| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.722 | -0.062 |
|
Retracted Output
|
-0.127 | -0.050 |
|
Institutional Self-Citation
|
-0.577 | 0.045 |
|
Discontinued Journals Output
|
0.042 | -0.024 |
|
Hyperauthored Output
|
-1.365 | -0.721 |
|
Leadership Impact Gap
|
-2.185 | -0.809 |
|
Hyperprolific Authors
|
-1.246 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.697 | -0.515 |
Dongbei University of Finance and Economics demonstrates a robust scientific integrity profile, reflected in an overall low-risk score of -0.495. The institution exhibits exceptional performance in five key areas: Hyper-Authored Output, Gap between total and led impact, Hyperprolific Authors, Output in Institutional Journals, and Redundant Output, all of which register at the lowest possible risk level. This operational excellence is particularly noteworthy as it often surpasses national benchmarks, indicating strong internal governance. This foundation of integrity directly supports the institution's prominent standing in its areas of thematic strength, particularly in Economics, Econometrics and Finance (ranked 219th globally) and Business, Management and Accounting (ranked 298th globally), according to SCImago Institutions Rankings data. However, a single point of vulnerability exists in the medium-risk rate of publication in discontinued journals, which deviates from the national trend. While the institution's mission was not specified, any pursuit of academic excellence and social responsibility is fundamentally undermined by practices that risk reputational damage. Addressing this specific vulnerability is crucial to ensure that the institution's dissemination channels match the high quality of its research, thereby safeguarding its well-earned reputation. By focusing on enhancing information literacy regarding publication venues, the university can fortify its already impressive integrity framework and fully align its practices with its strategic academic objectives.
The institution presents a Z-score of -0.722, which is significantly lower than the national average of -0.062. This indicates a prudent and well-managed approach to academic collaboration that is more rigorous than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate suggests a strong defense against strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that institutional credit is claimed transparently and appropriately.
With a Z-score of -0.127, the institution demonstrates a lower rate of retractions compared to the national average of -0.050. This prudent profile suggests that the university's quality control mechanisms are more rigorous than the national standard. A low rate of retractions is a positive sign of responsible supervision and methodological soundness. The institution's performance in this area indicates that its pre-publication review processes are effective, protecting it from the systemic failures or recurring malpractice that can lead to higher retraction rates and safeguarding its culture of integrity.
The institution's Z-score of -0.577 contrasts sharply with the national average of 0.045, which falls into a medium-risk category. This demonstrates significant institutional resilience, as internal 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 very low rate shows it effectively avoids the creation of scientific 'echo chambers.' This commitment to external validation ensures that the institution's academic influence is a result of genuine recognition by the global community, not an artifact of endogamous impact inflation.
The institution exhibits a Z-score of 0.042, a medium-risk value that represents a moderate deviation from the low-risk national average of -0.024. This finding is a critical alert, as it shows a greater sensitivity to this risk factor than its national peers. A high proportion of publications in discontinued journals suggests that a significant portion of scientific output is being channeled through media that may not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and points to an urgent need to improve information literacy among researchers to prevent the waste of resources on 'predatory' or low-quality dissemination channels.
With a Z-score of -1.365, the institution registers a very low risk, a finding consistent with the low-risk national environment (Z-score of -0.721). This low-profile consistency demonstrates an absence of risk signals in authorship practices. The data suggests that the university's research culture successfully distinguishes between necessary massive collaboration, common in 'Big Science,' and questionable practices like author list inflation. This fosters an environment of individual accountability and transparency, reinforcing the integrity of its research contributions.
The institution's Z-score of -2.185 is exceptionally low, indicating a complete operational silence on this risk indicator and performing significantly better than the already strong national average of -0.809. A low negative gap signals that the impact of research led directly by the institution is robust and not overly dependent on external partners for prestige. This result points to a high degree of structural scientific capacity and intellectual leadership, confirming that the university's excellence metrics are driven by its own sustainable research programs rather than a strategic dependency on collaborations.
The institution's Z-score of -1.246 places it in the very low-risk category, demonstrating a preventive isolation from the medium-risk dynamics observed at the national level (Z-score of 0.425). This result indicates that the university does not replicate the risk patterns seen in its environment. While high productivity can be legitimate, the institution's very low score suggests a culture that prioritizes a healthy balance between quantity and quality, effectively avoiding the pressures that can lead to coercive authorship, data fragmentation, or the assignment of authorship without meaningful intellectual contribution.
With a Z-score of -0.268, the institution shows a very low risk, a finding that aligns with the low-risk national standard (Z-score of -0.010). This low-profile consistency indicates a healthy approach to academic dissemination. By not relying excessively on its own journals, the university avoids potential conflicts of interest and the risk of academic endogamy where production might bypass rigorous, independent peer review. This commitment to external validation enhances the global visibility and credibility of its research, ensuring it is tested against standard competitive benchmarks.
The institution's Z-score of -0.697 signifies a total operational silence in this risk area, outperforming the already very low-risk national average of -0.515. This exceptional result indicates a strong institutional commitment to publishing significant and coherent studies. It suggests that researchers are not engaging in 'salami slicing'—the practice of fragmenting a single study into minimal publishable units to artificially inflate productivity. This upholds the integrity of the scientific record and demonstrates respect for the academic review system by prioritizing substance over volume.