| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.180 | -0.886 |
|
Retracted Output
|
-0.540 | -0.049 |
|
Institutional Self-Citation
|
0.614 | -0.393 |
|
Discontinued Journals Output
|
-0.321 | -0.217 |
|
Hyperauthored Output
|
-1.173 | -0.228 |
|
Leadership Impact Gap
|
-1.255 | -0.320 |
|
Hyperprolific Authors
|
1.050 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
1.847 | -0.379 |
Kumoh National Institute of Technology presents a robust scientific integrity profile, with an overall risk score of -0.265 indicating a performance that is healthier than the global average. The institution demonstrates significant strengths in maintaining very low-risk levels for multiple affiliations, retracted publications, hyper-authorship, impact dependency, and publication in institutional journals. However, this solid foundation is contrasted by medium-risk signals in institutional self-citation, the presence of hyperprolific authors, and redundant publications, which warrant strategic attention. These findings are particularly relevant given the institution's notable leadership in key research areas, as evidenced by its SCImago Institutions Rankings, including a premier national position in Earth and Planetary Sciences (#1 in South Korea) and strong standings in Social Sciences (#13), Business, Management and Accounting (#21), and Mathematics (#22). While the institution's specific mission was not available for this analysis, any commitment to academic excellence and social responsibility is inherently challenged by practices that could inflate impact or productivity metrics without corresponding substance. Addressing the identified vulnerabilities will be crucial to ensure that the institution's recognized thematic strengths are built upon a foundation of unimpeachable scientific integrity, thereby safeguarding its long-term reputation and contribution to knowledge.
The institution's Z-score of -1.180 is notably lower than the national average of -0.886, indicating a complete absence of risk signals in this area and demonstrating an exemplary level of transparency in author affiliations. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The institute's extremely low score suggests its collaborative practices are clear and not leveraged for “affiliation shopping,” reflecting a strong commitment to straightforward academic accounting.
With a Z-score of -0.540, the institution shows a near-total absence of retracted publications, a positive signal that aligns with the low-risk national context (Z-score -0.049). Retractions are complex events; a high rate suggests that quality control mechanisms prior to publication may be failing systemically. The institution's very low score indicates that its internal review and supervision mechanisms are effectively preventing the kind of recurring malpractice or lack of methodological rigor that could damage its integrity culture and require corrective action.
The institution exhibits a moderate risk level in this area with a Z-score of 0.614, which represents a notable deviation from the low-risk national average of -0.393. This suggests the institution is more sensitive to this risk factor than its national peers. A certain level of self-citation is natural, reflecting the continuity of research lines; nonetheless, disproportionately high rates can signal concerning scientific isolation or 'echo chambers.' This elevated score serves as a warning of potential endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than validated by broader global community recognition.
The institution's Z-score of -0.321 is slightly better than the national average of -0.217, indicating a prudent approach to selecting publication venues. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels, as it can expose an institution to severe reputational risks. By maintaining a low rate, Kumoh National Institute of Technology demonstrates more rigorous process management than the national standard, effectively mitigating the risk of wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.173 is exceptionally low, placing it well below the already low-risk national average of -0.228. This near-absence of hyper-authored publications is a strong indicator of sound authorship practices. When extensive author lists appear outside 'Big Science' contexts, they can indicate author list inflation, diluting individual accountability. The institution's performance suggests a clear distinction between necessary massive collaboration and questionable 'honorary' authorship, reinforcing transparency and responsibility in its research outputs.
With a Z-score of -1.255, the institution demonstrates an exceptionally low gap between its overall publication impact and the impact of work where it holds a leadership role, performing significantly better than the national average of -0.320. A very wide positive gap signals a sustainability risk, suggesting that scientific prestige is dependent and exogenous, not structural. The institution's very low score is a powerful indicator of scientific autonomy, showing that its excellence metrics result from real internal capacity and intellectual leadership.
A Z-score of 1.050 places the institution in the medium-risk category for hyperprolific authors, a significant departure from the low-risk national benchmark of -0.178. This indicates a greater sensitivity to this risk factor compared to its peers. Extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. This 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—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is almost perfectly aligned with the national average of -0.252, reflecting complete synchrony with a national environment of maximum security in this area. Excessive dependence on in-house journals can raise conflicts of interest, as the institution acts simultaneously as judge and party, and may indicate the use of internal channels as 'fast tracks' to inflate CVs. The institution's very low and nationally-aligned score demonstrates that it avoids academic endogamy, instead favoring globally validated platforms that ensure independent external peer review.
The institution's Z-score of 1.847 indicates a medium-risk level for redundant publications, a stark contrast to the low-risk national average of -0.379. This suggests the institution is notably more exposed to this practice than its environment. Massive and recurring bibliographic overlap between simultaneous publications usually indicates data fragmentation or 'salami slicing.' This elevated value is a critical alert, as such practices distort available scientific evidence by dividing a coherent study into minimal publishable units to artificially inflate productivity, prioritizing volume over significant new knowledge.