Dankook University

Region/Country

Asiatic Region
South Korea
Universities and research institutions

Overall

0.126

Integrity Risk

medium

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.827 -0.886
Retracted Output
1.244 -0.049
Institutional Self-Citation
-0.366 -0.393
Discontinued Journals Output
-0.103 -0.217
Hyperauthored Output
-0.754 -0.228
Leadership Impact Gap
-0.341 -0.320
Hyperprolific Authors
-0.514 -0.178
Institutional Journal Output
-0.268 -0.252
Redundant Output
0.150 -0.379
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Dankook University presents a robust scientific integrity profile, characterized by a low overall risk score of 0.126 and strong performance across most indicators. The institution demonstrates particular strengths in maintaining prudent authorship practices, with very low rates of hyper-authored output and hyperprolific authors, and shows exemplary alignment with national standards by avoiding reliance on institutional journals. These positive aspects are complemented by notable academic strengths, as evidenced by its high national rankings in SCImago Institutions Rankings data for key areas such as Dentistry, Veterinary, and Business, Management and Accounting. However, this solid foundation is contrasted by two significant vulnerabilities: a "significant" risk level in the Rate of Retracted Output and a "medium" risk in the Rate of Redundant Output. While the institution's specific mission was not available for this analysis, any commitment to academic excellence and societal contribution is inherently challenged by practices that could compromise research quality and credibility. By strategically addressing the pre-publication review processes and promoting research that prioritizes impact over volume, Dankook University can mitigate these risks, fortify its reputation, and ensure its operational conduct fully supports its position as a leading academic institution.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of -0.827 indicates a low risk, yet it represents a slight divergence from the national Z-score of -0.886, which is in the very low-risk category. This suggests that while the university's practices are sound, it exhibits a slightly higher incidence of multiple affiliations than is typical in South Korea. While multiple affiliations often stem from legitimate collaborations and researcher mobility, this minor deviation signals a trend that warrants observation to ensure it continues to reflect genuine partnerships rather than strategic attempts to inflate institutional credit through "affiliation shopping."

Rate of Retracted Output

A severe discrepancy exists between the institution's Z-score of 1.244 (Significant) and the national average of -0.049 (Low). This atypical level of risk activity requires a deep integrity assessment. Retractions are complex events, but a rate this far above the national and global average is a critical alert. It suggests that quality control mechanisms prior to publication may be failing systemically, moving beyond isolated incidents of honest error. This vulnerability in the institution's integrity culture points to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.

Rate of Institutional Self-Citation

The institution's Z-score of -0.366 is statistically normal and aligns closely with the national average of -0.393, with both falling into the low-risk category. This alignment indicates that the university's self-citation practices are as expected for its context and size. A certain level of self-citation is natural, reflecting the continuity of research lines. The observed rate does not suggest any concerning scientific isolation or the formation of 'echo chambers,' confirming that the institution's work is validated with sufficient external scrutiny rather than through endogamous impact inflation.

Rate of Output in Discontinued Journals

With a Z-score of -0.103, the institution's risk level is low but reveals an incipient vulnerability when compared to the lower national average of -0.217. This suggests that the university's researchers are slightly more prone to publishing in discontinued journals than their national peers. While not yet a major issue, this trend warrants review before it escalates. A consistent presence in such journals, even if small, can signal a need for improved due diligence in selecting dissemination channels to avoid reputational risks and the potential waste of resources on 'predatory' or low-quality publishing practices.

Rate of Hyper-Authored Output

The institution demonstrates a prudent profile with a Z-score of -0.754, which is significantly lower than the national average of -0.228, although both are in the low-risk range. This indicates that the university manages its authorship processes with more rigor than the national standard. By maintaining a lower rate of hyper-authorship, the institution effectively distinguishes between necessary massive collaboration in "Big Science" and potentially problematic practices like 'honorary' or political authorship, thereby upholding individual accountability and transparency in its research contributions.

Gap between Impact of total output and the impact of output with leadership

The institution's Z-score of -0.341 is statistically normal and nearly identical to the national average of -0.320. This indicates a healthy and sustainable model of scientific impact. The data suggests that the institution's scientific prestige is not overly dependent on external partners where it does not exercise intellectual leadership. This balance confirms that its excellence metrics are a result of genuine internal capacity, reflecting a structural and self-sufficient research ecosystem that is consistent with the national context.

Rate of Hyperprolific Authors

The institution exhibits a prudent profile with a Z-score of -0.514, markedly lower than the national average of -0.178. This superior performance indicates that the university manages its research environment with more rigor than the national standard, effectively curbing extreme individual publication volumes. This approach mitigates the risks associated with hyper-prolificacy, such as a potential imbalance between quantity and quality, and helps prevent dynamics like coercive authorship or the assignment of credit without real participation, thereby safeguarding the integrity of its scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution demonstrates integrity synchrony, showing total alignment with the national average of -0.252 in an environment of maximum scientific security. This very low rate indicates that the university successfully avoids the risks of academic endogamy and potential conflicts of interest that arise from an over-reliance on in-house journals. By channeling its research through external venues, the institution ensures its scientific production undergoes independent peer review, enhancing its global visibility and competitive validation.

Rate of Redundant Output

The institution's Z-score of 0.150 (Medium) represents a moderate deviation from the national average of -0.379 (Low), indicating a greater sensitivity to this risk factor than its peers. This suggests a tendency within the institution toward data fragmentation or 'salami slicing.' A high value in this indicator alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity metrics. This behavior can distort the available scientific evidence and overburden the review system, signaling a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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