Daejin University

EXECUTIVE SUMMARY AND STRATEGIC VISION

Daejin University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.483, which indicates a performance significantly better than the global average. The institution's primary strength lies in its exceptionally low risk across a vast majority of indicators, with seven of the nine metrics falling into the 'very low' category. This highlights a culture of responsible research practices, particularly in areas such as intellectual leadership, authorship transparency, and avoidance of citation-based distortions. However, a notable area for strategic attention is the 'medium' risk level associated with the Rate of Output in Discontinued Journals, which deviates from the national trend and signals a vulnerability in publication channel selection. While specific data on thematic rankings and institutional mission were not available for this analysis, the university's strong integrity framework provides a critical foundation for achieving any mission centered on academic excellence and social responsibility. By addressing the identified vulnerability, Daejin University can further solidify its reputation as a leader in ethical research and reinforce its commitment to producing high-quality, impactful science.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -1.125, which is even lower than the national average of -0.886. This result signifies a state of total operational silence regarding this risk indicator. The complete absence of concerning signals, even when compared to an already low-risk national environment, suggests that the university's affiliation practices are exceptionally clear and transparent. This minimizes any ambiguity about institutional credit and demonstrates a strong commitment to straightforward academic attribution, steering clear of practices like “affiliation shopping” that can inflate an institution's perceived contribution.

Rate of Retracted Output

With a Z-score of -0.437, the institution shows a near-zero risk of retracted publications, contrasting with a low-risk national average of -0.049. This demonstrates a commendable consistency in maintaining high research quality, as the absence of risk signals aligns with, and even improves upon, the national standard. A rate significantly lower than the average suggests that the institution's quality control and supervision mechanisms prior to publication are not just functional but highly effective. This performance points to a robust integrity culture where methodological rigor is prioritized, preventing the types of systemic errors or malpractice that often lead to retractions.

Rate of Institutional Self-Citation

The institution's Z-score of -1.445 is substantially lower than the national average of -0.393, indicating an exceptionally low rate of institutional self-citation. This excellent result shows a consistent and low-risk profile that surpasses the national standard. A certain level of self-citation is natural, but the university's very low score demonstrates that its research is validated by broad external scrutiny rather than within an internal 'echo chamber.' This signifies that the institution's academic influence is genuinely recognized by the global community, avoiding any risk of endogamous impact inflation and reflecting a healthy integration into international scientific discourse.

Rate of Output in Discontinued Journals

The institution exhibits a Z-score of 1.151, a medium-risk value that represents a moderate deviation from the low-risk national average of -0.217. This finding suggests the center has a greater sensitivity to this particular risk factor than its national peers. A high proportion of publications in discontinued journals is a critical alert regarding the due diligence applied when selecting dissemination channels. This score indicates that a segment of the university's scientific output is being channeled through media that may not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among researchers to avoid wasting resources on 'predatory' or low-quality publications.

Rate of Hyper-Authored Output

With a Z-score of -1.296, the institution demonstrates a very low incidence of hyper-authored publications, a figure significantly better than the national average of -0.228. This low-profile consistency, where the absence of risk signals is even more pronounced than the national standard, points to healthy and transparent authorship practices. The data suggests that the university effectively distinguishes between necessary large-scale collaboration and questionable practices like 'honorary' or political authorship. This fosters a culture of individual accountability and ensures that author lists accurately reflect meaningful intellectual contributions.

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

The institution's Z-score of -3.186 is exceptionally low, starkly contrasting with the national average of -0.320. This outstanding result indicates a near-zero gap between the impact of its overall output and the output where it holds a leadership role, demonstrating a profile of low-risk consistency that far exceeds the national standard. A minimal gap is a powerful indicator of sustainable, endogenous scientific strength. It suggests that the institution's prestige is built upon its own structural capacity and intellectual leadership, rather than being dependent on the contributions of external partners. This reflects a mature research ecosystem capable of generating high-impact work independently.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is significantly lower than the national average of -0.178, indicating a very low prevalence of hyperprolific authors. This low-profile consistency, where risk signals are virtually absent compared to the national context, is a positive sign of a balanced research environment. It suggests that the university's culture prioritizes the quality and integrity of the scientific record over sheer publication volume. By avoiding the pressures that can lead to coercive authorship or data fragmentation, the institution fosters a healthier dynamic where meaningful intellectual contribution is valued above potentially unsustainable productivity metrics.

Rate of Output in Institutional Journals

The institution'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 demonstrates a perfect integrity synchrony, showing total alignment with a national environment of maximum scientific security in this area. The low rate indicates that the university avoids the potential conflicts of interest and academic endogamy associated with excessive reliance on in-house journals. Instead, its researchers predominantly engage with external, independent peer-review processes, ensuring their work is validated by the global scientific community and enhancing its visibility and credibility.

Rate of Redundant Output

With a Z-score of -0.103, the institution maintains a low-risk profile, though this value is slightly higher than the national average of -0.379. This score points to an incipient vulnerability, suggesting that while the overall risk is contained, the center shows minor signals that warrant review before they escalate. The data indicates a slightly greater tendency toward bibliographic overlap between publications compared to the national norm. This could be an early indicator of data fragmentation or 'salami slicing,' a practice that artificially inflates productivity. Monitoring this trend is advisable to ensure that research contributions remain significant and that the scientific record is not burdened by minimally distinct publications.