| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.937 | -0.755 |
|
Retracted Output
|
-0.306 | -0.058 |
|
Institutional Self-Citation
|
-0.009 | 0.660 |
|
Discontinued Journals Output
|
-0.516 | -0.195 |
|
Hyperauthored Output
|
-0.077 | -0.109 |
|
Leadership Impact Gap
|
0.353 | 0.400 |
|
Hyperprolific Authors
|
-1.413 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
1.121 | 0.026 |
The University of Social Sciences and Humanities presents a robust scientific integrity profile, reflected in an overall risk score of -0.200. This indicates a performance that is generally sound, characterized by significant strengths in operational diligence and a commitment to external validation. Key areas of excellence include a near-zero rate of publication in discontinued journals, a complete absence of hyperprolific authorship, and a commendable avoidance of institutional journals, positioning the University as a leader in these areas compared to national trends. However, areas requiring strategic attention have been identified, specifically a high rate of multiple affiliations and redundant publications, alongside a dependency on external collaborations for impact. These risk signals, while moderate, could challenge the institution's mission to foster an "inspiring environment" by potentially prioritizing metric-driven behaviors over the pursuit of genuine scientific advancement. The University's outstanding academic leadership, evidenced by its top-tier national rankings in Psychology (Poland #2), Arts and Humanities (Poland #17), and Social Sciences (Poland #28), provides a powerful foundation. By addressing the identified vulnerabilities, the institution can ensure its operational practices fully align with its mission, reinforcing its reputation for excellence and social responsibility.
The institution's Z-score of 0.937 shows a significant contrast with the national average of -0.755. This moderate deviation indicates that the University exhibits a greater sensitivity to risk factors associated with multiple affiliations than its national peers. While often legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit or "affiliation shopping." This divergence from the national standard warrants a review to ensure that all affiliations are transparent, justified, and contribute substantively to the institution's research ecosystem rather than merely amplifying its quantitative footprint.
With a Z-score of -0.306, the institution demonstrates a more prudent profile in managing its published record compared to the national average of -0.058. This suggests that its quality control and supervision mechanisms are applied with greater rigor than the national standard. A lower rate of retractions points towards effective pre-publication review processes and a culture that successfully minimizes unintentional errors, reinforcing the integrity and reliability of its scientific output.
The University's Z-score of -0.009 stands in stark contrast to the national Z-score of 0.660, showcasing remarkable institutional resilience. While the national context shows a tendency towards practices that could create 'echo chambers,' the University mitigates this systemic risk effectively. This low rate of self-citation demonstrates a healthy reliance on external validation and suggests that the institution's academic influence is genuinely recognized by the global community, avoiding the risk of endogamous impact inflation and reinforcing the external credibility of its research lines.
The institution's Z-score of -0.516, compared to the country's score of -0.195, reflects a consistent and exemplary low-risk profile. This absence of risk signals, which is even more pronounced than the national standard, indicates exceptional due diligence in selecting dissemination channels. This performance underscores a strong institutional commitment to channeling its scientific production through media that meet international ethical and quality standards, effectively protecting it from the reputational risks associated with 'predatory' or low-quality practices.
The institution's Z-score of -0.077 is statistically normal and aligns closely with the national average of -0.109. This indicates that the level of extensive co-authorship is as expected for its context and size. The data does not suggest any unusual patterns of author list inflation or practices of 'honorary' authorship, reflecting a standard approach to collaboration that maintains individual accountability and transparency in its research activities.
The institution's Z-score of 0.353 mirrors the national average of 0.400, pointing to a systemic pattern shared across the country. This indicates that a significant portion of the institution's scientific prestige may be dependent on external partners rather than being generated by research where it exercises intellectual leadership. This reliance on exogenous impact, while common, signals a potential sustainability risk and invites a strategic reflection on how to build and showcase genuine internal capacity for high-impact, self-led research.
With a Z-score of -1.413, the institution demonstrates a complete absence of risk signals related to hyperprolific authors, performing significantly better than the national average of -0.611. This low-profile consistency indicates a healthy research environment where a balance between quantity and quality is maintained. It suggests that practices such as coercive authorship or assigning credit without meaningful intellectual contribution are not present, reinforcing the integrity of its authorship culture.
The institution's Z-score of -0.268 marks a clear preventive isolation from the risk dynamics observed at the national level (Z-score: 0.344). By not replicating the country's tendency to publish in-house, the University actively avoids potential conflicts of interest and academic endogamy. This commitment to independent, external peer review is a sign of institutional maturity, ensuring its scientific production is validated against global standards and not channeled through internal 'fast tracks' that could limit visibility and credibility.
The institution's Z-score of 1.121 indicates a high exposure to this risk factor, placing it well above the national average of 0.026, even though both fall within a medium-risk category. This suggests the University is more prone to practices of data fragmentation or 'salami slicing' than its peers. Such a pattern, where studies may be divided into minimal publishable units to artificially inflate productivity, warrants internal review as it can distort the scientific evidence base and prioritize volume over the generation of significant, coherent knowledge.
