| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.597 | -0.886 |
|
Retracted Output
|
-0.099 | -0.049 |
|
Institutional Self-Citation
|
-0.402 | -0.393 |
|
Discontinued Journals Output
|
0.038 | -0.217 |
|
Hyperauthored Output
|
0.647 | -0.228 |
|
Leadership Impact Gap
|
-0.742 | -0.320 |
|
Hyperprolific Authors
|
2.287 | -0.178 |
|
Institutional Journal Output
|
-0.240 | -0.252 |
|
Redundant Output
|
-0.441 | -0.379 |
Sejong University presents a robust scientific profile, characterized by a low overall risk score of 0.076 and notable strengths in research areas with high strategic value. According to SCImago Institutions Rankings data, the university holds top-tier national positions in key disciplines, including Business, Management and Accounting (4th), Computer Science (6th), Engineering (7th), and Mathematics (8th). This thematic excellence is underpinned by strong integrity practices in several areas, such as a minimal reliance on institutional journals and a prudent management of redundant publications. However, this solid foundation is contrasted by significant alerts, most critically in the Rate of Hyperprolific Authors, and to a lesser extent, in Hyper-Authored Output and publication in discontinued journals. While a specific mission statement was not available for this analysis, the university's demonstrated academic leadership implies a commitment to excellence and social responsibility. The identified risks, particularly those suggesting a focus on quantity over quality, could undermine this commitment. It is therefore recommended that Sejong University leverage its clear strengths in research leadership and integrity to implement targeted policies that address these vulnerabilities, ensuring its impressive scholarly output is fully aligned with the highest standards of scientific rigor and transparency.
The institution's Z-score of -0.597 indicates a slightly higher rate of multiple affiliations compared to the national baseline of -0.886, which is almost inert. This slight divergence suggests the emergence of risk signals that, while not alarming, differ from the broader national context where such practices are less common. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation from a very low national standard warrants observation to ensure these affiliations are consistently driven by genuine collaboration rather than strategic attempts to inflate institutional credit.
With a Z-score of -0.099, the institution's rate of retracted output is statistically normal and aligns closely with the national average of -0.049. This parity suggests that the university's pre-publication quality control mechanisms and post-publication corrective processes are functioning at a level consistent with its operational context and national peers. The current rate does not point to systemic failures but rather reflects the expected, complex reality of scientific correction within a large-scale research environment, where some retractions signify responsible supervision and the honest correction of errors.
The institution's self-citation rate (Z-score: -0.402) is in lockstep with the national average (Z-score: -0.393), indicating a risk level that is normal and expected for its context. This alignment suggests that the level of internal citation is natural, likely reflecting the continuity of established research lines. The data does not point to concerning scientific isolation or 'echo chambers,' nor does it suggest that the institution's academic influence is being oversized by internal dynamics beyond what is standard practice in the country.
The institution displays a greater tendency to publish in discontinued journals (Z-score: 0.038) compared to its national peers, who show a much lower rate (Z-score: -0.217). This moderate deviation constitutes a critical alert regarding due diligence in selecting dissemination channels. The positive Z-score indicates that a portion of its scientific production 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 its researchers to avoid wasting resources on 'predatory' or low-quality publications.
With a Z-score of 0.647, the institution shows a greater sensitivity to hyper-authorship than the national average of -0.228. This moderate deviation highlights a noticeable pattern of publications with extensive author lists. While this practice is legitimate in 'Big Science' fields, its prevalence here serves as a signal to review authorship practices across all disciplines. It is important to distinguish between necessary massive collaboration and potential author list inflation, which can dilute individual accountability and transparency. This trend calls for an internal review to ensure authorship attributions are consistently meaningful and justified.
The institution demonstrates a prudent and sustainable profile in its research impact, with a Z-score of -0.742 that is significantly better than the national standard of -0.320. This indicates a smaller gap between its overall impact and the impact of research where it holds a leadership role. This strong performance suggests that the university's scientific prestige is largely generated by its own structural capacity rather than being dependent on external partners. This points to a healthy model of scientific excellence built on robust internal capabilities and intellectual leadership.
A critical risk signal emerges in the rate of hyperprolific authors, where the institution's Z-score of 2.287 represents a severe discrepancy from the low-risk national environment (Z-score: -0.178). This atypical and extreme value requires a deep integrity assessment, as it points to a concentration of authors with publication volumes that challenge the limits of meaningful intellectual contribution. This situation alerts to potential imbalances between quantity and quality and may indicate underlying issues such as coercive authorship, 'salami slicing,' or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution demonstrates integrity synchrony with the national environment, which operates with maximum security regarding this indicator. With a Z-score of -0.240, nearly identical to the country's -0.252, there is a total absence of risk signals related to academic endogamy. This indicates that the university does not excessively depend on its in-house journals, thereby avoiding potential conflicts of interest and ensuring its scientific production undergoes independent external peer review, which is fundamental for global visibility and competitive validation.
The institution manages the risk of redundant publications with more rigor than the national standard, exhibiting a prudent profile with a Z-score of -0.441, which is lower than the country's -0.379. This suggests stronger controls against the practice of dividing a single coherent study into minimal publishable units to artificially inflate productivity. This commendable approach indicates a commitment to publishing significant new knowledge over sheer volume, thereby protecting the integrity of the scientific evidence base and respecting the academic review system.
