| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.078 | -0.755 |
|
Retracted Output
|
-0.390 | -0.058 |
|
Institutional Self-Citation
|
-0.458 | 0.660 |
|
Discontinued Journals Output
|
-0.113 | -0.195 |
|
Hyperauthored Output
|
-0.295 | -0.109 |
|
Leadership Impact Gap
|
0.600 | 0.400 |
|
Hyperprolific Authors
|
-1.413 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
-0.058 | 0.026 |
Lazarski University presents a robust profile of scientific integrity, with an overall risk score of -0.426 that indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of hyperprolific authorship, multiple affiliations, and output in institutional journals, reflecting a culture that prioritizes quality and transparency. This strong ethical foundation is a key asset, particularly given the institution's notable strength in Medicine, where it holds a significant position within Poland according to SCImago Institutions Rankings data. However, a medium-risk signal in the gap between its overall impact and the impact of its led research suggests a potential dependency on external collaborators. This finding does not contradict the mission's focus on an "international character" but calls for a strategic balance to ensure that collaboration translates into the development of internal leadership. The institution's commitment to a strong "work ethos" is clearly evidenced by its low-risk profile, which serves as a solid base for addressing this dependency and transforming its international partnerships into sustainable, internally-driven excellence.
The institution demonstrates an exemplary position with a Z-score of -1.078, significantly lower than the national average of -0.755. This result indicates a clear and transparent policy regarding institutional affiliation that aligns perfectly with national standards of good practice. While multiple affiliations can be legitimate, the university's extremely low rate provides strong assurance against strategic attempts to inflate institutional credit or "affiliation shopping," reinforcing a culture of unambiguous academic contribution.
With a Z-score of -0.390, the institution shows a near-total absence of retracted publications, a figure that is well below the already low national average of -0.058. This lack of risk signals is consistent with the national environment and points to highly effective quality control mechanisms prior to publication. It suggests that the institution's integrity culture and methodological rigor are robust, successfully preventing the systemic failures or recurring malpractice that a higher rate might indicate.
The university's Z-score of -0.458 is in the low-risk category, contrasting sharply with the medium-risk national average of 0.660. This demonstrates significant institutional resilience, as the university successfully mitigates a systemic risk prevalent in its environment. A certain level of self-citation is natural, but by maintaining a low rate, the institution avoids the "echo chambers" and endogamous impact inflation seen elsewhere. This indicates that its academic influence is validated by the broader scientific community, not just by internal dynamics.
The institution's Z-score of -0.113 places it in the low-risk category, though it is slightly higher than the national average of -0.195. This minor deviation suggests an incipient vulnerability that warrants attention. While the overall rate is low, this signal indicates that a small portion of its scientific output may be channeled through media that do not meet international standards. It highlights a need to reinforce information literacy and due diligence in selecting dissemination channels to fully eliminate reputational risks associated with 'predatory' or low-quality practices.
With a Z-score of -0.295, the institution maintains a more prudent profile than the national standard (-0.109), despite both being in the low-risk range. This superior performance suggests that the university manages its authorship processes with greater rigor than its peers. By effectively avoiding patterns of author list inflation outside of legitimate "Big Science" contexts, the institution promotes individual accountability and transparency, steering clear of practices like 'honorary' or political authorship.
The institution's Z-score of 0.600 is in the medium-risk category and is notably higher than the national average of 0.400, indicating a high exposure to this specific risk. This wide positive gap suggests that the university's scientific prestige is heavily dependent on external partners rather than being structurally generated from within. While collaboration is vital, this imbalance signals a sustainability risk, prompting a strategic reflection on whether its high-impact metrics result from genuine internal capacity or from a supporting role in collaborations where it does not exercise intellectual leadership.
The institution exhibits an exceptionally strong performance with a Z-score of -1.413, placing it in the very low-risk category and far below the national average of -0.611. This absence of risk signals, which is consistent with the low-risk national context, points to a healthy research environment. It indicates a culture that values meaningful intellectual contribution over sheer volume, effectively mitigating risks such as coercive authorship or the assignment of authorship without real participation, and ensuring a proper balance between quantity and quality.
With a Z-score of -0.268 (very low risk), the institution demonstrates a clear preventive isolation from the national trend, where the average is 0.344 (medium risk). This indicates a strategic choice to prioritize external, independent peer review over in-house publication. By avoiding excessive dependence on its own journals, the university circumvents potential conflicts of interest and academic endogamy, ensuring its scientific production is validated against global competitive standards and not channeled through internal 'fast tracks' that might inflate productivity without sufficient scrutiny.
The institution's Z-score of -0.058 (low risk) showcases its resilience against a vulnerability more present at the national level (average score of 0.026, medium risk). This indicates that the university's control mechanisms are effectively mitigating the risk of data fragmentation. By maintaining a low rate of bibliographic overlap, the institution fosters a culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity through 'salami slicing,' thereby strengthening the integrity of the scientific record.