| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.492 | -0.755 |
|
Retracted Output
|
-0.625 | -0.058 |
|
Institutional Self-Citation
|
1.106 | 0.660 |
|
Discontinued Journals Output
|
-0.315 | -0.195 |
|
Hyperauthored Output
|
-0.525 | -0.109 |
|
Leadership Impact Gap
|
-1.427 | 0.400 |
|
Hyperprolific Authors
|
-1.413 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
0.384 | 0.026 |
Jan Dlugosz University presents a robust scientific integrity profile, reflected in an overall risk score of -0.393, indicating performance that is commendably safer than the global average. The institution demonstrates exceptional strengths in fostering genuine intellectual leadership and seeking external validation, as evidenced by its very low risk scores in the impact leadership gap and output in institutional journals—areas where it effectively isolates itself from less favorable national trends. According to SCImago Institutions Rankings data, this foundation of integrity supports notable thematic strengths, particularly in Energy, where it ranks 3rd in Poland and 5th in Eastern Europe, as well as in Pharmacology, Toxicology and Pharmaceutics, Medicine, and Arts and Humanities. However, areas requiring strategic monitoring include a moderate deviation from national norms in multiple affiliations and a higher-than-average exposure to institutional self-citation and redundant publication practices. These specific vulnerabilities could subtly undermine the University's mission to uphold "universal ethical principles" and "improve the quality of education," as they risk prioritizing metrics over substantive contribution. To fully align its operational reality with its aspirational mission, the University is encouraged to address these specific medium-risk areas, thereby reinforcing its already strong position as a leader in ethical and high-quality research.
The University's Z-score of 0.492 shows a moderate deviation from the national Z-score of -0.755. This indicates that the institution displays a greater sensitivity to risk factors associated with multiple affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility, dual appointments, or partnerships, this score suggests a need to review affiliation patterns. The divergence from the national standard warrants an examination to ensure that these affiliations are primarily driven by substantive collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," thereby safeguarding the transparency of institutional contributions.
With a Z-score of -0.625, the University demonstrates a near-total absence of risk signals related to retracted publications, a figure that is even more secure than the already low-risk national average of -0.058. This low-profile consistency suggests that the institution's quality control and supervision mechanisms prior to publication are exceptionally effective. The score reflects a culture of integrity and methodological rigor that successfully prevents the types of errors or malpractice that can lead to retractions, aligning perfectly with a commitment to high-quality, reliable scientific output.
The institution exhibits a Z-score of 1.106 in institutional self-citation, which is notably higher than the national average of 0.660. Although the national context already shows a medium level of this activity, the University's score indicates a higher exposure, suggesting it is more prone to this risk than its peers. While a certain level of self-citation is natural and reflects the continuity of research lines, this elevated rate warns of potential scientific isolation or 'echo chambers'. It signals a risk of endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than validated by broader recognition from the global scientific community.
The University's Z-score of -0.315 is lower than the country's Z-score of -0.195, demonstrating a prudent profile in its selection of publication venues. This suggests that the institution's researchers manage their publication processes with more rigor than the national standard. By avoiding discontinued journals, which often fail to meet international ethical or quality standards, the University effectively mitigates reputational risks. This careful approach indicates strong information literacy and due diligence, ensuring that research resources are channeled toward credible and impactful dissemination channels.
With a Z-score of -0.525, significantly lower than the national average of -0.109, the institution displays a prudent and rigorous approach to authorship. This profile indicates that the University manages its collaborative processes with more control than the national standard. The lower incidence of hyper-authored publications suggests a healthy culture of accountability and transparency, effectively avoiding the risks of author list inflation or 'honorary' authorships. This reflects a commitment to ensuring that credit is assigned based on meaningful intellectual contribution, reinforcing the integrity of its research.
The University shows a Z-score of -1.427, which represents a state of preventive isolation from the national trend, where the country's Z-score is 0.400. This stark contrast is a significant strength, indicating that the institution does not replicate the risk dynamics of dependency observed elsewhere in the country. A very low score demonstrates that the University's scientific prestige is built on strong internal capacity and intellectual leadership, rather than being dependent on external partners. This structural self-sufficiency ensures that its high-impact research is sustainable and a direct result of its own scholarly excellence.
The institution's Z-score of -1.413 is exceptionally low, indicating a near-complete absence of hyperprolific publication activity and placing it in strong alignment with the low-risk national environment (Z-score of -0.611). This low-profile consistency underscores a healthy institutional balance between productivity and quality. The data suggests that the University fosters an environment where meaningful intellectual contribution is valued over sheer publication volume, effectively avoiding risks such as coercive authorship or the dilution of scientific quality that can be associated with extreme publication rates.
With a Z-score of -0.268, the University demonstrates a clear disconnection from the risk dynamics observed at the national level, where the country's Z-score is 0.344. This state of preventive isolation is a key indicator of strong governance. By largely avoiding in-house journals, the institution sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and credibility, and confirms that its researchers compete in standard competitive validation channels rather than relying on internal 'fast tracks'.
The University's Z-score for redundant output is 0.384, a figure that indicates high exposure to this risk, as it is significantly more pronounced than the national average of 0.026. Although the national level is also in the medium-risk category, the University appears more prone to this practice. This score alerts to the potential for 'salami slicing,' where a coherent study may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer review system but also risks distorting the scientific record by prioritizing publication volume over the generation of significant new knowledge.