
Low-profile consistency is evident in this area, with the institution's Z-score of -0.268 reflecting an absence of risk signals that aligns with the national standard (Z-score -0.010). This very low rate indicates a strong commitment to external validation. While in-house journals can be valuable for local dissemination, the university avoids excessive dependence on them, thereby mitigating potential conflicts of interest and the risk of academic endogamy. This ensures its scientific production largely undergoes independent external peer review, enhancing its global visibility and credibility.
The institution exhibits total operational silence regarding this risk, signaling exemplary research practice. Its Z-score of -0.659 is significantly below the already low national average of -0.515, indicating a complete absence of risk signals. This performance suggests a strong institutional culture that discourages data fragmentation or 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By prioritizing the generation of significant new knowledge over volume, the university upholds the integrity of the scientific record.
