| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.527 | -0.886 |
|
Retracted Output
|
-0.681 | -0.049 |
|
Institutional Self-Citation
|
-0.720 | -0.393 |
|
Discontinued Journals Output
|
-0.530 | -0.217 |
|
Hyperauthored Output
|
-0.488 | -0.228 |
|
Leadership Impact Gap
|
-0.916 | -0.320 |
|
Hyperprolific Authors
|
-1.049 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-0.885 | -0.379 |
The Daegu Gyeongbuk Institute of Science and Technology (DGIST) demonstrates an exceptionally robust scientific integrity profile, as evidenced by its overall risk score of -0.645. This score reflects a culture of responsible research conduct with minimal exposure to questionable practices. The institution's primary strengths lie in its outstanding control over research quality and ethics, with six of the nine indicators—including Rate of Retracted Output, Rate of Output in Discontinued Journals, and Rate of Redundant Output—registering at the lowest possible risk level. This strong integrity framework provides a solid foundation for its notable thematic strengths, where, according to SCImago Institutions Rankings data, DGIST ranks within the top 10 nationally in critical fields such as Mathematics, Environmental Science, Agricultural and Biological Sciences, and Medicine. This commitment to ethical excellence is in perfect alignment with the institutional mission to "benefit society through the development and advancement of science and engineering." By ensuring its "cutting-edge research" is credible and transparent, DGIST validates its role as a trusted leader in solving the "grand challenges facing mankind." It is recommended that the institution leverage this exemplary integrity profile as a strategic asset, continuing its current practices of rigorous oversight to sustain and enhance its global scientific impact.
The institution presents a Z-score of -0.527, a low-risk value that nonetheless shows a slight divergence from the national Z-score of -0.886, which is in the very low-risk category. This indicates that while the institution's activity is well within acceptable limits, it shows slightly more signals for this practice than the rest of the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation warrants passive monitoring to ensure that it continues to reflect genuine collaboration rather than strategic attempts to inflate institutional credit or “affiliation shopping.”
With a Z-score of -0.681, the institution demonstrates a near-total absence of risk signals, a figure that is significantly stronger than the national average of -0.049. This performance indicates an exemplary alignment with national standards for post-publication accountability. Retractions can be complex, but a high rate often suggests that quality control mechanisms prior to publication may be failing. DGIST's outstanding score, however, points to a highly effective system of methodological rigor and supervision, reinforcing the reliability of its scientific contributions and showcasing a mature integrity culture.
The institution's Z-score of -0.720 is notably lower than the national average of -0.393, placing it in a more prudent position despite both being in the low-risk category. This suggests that DGIST manages its citation practices with greater rigor than the national standard. A certain level of self-citation is natural, but disproportionately high rates can signal scientific isolation or 'echo chambers.' DGIST's controlled rate indicates that its academic influence is healthily validated by the external scientific community, effectively mitigating the risk of endogamous impact inflation and demonstrating broad relevance.
DGIST exhibits a Z-score of -0.530, a very low-risk value that compares favorably to the national Z-score of -0.217. This absence of risk signals is consistent with the national environment but demonstrates a superior level of diligence in publication strategy. A high proportion of output in discontinued journals can be a critical alert regarding engagement with predatory or low-quality media. The institution's excellent score indicates that its researchers are effectively selecting reputable dissemination channels, thereby protecting institutional reputation and avoiding the waste of resources on questionable practices.
With a Z-score of -0.488, the institution maintains a more prudent profile than the national average of -0.228, even though both fall within the low-risk range. This indicates that DGIST manages its collaborative authorship practices with more rigor than its national peers. While extensive author lists are legitimate in some 'Big Science' fields, a high rate elsewhere can signal author list inflation. DGIST's controlled score suggests a healthy approach that values transparency and individual accountability, effectively distinguishing between necessary massive collaboration and potentially dilutive honorary authorship.
The institution's Z-score of -0.916 is in the very low-risk category, far exceeding the national low-risk average of -0.320. This exceptional result signals a high degree of scientific autonomy and intellectual leadership. A wide gap can suggest that an institution's prestige is dependent on external partners rather than its own structural capacity. DGIST's minimal gap, however, demonstrates that its high-impact research is driven by genuine internal capabilities, ensuring its scientific excellence is both sustainable and self-generated.
DGIST's Z-score of -1.049 is exceptionally low, indicating a near-complete absence of this risk factor, especially when compared to the national average of -0.178. This performance is consistent with a healthy research environment that prioritizes quality over sheer volume. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal issues like coercive authorship. The institution's score reflects a culture where productivity is balanced with scientific integrity, ensuring that contributions are substantial and authorship is earned.
The institution's Z-score of -0.268 is nearly identical to the national average of -0.252, with both at a very low-risk level. This demonstrates a perfect synchrony with the national environment, which maintains maximum security in this area. By not over-relying on its own journals, DGIST effectively avoids potential conflicts of interest and the risk of academic endogamy, where production might bypass rigorous external peer review. This commitment to independent validation is fundamental for achieving global visibility and ensuring its research is competitively assessed.
With a Z-score of -0.885, the institution shows a near-absence of redundant publications, a result significantly better than the national average of -0.379. This performance aligns with the low-risk national context but demonstrates a more rigorous commitment to publishing complete and impactful studies. A high rate of bibliographic overlap often indicates 'salami slicing'—the practice of fragmenting a study to inflate productivity. DGIST's very low score confirms its focus on contributing significant new knowledge, thereby upholding the integrity of the scientific record and avoiding overburdening the review system.