Hankyong National University

Region/Country

Asiatic Region
South Korea
Universities and research institutions

Overall

-0.549

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.464 -0.886
Retracted Output
-0.587 -0.049
Institutional Self-Citation
0.563 -0.393
Discontinued Journals Output
-0.185 -0.217
Hyperauthored Output
-1.252 -0.228
Leadership Impact Gap
-0.084 -0.320
Hyperprolific Authors
-1.413 -0.178
Institutional Journal Output
-0.268 -0.252
Redundant Output
0.347 -0.379
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Hankyong National University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.549, which indicates a performance significantly better than the global average. The institution's primary strengths lie in its exceptionally low rates of multiple affiliations, retracted output, hyper-authored output, and hyperprolific authors, suggesting strong governance and a culture that prioritizes transparency and quality. However, two areas warrant strategic attention: a medium-risk level in Institutional Self-Citation and Redundant Output. These indicators suggest a potential tendency towards internal validation and publication fragmentation, which could, if left unaddressed, subtly undermine the institution's external impact. These findings are particularly relevant in the context of the university's notable thematic strengths, as evidenced by its high national rankings in the SCImago Institutions Rankings, particularly in Veterinary (16th in South Korea), Energy (18th), and Chemistry (39th). While the institution's specific mission statement was not available for this analysis, any pursuit of academic excellence and social responsibility is inherently tied to research integrity. The identified risks, though moderate, could conflict with these universal values by creating an impression of insularity or a focus on quantity over substantive contribution. By leveraging its clear operational strengths to address these specific vulnerabilities, Hankyong National University is well-positioned to enhance its research quality, amplify its global reputation, and ensure its scientific contributions are both impactful and unimpeachable.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -1.464, a figure that is substantially lower than the already low national average of -0.886. This result signifies a complete absence of risk signals in this area, placing the university in an exemplary position even within a secure national context. This indicates that the institution's policies on researcher affiliation are exceptionally clear and transparent. While multiple affiliations can be legitimate, the university's data shows no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a culture of straightforward and honest academic attribution.

Rate of Retracted Output

With a Z-score of -0.587, the institution shows a near-total absence of risk signals related to retractions, a positive finding that is consistent with the low-risk national environment (Z-score of -0.049). This low-profile consistency suggests that the university's quality control mechanisms prior to publication are functioning effectively. Retractions can sometimes signify responsible supervision through the correction of honest errors, but a near-zero rate, as seen here, is a strong indicator of robust methodological rigor and a healthy integrity culture that prevents systemic failures from occurring in the first place.

Rate of Institutional Self-Citation

The institution's Z-score of 0.563 marks a moderate deviation from the national context, which exhibits a low-risk average of -0.393. This discrepancy suggests the university is more sensitive to this risk factor than its national peers. A certain level of self-citation is natural, reflecting ongoing research lines. However, this elevated rate signals a potential for concerning scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warns of a risk of endogamous impact inflation, suggesting that the institution's academic influence may be disproportionately shaped by internal dynamics rather than broader recognition from the global community, a matter that merits strategic review.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.185 is statistically aligned with the national average of -0.217, indicating a normal and expected level of risk for its context. This suggests that the university's researchers exercise a standard degree of due diligence in selecting publication venues. While any presence in discontinued journals warrants monitoring, the current rate does not point to a systemic issue. It reflects a baseline performance consistent with its peers, rather than a critical vulnerability related to channeling work through media that fail to meet international ethical or quality standards.

Rate of Hyper-Authored Output

With a Z-score of -1.252, the institution demonstrates a clear absence of risk signals, a performance that is notably stronger than the low-risk national average of -0.228. This finding indicates that the university's authorship practices are well-governed and transparent. Outside of "Big Science" contexts where large author lists are common, high rates can indicate author list inflation. The university's excellent result suggests it effectively distinguishes between necessary massive collaboration and questionable "honorary" authorship, thereby upholding individual accountability.

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

The institution's Z-score of -0.084, while in the low-risk category, is slightly higher than the national average of -0.320, pointing to an incipient vulnerability that warrants observation. This small but notable gap suggests that the institution's scientific prestige might be becoming more dependent on external collaborations where it does not hold intellectual leadership. While partnering is essential, a growing gap can signal a sustainability risk, where excellence metrics are driven by exogenous factors rather than structural, internal capacity. This invites a strategic reflection on fostering and promoting research where the institution leads.

Rate of Hyperprolific Authors

The institution shows an exceptionally low-risk Z-score of -1.413, which contrasts favorably with the national average of -0.178. This absence of risk signals is a strong positive indicator of a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. The university's data shows no evidence of such pressures, suggesting that its culture successfully avoids dynamics like coercive authorship or prioritizing metrics over the integrity of the scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution is in perfect synchrony with the national average of -0.252, demonstrating total alignment with an environment of maximum scientific security in this domain. This result indicates that the university does not excessively depend on its own journals for dissemination. This is a sign of robust academic practice, as it avoids potential conflicts of interest and the risk of academic endogamy. The data confirms that the institution's research is consistently subjected to independent external peer review, ensuring its validation is competitive and its visibility is global.

Rate of Redundant Output

The institution's Z-score of 0.347 represents a moderate deviation from the national standard, which sits at a low-risk average of -0.379. This difference indicates that the university is more exposed to this particular risk than its peers. A high rate of bibliographic overlap between publications can be an alert for 'salami slicing'—the practice of dividing a single study into minimal publishable units to artificially inflate productivity. This practice not only distorts the scientific evidence but also overburdens the review system. This signal suggests a need to review publication strategies to ensure that the focus remains on generating significant new knowledge rather than maximizing output volume.

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