| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.228 | -0.062 |
|
Retracted Output
|
0.652 | -0.050 |
|
Institutional Self-Citation
|
-0.167 | 0.045 |
|
Discontinued Journals Output
|
1.791 | -0.024 |
|
Hyperauthored Output
|
-1.271 | -0.721 |
|
Leadership Impact Gap
|
1.158 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
1.059 | -0.515 |
Mudanjiang Normal University presents a composite integrity profile, with an overall score of 0.447 reflecting a balance of significant strengths and areas requiring strategic attention. The institution demonstrates robust governance in authorship practices, evidenced by very low-risk indicators for hyper-authored output, hyperprolific authors, and publications in its own journals. These results suggest a culture that values individual accountability and external validation. However, this is contrasted by medium-risk signals in five key areas: multiple affiliations, retracted output, publications in discontinued journals, dependency on external collaboration for impact, and redundant publications. These vulnerabilities point to a need for enhanced quality control mechanisms and clearer policies regarding publication and affiliation strategies. According to SCImago Institutions Rankings data, the university's research activity is most prominent in Agricultural and Biological Sciences, Chemistry, Environmental Science, and Mathematics. While the institution's mission statement was not available for this analysis, the identified risks could undermine any institutional commitment to academic excellence and social responsibility by potentially compromising the quality and reliability of its scientific contributions. A focused effort to strengthen pre-publication review processes and promote responsible research practices would be a crucial step toward consolidating its scientific reputation.
The institution's Z-score of 0.228 for multiple affiliations indicates a moderate deviation from the national standard, which registers a low-risk score of -0.062. This suggests the university shows a greater sensitivity to this risk factor than its peers across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the observed higher rate warrants a review of internal policies. It is important to ensure that this trend reflects genuine collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," which could dilute the university's distinct academic identity.
With a Z-score of 0.652, the institution displays a moderate risk level for retracted publications, diverging from the low-risk national average of -0.050. This discrepancy suggests that the university's quality control mechanisms prior to publication may be facing challenges not experienced by the broader national system. A rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. This may indicate recurring methodological issues or a lack of rigorous supervision, signaling that a qualitative verification of research and publication processes by management is necessary to safeguard scientific quality.
The institution demonstrates a prudent profile in institutional self-citation with a Z-score of -0.167, positioning it favorably against the national average of 0.045, which falls into the medium-risk category. This indicates effective institutional resilience, as control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. A certain level of self-citation is natural, but the university's low rate suggests it avoids the 'echo chambers' that can arise from excessive self-validation. This practice fosters robust external scrutiny and confirms that the institution's academic influence is validated by the global community rather than being inflated by internal dynamics.
The university's Z-score of 1.791 for publications in discontinued journals is a medium-risk signal that moderately deviates from the low-risk national average of -0.024. This indicates a greater institutional tendency to select dissemination channels that may not meet international standards. This pattern constitutes a critical alert regarding the due diligence applied in selecting publication venues. It suggests that a significant portion of scientific production is being channeled through media that lack long-term quality assurance, exposing the institution to severe reputational risks and highlighting an urgent need for improved information literacy among researchers to avoid predatory or low-quality practices.
With a Z-score of -1.271, the institution maintains a very low-risk profile for hyper-authored output, consistent with the low-risk national standard of -0.721. This alignment demonstrates a low-profile consistency, where the absence of risk signals reflects sound national practices. This indicator suggests that authorship at the institution is well-managed, effectively distinguishing between necessary large-scale collaboration and questionable practices like 'honorary' authorship. This reinforces a culture of transparency and individual accountability in research contributions.
A monitoring alert is triggered by the institution's Z-score of 1.158 in this indicator, which signifies a medium-risk level and stands in stark contrast to the very low-risk national average of -0.809. This unusual gap suggests that while the university's overall impact is notable, the impact of research where it holds intellectual leadership is comparatively low. This signals a potential sustainability risk, as its scientific prestige appears to be dependent and exogenous, not structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity or from a positioning in collaborations where it does not lead.
The institution's Z-score of -1.413 is in the very low-risk category, indicating a complete absence of hyperprolific authors. This represents a case of preventive isolation, as the university does not replicate the medium-risk dynamics observed at the national level (Z-score: 0.425). This strong result suggests an institutional environment that prioritizes depth and quality over sheer volume of publications. By avoiding extreme individual publication rates, the university mitigates risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby upholding the integrity of its scientific record.
The university shows a very low-risk Z-score of -0.268 for output in its own journals, a result that aligns well with the low-risk national average of -0.010. This low-profile consistency indicates that the institution adheres to national standards of good practice. By minimizing reliance on in-house journals, the university effectively avoids potential conflicts of interest and the risk of academic endogamy. This commitment ensures that its scientific production consistently undergoes independent external peer review, which is essential for achieving global visibility and competitive validation.
A significant monitoring alert arises from the institution's Z-score of 1.059 for redundant output, a medium-risk level that is highly unusual when compared to the very low-risk national standard of -0.515. This disparity requires a careful review of its causes. A high value in this indicator suggests a potential practice of 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. Such a practice not only overburdens the peer-review system but also distorts the available scientific evidence, prioritizing volume over the generation of significant new knowledge.