| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.525 | -0.886 |
|
Retracted Output
|
-0.522 | -0.049 |
|
Institutional Self-Citation
|
0.334 | -0.393 |
|
Discontinued Journals Output
|
0.015 | -0.217 |
|
Hyperauthored Output
|
-1.019 | -0.228 |
|
Leadership Impact Gap
|
-0.437 | -0.320 |
|
Hyperprolific Authors
|
-1.413 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-0.466 | -0.379 |
Daegu University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.554. This performance is characterized by exceptional strengths in maintaining low rates of hyperprolific authorship, multiple affiliations, and redundant publications, indicating a culture that prioritizes quality and transparency. The institution's thematic strengths, as highlighted by SCImago Institutions Rankings data, are most prominent in Environmental Science, Psychology, Agricultural and Biological Sciences, and Mathematics. However, two areas require strategic attention: a moderate tendency towards institutional self-citation and publication in discontinued journals. These specific vulnerabilities could subtly undermine the university's mission "to cultivate creative human beings who aspire to actualize public welfare and contribute to social progress," as endogamous validation and low-quality dissemination channels can limit the real-world impact and credibility essential for advancing public welfare. By addressing these isolated risks, Daegu University can fully align its operational practices with its aspirational goals, ensuring its contributions to social progress are built on a foundation of unimpeachable scientific rigor.
With an institutional Z-score of -1.525 compared to the national average of -0.886, Daegu University exhibits a near-total absence of risk signals in this area, performing even more conservatively than the already low-risk national context. This indicates exceptionally clear and transparent institutional affiliation practices. While multiple affiliations can be legitimate, the university's extremely low rate suggests there are no strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of straightforward academic attribution.
The university's Z-score of -0.522 is firmly in the very low-risk category, contrasting with a national Z-score of -0.049, which sits in the low-risk band. This demonstrates a commendable consistency in maintaining high standards, as the institution shows virtually no signs of the systemic issues that can lead to retractions. This strong performance suggests that the university's quality control and supervision mechanisms prior to publication are highly effective, preventing the types of unintentional errors or recurring malpractice that might otherwise compromise its integrity culture.
Daegu University shows a moderate deviation from the national norm, with a Z-score of 0.334 in a national context where the average is -0.393 (low risk). This indicates a greater sensitivity to this particular risk factor compared to its peers. A certain level of self-citation is natural, but this elevated rate signals a potential for scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warrants review, as it may lead to an endogamous inflation of impact, suggesting that the institution's academic influence could be oversized by internal dynamics rather than recognition from the global community.
A moderate deviation is observed in this indicator, with the university's Z-score at 0.015 (medium risk) while the national average is -0.217 (low risk). This suggests the institution is more exposed than its national peers to the risks associated with publishing in questionable venues. This pattern is a critical alert regarding due diligence in selecting dissemination channels. It indicates that a portion of the university's scientific output may be channeled through media that fail to meet international ethical or quality standards, creating significant reputational risk and signaling an urgent need to improve information literacy to avoid 'predatory' practices.
The institution demonstrates a prudent profile with a Z-score of -1.019, which is significantly lower than the national average of -0.228. This suggests that Daegu University manages its authorship practices with more rigor than the national standard. By maintaining a low rate of hyper-authorship, the institution effectively avoids the risk of author list inflation, thereby preserving individual accountability and transparency. This serves as a positive signal that authorship is likely based on meaningful contribution rather than 'honorary' or political practices.
With a Z-score of -0.437, which is more favorable than the national average of -0.320, the university displays a prudent and sustainable impact profile. This result indicates that the institution's processes are managed with greater rigor than the national standard. A low or negative score in this indicator is highly positive, suggesting that the scientific prestige of the university is structural and built upon strong internal capacity. It demonstrates that Daegu University exercises intellectual leadership in its research, rather than depending on external collaborations to achieve high-impact results.
The university's Z-score of -1.413 represents a state of very low risk, which is notably stronger than the national average of -0.178 (low risk). This low-profile consistency underscores a healthy research environment free from signals of extreme and potentially problematic individual publication volumes. This absence of hyperprolificacy suggests a focus on quality over quantity and indicates that the institution is not exposed to risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
Daegu University's Z-score of -0.268 is almost identical to the national average of -0.252, placing both in the very low-risk category. This reflects a state of integrity synchrony, where the institution is in total alignment with a national environment of maximum scientific security on this issue. By avoiding dependence on its own journals, the university effectively mitigates conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, enhancing its global visibility and competitive validation.
The institution's Z-score of -0.466 (very low risk) is healthier than the national average of -0.379 (low risk), demonstrating a consistent and robust approach to publication ethics. This absence of risk signals indicates that the university's researchers are not engaging in data fragmentation or 'salami slicing' to artificially inflate productivity. Instead, this positive result suggests a culture that prioritizes the publication of coherent, significant studies, thereby strengthening the scientific evidence base and respecting the academic review system.