| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.339 | -0.886 |
|
Retracted Output
|
0.014 | -0.049 |
|
Institutional Self-Citation
|
0.616 | -0.393 |
|
Discontinued Journals Output
|
-0.418 | -0.217 |
|
Hyperauthored Output
|
-1.207 | -0.228 |
|
Leadership Impact Gap
|
-1.279 | -0.320 |
|
Hyperprolific Authors
|
-1.303 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
0.036 | -0.379 |
Seoul National University of Science & Technology demonstrates a strong overall integrity profile, with a global risk score of -0.462 indicating performance that is healthier than the international average. The institution's primary strengths lie in its exceptionally low rates of hyperprolific authorship, multiple affiliations, and output in discontinued journals, alongside a minimal gap between its global impact and that of its internally-led research. These results signal robust governance and a culture of responsible research conduct. However, areas requiring strategic attention include moderately elevated rates of retracted output, institutional self-citation, and redundant publications, which deviate from the lower-risk national trends. According to SCImago Institutions Rankings data, the university shows significant thematic strength, ranking prominently within South Korea in fields such as Psychology (23rd), Mathematics (27th), and Computer Science (31st). While these rankings underscore its academic excellence, the identified integrity risks could challenge this standing by potentially affecting the credibility and quality of its research. To safeguard its reputation and fully align its practices with a mission of excellence, the university is encouraged to leverage its solid foundation to implement targeted policies and training aimed at mitigating these specific vulnerabilities, thereby reinforcing its commitment to producing science of the highest quality and social value.
The institution's Z-score of -1.339 is significantly lower than the national average of -0.886. This result indicates a state of total operational silence regarding this risk, with the university showing an absence of problematic signals that is even more pronounced than the already secure national standard. While multiple affiliations can be legitimate, this exceptionally low rate confirms that the institution is not exposed to strategic practices like “affiliation shopping” designed to artificially inflate institutional credit, reflecting clear and transparent affiliation policies.
With a Z-score of 0.014, the institution presents a moderate risk level that deviates from the low-risk national average of -0.049. This suggests the university shows a greater sensitivity to factors leading to retractions compared to its national peers. Retractions are complex events, but a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. This score suggests that quality control mechanisms prior to publication may be failing more frequently than expected, indicating that possible recurring malpractice or a lack of methodological rigor requires immediate qualitative verification by management.
The institution's Z-score of 0.616 indicates a moderate risk, showing a notable deviation from the country's low-risk average of -0.393. This suggests the university is more prone to internal citation patterns than its peers. While a certain level of self-citation is natural, this elevated rate can signal concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution's Z-score of -0.418 is well below the national average of -0.217, placing it in a very low-risk category. This demonstrates a consistent and effective approach to avoiding problematic publication venues, aligning perfectly with the low-risk national context. This strong performance indicates that a high degree of due diligence is applied when selecting dissemination channels. Such vigilance protects the institution from severe reputational risks and shows there are effective information literacy practices in place to avoid channeling resources into 'predatory' or low-quality journals.
With a Z-score of -1.207, the institution shows a very low incidence of hyper-authorship, far below the national average of -0.228. This absence of risk signals is consistent with the secure national environment and points to healthy and transparent authorship practices. This excellent result indicates that the university is not showing signs of author list inflation or the use of 'honorary' authorships, thereby reinforcing the principles of individual accountability and transparency in its collaborative research outputs.
The institution's Z-score of -1.279 is exceptionally low, significantly better than the national average of -0.320. This indicates a minimal gap between its overall impact and the impact generated by research where it holds intellectual leadership. This result is a strong positive signal, consistent with the low-risk national standard, and suggests that the institution's scientific prestige is structural and endogenous, not dependent on external partners. It reflects a high degree of real internal capacity and a sustainable model for generating high-impact research.
The institution's Z-score of -1.303 is extremely low, far surpassing the already low national average of -0.178. This near-total absence of hyperprolific authors is a strong indicator of a healthy research environment that aligns with national standards. It suggests a culture that prioritizes the quality and integrity of the scientific record over sheer publication volume. This avoids the risks associated with extreme productivity, such as coercive authorship or the assignment of authorship without real participation, ensuring a balance between quantity and meaningful intellectual contribution.
The institution's Z-score of -0.268 is nearly identical to the national average of -0.252, demonstrating perfect integrity synchrony. This total alignment with a national environment of maximum scientific security indicates that the university relies on external, independent peer review for validating its research. By avoiding excessive dependence on its own journals, the institution effectively mitigates conflicts of interest and the risk of academic endogamy, ensuring its scientific production achieves global visibility and credibility through standard competitive validation channels.
The institution's Z-score of 0.036 signals a moderate risk, a level that shows a moderate deviation from the low-risk national average of -0.379. This suggests the university is more exposed to practices involving bibliographic overlap than its peers. A high value in this indicator alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This practice can distort the available scientific evidence and overburden the peer-review system, prioritizing publication volume over the generation of significant new knowledge.