University of Miskolc

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Miskolc demonstrates a solid and generally low-risk profile in scientific integrity, with an overall score of -0.243. The institution's primary strengths are concentrated in areas reflecting robust internal processes and intellectual autonomy, including exceptionally low rates of retracted output, hyperprolific authorship, and a minimal gap between its overall impact and the impact of research under its direct leadership. However, areas requiring strategic attention include a tendency towards institutional self-citation and redundant publications, which present a medium risk. According to SCImago Institutions Rankings data, the university's strongest thematic areas are Environmental Science, Energy, and Physics and Astronomy, where it holds top-tier national rankings. While a specific mission statement was not provided for this analysis, these identified risks—particularly those related to insular validation and fragmented research—could potentially undermine any institutional mission centered on achieving global excellence and societal impact through transparent, high-quality knowledge creation. To secure its reputational standing and build upon its clear strengths, the university is advised to leverage its effective governance in low-risk areas to develop targeted policies that address and mitigate its moderate vulnerabilities.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 0.322, which is below the national average of 0.726. Although both the university and the country operate within a medium-risk context for this indicator, the institution demonstrates a more moderate expression of this trend. This suggests a differentiated management approach that helps temper the risk of strategic affiliation practices common in the national environment. While multiple affiliations can be a legitimate outcome of collaboration, the university's contained rate indicates a healthier balance, reducing the likelihood that affiliations are being used primarily to inflate institutional credit or through "affiliation shopping," thereby preserving the clarity of its research contributions.

Rate of Retracted Output

With a Z-score of -0.428, significantly lower than the national average of -0.233, the institution exhibits an exemplary record in this area. This near-total absence of risk signals is consistent with the low-risk standard observed nationally, confirming a strong commitment to research quality. Retractions can signal systemic failures in pre-publication quality control. Therefore, this extremely low score is a powerful indicator of a robust integrity culture, suggesting that the university's methodological rigor and supervision mechanisms are effective in preventing the publication of flawed or unreliable research, safeguarding its scientific reputation.

Rate of Institutional Self-Citation

The university's Z-score for this indicator is 1.207, notably higher than the national average of 0.310. This result indicates a high exposure to this particular risk, suggesting the institution is more prone to this behavior than its national peers, even though both fall within a medium-risk category. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate warns of potential scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This dynamic could lead to an endogamous inflation of impact, where the institution's perceived influence is magnified by internal citations rather than by broader recognition from the global scientific community.

Rate of Output in Discontinued Journals

The institution shows a Z-score of 0.182, while the national context presents a score of -0.189. This moderate deviation highlights that the university displays a greater sensitivity to this risk factor than its national peers, moving from a low-risk national environment to a medium-risk institutional reality. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, creating reputational risks and suggesting a need to enhance information literacy to avoid predatory or low-quality publishing practices.

Rate of Hyper-Authored Output

The institution's Z-score is -1.104, a low-risk value that contrasts sharply with the national medium-risk average of 0.352. This demonstrates significant institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks of authorship inflation observed across the country. Outside of "Big Science" contexts where large author lists are normal, hyper-authorship can indicate a dilution of individual accountability. The university's low score suggests a culture that effectively distinguishes between necessary massive collaboration and questionable practices like 'honorary' authorship, thereby maintaining transparency and accountability in its publications.

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

With a Z-score of -1.330, the institution shows an exceptionally strong performance, especially when compared to the national medium-risk average of 0.826. This result points to a preventive isolation from negative national trends, where the university's research impact is not dependent on external leadership. A wide positive gap often signals that prestige is exogenous and reliant on partners. In contrast, the university's very low score indicates that its scientific excellence is structural and stems from genuine internal capacity, demonstrating that it exercises intellectual leadership in its collaborations and builds sustainable, independent research prestige.

Rate of Hyperprolific Authors

The university's Z-score of -1.413 is exceptionally low, positioning it well below the national average of -0.462. This absence of risk signals aligns perfectly with the low-risk national standard, indicating a healthy and balanced approach to academic productivity. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may point to issues like coercive authorship or the assignment of credit without real participation. The institution's very low score suggests that its research environment prioritizes the integrity of the scientific record over sheer metrics, fostering a culture where quality is not compromised by the pressure for quantity.

Rate of Output in Institutional Journals

The institution has a Z-score of -0.268, which signifies a very low risk and stands in stark contrast to the national medium-risk average of 0.703. This reflects a clear preventive isolation, where the university avoids the risk dynamics prevalent in its national environment. Excessive reliance on in-house journals can create conflicts of interest and academic endogamy, allowing research to bypass rigorous external peer review. The university's minimal use of institutional journals demonstrates a commitment to global standards of validation, ensuring its scientific production is vetted by the international community and enhancing its global visibility and credibility.

Rate of Redundant Output

With a Z-score of 0.933, the institution's rate of redundant output is more than double the national average of 0.409. This indicates a high exposure to this risk, suggesting the university is more susceptible to this practice than its peers, amplifying a vulnerability already present in the national system. Massive bibliographic overlap between publications often points to 'salami slicing,' where a single study is fragmented into minimal units to artificially inflate productivity. This high value serves as an alert that such practices may be distorting the scientific record and prioritizing publication volume over the generation of significant new knowledge, warranting a review of publication guidelines.