| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.238 | -0.062 |
|
Retracted Output
|
-0.212 | -0.050 |
|
Institutional Self-Citation
|
0.755 | 0.045 |
|
Discontinued Journals Output
|
-0.239 | -0.024 |
|
Hyperauthored Output
|
-0.871 | -0.721 |
|
Leadership Impact Gap
|
-1.054 | -0.809 |
|
Hyperprolific Authors
|
1.872 | 0.425 |
|
Institutional Journal Output
|
0.692 | -0.010 |
|
Redundant Output
|
-0.381 | -0.515 |
Southeast University, Nanjing, demonstrates a robust overall integrity profile with a global risk score of 0.091, indicating a solid foundation in responsible research practices. This strong performance is anchored by exceptional control in key areas, particularly the minimal gap between its overall research impact and the impact of its internally-led output, which signifies high scientific autonomy. However, the analysis reveals a cluster of medium-risk indicators related to authorship and citation patterns, including institutional self-citation and hyperprolific authors, which require strategic attention. These vulnerabilities stand in contrast to the institution's outstanding global academic positioning, as evidenced by its SCImago Institutions Rankings, where it holds world-leading Top 10 positions in Engineering, Mathematics, and Computer Science, and a Top 15 position in Energy. While the institution's specific mission statement was not available for this analysis, the identified risks could challenge the universal academic values of excellence and social responsibility. Practices that suggest academic endogamy or a focus on quantity over quality can undermine the credibility of its world-class research. A proactive approach to reinforcing authorship and citation policies will be crucial to ensure that its operational integrity fully aligns with its demonstrated scientific excellence, thereby securing its long-term global reputation.
The institution's Z-score of 0.238 for multiple affiliations marks a moderate deviation from the national average of -0.062. This suggests the university is more sensitive than its national peers to practices that can inflate institutional credit. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the higher rate here warrants a review to ensure these are not strategic attempts at “affiliation shopping.” It is important to verify that these affiliations reflect genuine, substantive collaborations rather than a mechanism to artificially boost institutional metrics.
With a Z-score of -0.212, significantly lower than the national average of -0.050, the institution demonstrates a prudent and rigorous approach to quality control. This indicates that its pre-publication review mechanisms are more effective than the national standard. Retractions can be complex, but a low rate like this suggests a strong culture of integrity and methodological soundness, minimizing the occurrence of systemic failures in quality control that could lead to post-publication withdrawals and damage the institution's reputation.
The institution's Z-score of 0.755 for institutional self-citation indicates high exposure to this risk, placing it well above the national average of 0.045. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a potential for concerning scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warns of a risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than broad recognition from the global scientific community.
The institution exhibits a prudent profile in its selection of publication venues, with a Z-score of -0.239, which is notably lower than the national average of -0.024. This demonstrates that the university's researchers manage their dissemination channels with more rigor than the national standard. A low rate of publication in discontinued journals indicates strong due diligence and a commitment to quality, effectively avoiding reputational risks associated with channeling scientific production through media that do not meet international ethical or quality standards.
The institution shows a prudent profile regarding hyper-authorship, with a Z-score of -0.871 that is lower than the national average of -0.721. This suggests that the university's authorship practices are more rigorous than the national norm. A low score indicates a healthy culture of accountability and transparency, effectively distinguishing necessary massive collaborations in fields like 'Big Science' from potential author list inflation or 'honorary' authorship practices that can dilute individual responsibility.
The institution demonstrates total operational silence in this indicator, with a Z-score of -1.054 that is even lower than the already low national average of -0.809. This exceptional result signifies a minimal gap between the impact of its total output and the impact of research where it holds intellectual leadership. This suggests that the university's scientific prestige is structural and endogenous, built upon strong internal capacity rather than being dependent on external partners. It is a clear indicator of scientific maturity and sustainability.
With a Z-score of 1.872, the institution shows high exposure to risks associated with hyperprolific authors, a rate significantly higher than the national average of 0.425. While high productivity can reflect leadership, extreme individual publication volumes challenge the limits of meaningful intellectual contribution. This elevated indicator serves as an alert to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation. It suggests a need to review institutional incentives to ensure they prioritize the integrity of the scientific record over sheer volume.
The institution's Z-score of 0.692 for output in its own journals represents a moderate deviation from the national context, where the average is -0.010. This indicates a greater sensitivity to this practice than its peers. While in-house journals can be valuable for local dissemination, this higher rate raises potential conflicts of interest, as the institution acts as both judge and party. It warns of a risk of academic endogamy, where production might bypass independent external peer review, potentially limiting global visibility and using internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score of -0.381, while low, signals a slight divergence from the national environment, which has an even lower average of -0.515. This indicates the presence of minor risk signals that are largely absent at the country level. Citing previous work is a necessary part of cumulative science, but this score suggests a faint pattern of bibliographic overlap that could, in some cases, point towards data fragmentation. Although the risk is minimal, it warrants observation to ensure that the practice of dividing studies into 'minimal publishable units' to artificially inflate productivity does not become an established trend.
