| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.518 | -0.886 |
|
Retracted Output
|
-0.540 | -0.049 |
|
Institutional Self-Citation
|
-0.413 | -0.393 |
|
Discontinued Journals Output
|
-0.416 | -0.217 |
|
Hyperauthored Output
|
-0.166 | -0.228 |
|
Leadership Impact Gap
|
-1.180 | -0.320 |
|
Hyperprolific Authors
|
-1.377 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-0.928 | -0.379 |
Korea University of Science and Technology demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.596 that indicates robust governance and responsible research practices. The institution exhibits a state of 'very low' risk across a majority of indicators, including Rate of Retracted Output, Rate of Hyperprolific Authors, and the Gap between global and leadership impact, underscoring a culture that prioritizes quality and ethical conduct. The few areas with 'low' risk signals, such as the Rate of Multiple Affiliations and Hyper-Authored Output, represent minor deviations from an otherwise exemplary record and do not suggest systemic vulnerabilities. This foundation of integrity directly supports the institution's outstanding performance in key thematic areas identified by the SCImago Institutions Rankings, particularly in Energy (ranked 8th in South Korea), Pharmacology, Toxicology and Pharmaceutics (9th), Environmental Science (12th), and Medicine (12th). This strong ethical posture is fundamental to fulfilling the university's mission to “nurture S&T professionals creating future values,” as scientific credibility is the bedrock of valuable innovation and trusted collaboration with government research institutes. The institution's commitment to low-risk practices ensures that its pursuit of excellence is synonymous with social responsibility. To build on this success, it is recommended that the university leverages its high-integrity status as a strategic asset while maintaining vigilant monitoring of the few indicators with incipient signals, ensuring its research ecosystem remains a national and global benchmark for responsible science.
The institution presents a Z-score of -0.518, a low-risk value that nonetheless shows a slight divergence from the national average of -0.886. This indicates that while the university's practices are well within acceptable international norms, it displays a slightly higher rate of multiple affiliations than is typical for its national context, where such activity is almost non-existent. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation suggests a pattern of collaboration that, while not problematic, is distinct from the national standard. It serves as a signal to ensure that all affiliations are transparently managed to preemptively avoid any perception of strategic attempts to inflate institutional credit.
With a Z-score of -0.540, the institution demonstrates an extremely low rate of retracted publications, a figure that is even more favorable than the national average of -0.049. This alignment with a low-risk national environment points to a consistent and effective system of quality control. An absence of significant retraction events suggests that the institution's supervision and pre-publication review mechanisms are robust. This is a hallmark of a mature integrity culture, where the focus is on methodological rigor and the prevention of errors, rather than their correction after the fact, reinforcing the credibility of its scientific output.
The institution's Z-score for self-citation is -0.413, a value that is statistically normal and almost identical to the national average of -0.393. This indicates that the university's level of internal citation aligns perfectly with the expected behavior for its context and size. Such a result is positive, suggesting that the institution strikes a healthy balance between building upon its own established research lines and engaging with the broader global scientific community. It shows no signs of operating in a scientific 'echo chamber' or inflating its impact through endogamous practices, reflecting a research culture that is both cohesive and externally validated.
The institution's Z-score of -0.416 is a 'very low' risk signal, outperforming the already low-risk national average of -0.217. This demonstrates a consistent and commendable level of due diligence in the selection of publication venues. This absence of risk signals aligns with the national standard of care, indicating that researchers are effectively avoiding channels that fail to meet international ethical or quality standards. Such careful practice protects the institution from the severe reputational risks associated with 'predatory' publishing and ensures that research resources are invested in credible and impactful dissemination.
With a Z-score of -0.166, the institution's rate of hyper-authored output is in the low-risk category but is slightly higher than the national average of -0.228. This suggests an incipient vulnerability, where the university shows signals that warrant review before they could potentially escalate. Although extensive author lists are legitimate in 'Big Science' collaborations, a rate that is elevated relative to its peers serves as a prompt to verify that authorship practices remain transparent and accountable across all disciplines. It is an opportunity to ensure a clear distinction is maintained between necessary massive collaboration and any potential for 'honorary' authorship, thereby safeguarding individual accountability.
The institution exhibits an exceptionally low Z-score of -1.180 in this indicator, significantly better than the national average of -0.320. This result is a strong positive signal, indicating that the institution's scientific prestige is structurally sound and built upon its own intellectual leadership. The minimal gap shows that the impact of its research is not dependent on external partners but is driven by internal capacity. This reflects a sustainable and autonomous research ecosystem, confirming that the institution's excellence metrics are a direct result of its own scientific contributions and leadership in its fields.
The institution's Z-score of -1.377 is in the 'very low' risk category, far below the national average of -0.178. This near-total absence of hyperprolific authors is a strong indicator of a healthy research environment that prioritizes quality over sheer quantity. It suggests that the institutional culture does not encourage practices such as coercive authorship or the division of work into minimal publishable units. Instead, it points to a focus on meaningful intellectual contributions, where authorship is tied to genuine participation, thereby upholding the integrity of the scientific record.
With a Z-score of -0.268, the institution is in perfect synchrony with the national average of -0.252, both of which are in the 'very low' risk category. This total alignment with an environment of maximum scientific security demonstrates a strong commitment to independent, external peer review. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice enhances the global visibility and credibility of its research, confirming that its scientific output is validated through standard competitive channels.
The institution's Z-score of -0.928 reflects a 'very low' risk of redundant publication, a rate significantly better than the national average of -0.379. This demonstrates a strong institutional norm of publishing research in the form of coherent, impactful studies. The absence of signals for 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity—indicates a culture that values the generation of significant new knowledge over metric-driven output. This commitment to the integrity of the scientific evidence base reinforces the institution's reputation for producing substantive and reliable research.
