| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.882 | -0.886 |
|
Retracted Output
|
-0.024 | -0.049 |
|
Institutional Self-Citation
|
0.042 | -0.393 |
|
Discontinued Journals Output
|
-0.270 | -0.217 |
|
Hyperauthored Output
|
0.074 | -0.228 |
|
Leadership Impact Gap
|
-0.619 | -0.320 |
|
Hyperprolific Authors
|
-0.214 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-0.066 | -0.379 |
Kyungpook National University demonstrates a robust scientific integrity profile, with an overall risk score of -0.226 that indicates a performance generally superior to the national standard. The institution exhibits significant strengths in fostering intellectual leadership, as evidenced by a minimal gap between its overall impact and the impact of research it directly leads, alongside very low-risk practices concerning institutional journal usage and multiple affiliations. These strengths are foundational to its academic prestige, particularly in its top-ranked national fields such as Dentistry, Agricultural and Biological Sciences, and Computer Science, according to SCImago Institutions Rankings data. However, to fully align with its ambitious mission of “creating new trends and setting new standards” on a global scale, attention is required for areas showing moderate deviation from national norms, specifically in institutional self-citation and hyper-authorship. Addressing these vulnerabilities will ensure that the university's leadership is built not only on innovation but also on unimpeachable transparency and external validation, reinforcing its claim to set new global standards of excellence.
The university's Z-score of -0.882 is in near-perfect alignment with the national average of -0.886, reflecting a shared environment of maximum scientific security in this area. This synchrony indicates that the institution's policies and researcher practices are fully consistent with South Korea's national standards. The total operational silence on this indicator confirms that affiliations are managed with high integrity, avoiding any signals of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” and instead reflecting legitimate researcher mobility and collaborative partnerships.
With a Z-score of -0.024, the institution's rate of retracted publications is statistically normal and consistent with the national average of -0.049. This level of activity is as expected for an institution of its size and context, suggesting that its post-publication correction mechanisms are functioning appropriately. Retractions are complex events, and the observed rate is indicative of a responsible academic environment where honest, unintentional errors are corrected, rather than pointing to systemic failures in pre-publication quality control. The data does not suggest any vulnerability in the institution's integrity culture or recurring malpractice.
Kyungpook National University shows a Z-score of 0.042 in this indicator, a moderate deviation from the national average of -0.393, which suggests a greater sensitivity to this risk factor compared to its peers. While a certain level of self-citation is natural and reflects the continuity of established research lines, this divergence from the national trend warrants attention. Disproportionately high rates can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of a potential risk of endogamous impact inflation, suggesting a need to ensure the institution's academic influence is being robustly validated by the global community.
The institution demonstrates a prudent profile with a Z-score of -0.270, which is more rigorous than the national standard of -0.217. This indicates that the university manages its selection of publication venues with greater diligence than the national average. A low proportion of publications in discontinued journals is a critical sign of effective due diligence in selecting dissemination channels. This strong performance shows that the institution is successfully avoiding media that do not meet international ethical or quality standards, thereby protecting its resources and reputation from the risks associated with 'predatory' or low-quality practices.
With a Z-score of 0.074, the university displays a moderate deviation from the national average of -0.228, indicating a greater tendency toward hyper-authorship than its peers. While extensive author lists are legitimate in 'Big Science' contexts, a higher-than-average rate outside of these fields can indicate author list inflation, which dilutes individual accountability and transparency. This signal suggests a need to review authorship practices to distinguish between necessary massive collaboration and potentially 'honorary' or political authorship, ensuring that credit is assigned transparently and responsibly.
The university exhibits a prudent and highly effective profile with a Z-score of -0.619, significantly stronger than the national average of -0.320. This result indicates that the institution manages its research portfolio with more rigor than the national standard, demonstrating exceptional internal capacity. A low gap suggests that the institution's scientific prestige is structural and endogenous, not dependent on external partners. This reflects a high degree of intellectual leadership, where the university's own-led research contributes powerfully to its overall impact, mitigating any risk of its excellence metrics being the result of strategic positioning in collaborations rather than real internal strength.
The institution's Z-score of -0.214 for hyperprolific authors is statistically normal and aligns closely with the national context, where the average is -0.178. This level is as expected for its size and research environment, indicating a healthy balance between productivity and quality. The data does not suggest any systemic issues related to extreme individual publication volumes, which can sometimes point to risks such as coercive authorship or the assignment of authorship without real participation. Instead, it reflects a sustainable and credible model of academic output.
With a Z-score of -0.268, the university is in complete integrity synchrony with the national average of -0.252, demonstrating total alignment with an environment of maximum scientific security. This exceptionally low rate indicates a strong commitment to external, independent peer review and global dissemination. By avoiding excessive dependence on in-house journals, the institution mitigates any potential conflicts of interest and risks of academic endogamy. This practice reinforces its global outlook and ensures its scientific production is validated through standard competitive channels, enhancing its international visibility and credibility.
The institution's Z-score of -0.066, while in the low-risk category, signals an incipient vulnerability when compared to the much lower national average of -0.379. This difference suggests that while the issue is not critical, the university shows signals that warrant review before they escalate. A higher-than-average rate of bibliographic overlap can be an early indicator of data fragmentation or 'salami slicing,' where studies are divided into minimal units to artificially inflate productivity. Monitoring this trend is advisable to ensure that the focus remains on producing significant new knowledge rather than prioritizing publication volume, which can distort the scientific record.
