| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.570 | 0.726 |
|
Retracted Output
|
-0.362 | -0.233 |
|
Institutional Self-Citation
|
-0.156 | 0.310 |
|
Discontinued Journals Output
|
-0.300 | -0.189 |
|
Hyperauthored Output
|
0.378 | 0.352 |
|
Leadership Impact Gap
|
1.028 | 0.826 |
|
Hyperprolific Authors
|
-0.593 | -0.462 |
|
Institutional Journal Output
|
-0.268 | 0.703 |
|
Redundant Output
|
-0.200 | 0.409 |
The University of Pecs demonstrates a robust scientific integrity profile, with an overall risk score of -0.145 that indicates a performance well within the parameters of international best practices. The institution's primary strengths lie in its clear disconnection from national risk trends, particularly in its minimal use of institutional journals and its effective control over self-citation and redundant publications. These low-risk indicators are complemented by strong thematic positioning, with SCImago Institutions Rankings data highlighting national leadership in areas such as Psychology (ranked 3rd in Hungary), Dentistry (4th), Physics and Astronomy (4th), and Veterinary sciences (5th). This solid foundation of integrity directly supports the university's mission to be a key regional driver of "intellectual output" and to train "outstanding professionals." However, moderate risks in hyper-authorship and, most notably, a significant gap between its overall impact and the impact of its self-led research, suggest a potential dependency on external collaborations that could challenge the long-term goal of strengthening "university-centred innovation." To fully align its operational excellence with its strategic vision, the university is encouraged to leverage its strong governance to foster greater intellectual leadership in its collaborations, ensuring its prestigious reputation is built upon a sustainable and endogenous research capacity.
The institution presents a Z-score of 0.570, which is below the national average of 0.726. This indicates a more controlled and differentiated management of affiliation practices compared to the broader trend in Hungary. While multiple affiliations often arise from legitimate collaborations, the university's more moderate rate suggests effective oversight that mitigates the risk of using this practice for strategic attempts to inflate institutional credit or engage in “affiliation shopping.” This prudent approach helps ensure that institutional credit is a fair reflection of genuine collaborative contributions.
With a Z-score of -0.362, significantly lower than the national score of -0.233, the institution exhibits a prudent and rigorous profile regarding its published record. This very low incidence of retractions suggests that its quality control mechanisms prior to publication are functioning more effectively than the national standard. This performance is a positive signal of responsible supervision and a strong institutional integrity culture, indicating that potential methodological or ethical issues are likely identified and corrected before they can compromise the scientific record.
The University of Pecs shows remarkable institutional resilience, with a Z-score of -0.156 in stark contrast to the national medium-risk average of 0.310. This demonstrates that the institution's control mechanisms successfully mitigate a systemic risk prevalent in its environment. While a certain level of self-citation is normal, the university avoids the concerning "echo chambers" or scientific isolation that can arise from disproportionately high rates. This commitment to external validation ensures its academic influence is earned through global community recognition rather than being inflated by endogamous internal dynamics.
The institution's Z-score of -0.300, which is lower than the national average of -0.189, points to a prudent profile in its selection of publication venues. This result suggests that the university's researchers exercise greater due diligence than their national peers in vetting journals, thereby avoiding channels that may not meet international ethical or quality standards. This careful approach is crucial for protecting the institution's reputation and ensuring that research efforts are not wasted on 'predatory' or low-quality practices that offer little value to the scientific community.
The institution's Z-score of 0.378 is nearly identical to the national average of 0.352, indicating that its authorship patterns reflect a systemic practice shared across the country. This alignment suggests that the prevalence of publications with extensive author lists is likely influenced by national disciplinary norms or evaluation policies rather than a unique institutional issue. However, this shared pattern still warrants attention, as it is essential to distinguish between necessary massive collaboration in "Big Science" and potential 'honorary' authorship practices that can dilute individual accountability and transparency.
With a Z-score of 1.028, which is notably higher than the national average of 0.826, the institution shows a high exposure to risks associated with dependency on external collaborations. This wide positive gap suggests that a significant portion of the university's scientific prestige is dependent and exogenous, rather than being structurally generated by its own intellectual leadership. This metric invites a strategic reflection on whether the institution's high-impact metrics result from its real internal capacity or from a strategic positioning in collaborations where it does not exercise primary scientific direction, posing a potential risk to its long-term research sustainability.
The institution maintains a prudent profile with a Z-score of -0.593, well below the national average of -0.462. This indicates that the university manages its research environment with more rigor than the national standard, fostering a culture that prioritizes quality over excessive publication volume. By showing a lower incidence of extreme individual productivity, the institution effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, thereby upholding the integrity of its scientific record and promoting a healthier balance between quantity and meaningful intellectual contribution.
The University of Pecs demonstrates a clear case of preventive isolation, with a Z-score of -0.268 placing it in the very low-risk category, in sharp contrast to the medium-risk national average of 0.703. The institution does not replicate the risk dynamics observed in its environment, showing a strong commitment to external validation. By avoiding dependence on in-house journals, it sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific production bypasses internal 'fast tracks' and is instead subjected to independent, competitive peer review, which is fundamental for achieving global visibility and credibility.
Displaying strong institutional resilience, the university's Z-score of -0.200 is significantly lower than the national medium-risk average of 0.409. This indicates that its internal control mechanisms are effectively mitigating a systemic national trend toward data fragmentation. The institution's low rate of bibliographic overlap suggests a culture that discourages 'salami slicing'—the practice of dividing a single study into minimal publishable units to artificially inflate productivity. This focus on substance over volume ensures the university contributes significant new knowledge rather than over-burdening the review system with redundant content.