| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.688 | -0.062 |
|
Retracted Output
|
-0.597 | -0.050 |
|
Institutional Self-Citation
|
0.612 | 0.045 |
|
Discontinued Journals Output
|
0.120 | -0.024 |
|
Hyperauthored Output
|
1.289 | -0.721 |
|
Leadership Impact Gap
|
-0.601 | -0.809 |
|
Hyperprolific Authors
|
-0.028 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.632 | -0.515 |
Liaoning Normal University presents a balanced scientific integrity profile, with an overall risk score of -0.082 that indicates a solid operational foundation close to the national benchmark. The institution demonstrates significant strengths in maintaining a reliable scientific record, evidenced by exceptionally low rates of retracted output, redundant publications, and output in its own journals. These areas of excellence suggest robust internal quality controls. However, areas requiring strategic attention include the rates of multiple affiliations, institutional self-citation, and hyper-authored output, which are moderately elevated compared to national peers. The university's academic strengths are clearly concentrated in several key areas, with SCImago Institutions Rankings data placing it among the nation's leaders in Economics, Econometrics and Finance (ranked 130th in China), Psychology (148th), Energy (149th), and Business, Management and Accounting (170th). While a specific mission statement was not available for this analysis, the identified risks related to authorship and citation practices could challenge the universal academic values of transparency and externally validated excellence. By addressing these specific vulnerabilities, the university can better safeguard its reputation, align its practices with its demonstrated thematic leadership, and reinforce its commitment to producing research of the highest integrity.
The institution's Z-score for this indicator is 0.688, which is notably higher than the national average of -0.062. This moderate deviation suggests that the university shows a greater sensitivity to risk factors in affiliation practices than its national peers. While multiple affiliations are often a legitimate result of collaboration, this elevated rate warrants a review to ensure all declared affiliations are transparent and substantively justified. A disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping,” creating a reputational risk that should be managed proactively.
With a Z-score of -0.597, the institution demonstrates an exceptionally low rate of retracted publications, positioning it favorably against the already low national average of -0.050. This low-profile consistency indicates that the university's quality control and supervision mechanisms are effective and align with national standards for research integrity. The virtual absence of risk signals in this area is a significant strength, suggesting that the institutional culture promotes methodological rigor and the responsible correction of the scientific record, thereby reinforcing its credibility.
The university's Z-score of 0.612 for institutional self-citation is considerably higher than the national average of 0.045. This indicates a high exposure to this particular risk factor compared to the broader national environment. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, this disproportionately high rate warns of potential scientific isolation or 'echo chambers' where the institution's work may be validated internally without sufficient external scrutiny. This dynamic could lead to an endogamous inflation of impact, where academic influence is oversized by internal citation patterns rather than recognition from the global community.
The institution's Z-score of 0.120 for publications in discontinued journals marks a moderate deviation from the national average of -0.024. This suggests the center has a greater sensitivity than its peers to the risk of publishing in questionable venues. A high proportion of output in such journals constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. This pattern indicates that a portion of the university's research is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need to reinforce information literacy to avoid 'predatory' practices.
With a Z-score of 1.289, the institution displays a rate of hyper-authored publications that is significantly higher than the national average of -0.721. This moderate deviation from the norm suggests the university is more sensitive to practices that can lead to author list inflation. When this pattern appears outside of 'Big Science' contexts where large teams are standard, it can dilute individual accountability and transparency. This signal warrants a closer examination to distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship practices that compromise the integrity of attribution.
The institution's Z-score for this indicator is -0.601, showing a slight divergence from the national average of -0.809, where such a gap is almost non-existent. This subtle difference suggests the emergence of a minor signal of risk activity not widely present in the country. While the university's scientific prestige appears largely driven by its own intellectual leadership, this small gap indicates a minor dependency on external partners for impact. This does not represent a current vulnerability but rather an opportunity to further strengthen internal research capacity to ensure that its academic standing is entirely structural and sustainable in the long term.
The institution shows a Z-score of -0.028 in hyperprolific authorship, which contrasts sharply with the moderate-risk national average of 0.425. This demonstrates significant institutional resilience, as internal control mechanisms appear to be effectively mitigating the systemic risks present in the wider environment. By maintaining a low rate of extreme individual publication volumes, the university fosters a healthy balance between quantity and quality. This approach successfully avoids the potential pitfalls of coercive authorship or prioritizing metrics over the integrity of the scientific record, which can be associated with hyper-productivity.
With a Z-score of -0.268, the institution's publication rate in its own journals is very low, performing even better than the low national average of -0.010. This low-profile consistency reflects a strong commitment to external validation and global academic standards. The absence of risk signals in this area indicates that the university effectively avoids the conflicts of interest and academic endogamy that can arise from excessive dependence on in-house journals. This practice ensures that its scientific production undergoes independent peer review, enhancing its global visibility and credibility.
The institution's Z-score of -0.632 indicates a near-total absence of redundant publications, a rate even lower than the minimal national average of -0.515. This "total operational silence" is a powerful testament to the university's research integrity culture. It suggests that institutional norms strongly discourage the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By prioritizing the publication of significant and complete new knowledge, the university contributes more meaningfully to the scientific record and avoids overburdening the peer review system.
