| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.342 | -0.755 |
|
Retracted Output
|
2.268 | -0.058 |
|
Institutional Self-Citation
|
2.878 | 0.660 |
|
Discontinued Journals Output
|
0.719 | -0.195 |
|
Hyperauthored Output
|
-0.968 | -0.109 |
|
Leadership Impact Gap
|
-3.028 | 0.400 |
|
Hyperprolific Authors
|
1.629 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
3.722 | 0.026 |
WSB University demonstrates a complex profile, balancing areas of exceptional scientific integrity with significant vulnerabilities that require strategic attention. With an overall risk score of 1.324, the institution presents a mixed performance where pronounced strengths in research autonomy and publication ethics coexist with critical alerts in quality control and citation practices. The university's strongest performance, according to SCImago Institutions Rankings data, is concentrated in Business, Management and Accounting (ranked 2nd in Poland) and Economics, Econometrics and Finance (ranked 4th in Poland), underscoring its national leadership in these fields. However, the significant risks identified in retracted output, institutional self-citation, and redundant publications directly challenge the core of its mission to "generate useful knowledge" and be an "open and innovative university." These practices suggest a potential misalignment, where a focus on metrics may overshadow the pursuit of robust, impactful science, thereby undermining the very foundation upon which it educates future specialists. To fully realize its visionary goals, it is recommended that the university leverages its clear strengths in intellectual leadership to implement enhanced quality assurance protocols, promote a culture of external validation, and establish clear guidelines on authorship and publication ethics.
The institution presents a Z-score of 2.342, a notable contrast to the national average of -0.755. This moderate deviation indicates that the university shows a greater sensitivity to risk factors associated with affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the elevated rate here warrants a closer look. It suggests a need to verify that these affiliations stem from genuine, substantive collaborations rather than strategic attempts to inflate institutional credit or "affiliation shopping," ensuring that all declared contributions are transparent and verifiable.
With a Z-score of 2.268 against a national average of -0.058, the institution displays a severe discrepancy in its rate of retracted publications. This level of risk activity is highly atypical for the Polish context and demands a deep integrity assessment. Retractions are complex, but a rate this far above the norm suggests that pre-publication quality control mechanisms may be failing systemically. This is a critical alert for a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of 2.878 significantly surpasses the national Z-score of 0.660, indicating an accentuation of a vulnerability already present in the national system. A certain level of self-citation is natural, but this disproportionately high rate signals a concerning degree of scientific isolation. This behavior risks creating an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. Such a high value warns of potential endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
The university's Z-score of 0.719, compared to the country's average of -0.195, reflects a moderate deviation and a greater sensitivity to this risk factor than its peers. This score constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. It indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality journals.
The institution demonstrates a prudent profile with a Z-score of -0.968, which is notably lower than the national average of -0.109. This result suggests that the university manages its authorship processes with more rigor than the national standard. By maintaining a low rate of hyper-authored publications, the institution effectively distinguishes between necessary massive collaboration, typical in 'Big Science,' and potentially problematic practices like author list inflation. This reflects a healthy approach to ensuring that authorship accurately represents individual accountability and transparency.
With a Z-score of -3.028, the institution shows a preventive isolation from the national trend (Z-score of 0.400), marking a significant area of strength. While it is common for institutions to rely on external partners for impact, this university demonstrates the opposite. The very low score indicates that its scientific prestige is not dependent on external collaborations but is instead structural and driven by strong internal capacity. This reflects a high degree of intellectual leadership and research sustainability, where excellence metrics are the result of genuine internal capabilities rather than strategic positioning in projects led by others.
The institution's Z-score of 1.629 for hyperprolific authors marks a moderate deviation from the national standard of -0.611. This indicates a greater sensitivity to this risk factor, as the university has a higher concentration of authors with extreme publication volumes. This pattern alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, 'salami slicing,' or the assignment of authorship without real participation. It suggests a need to review institutional incentives to ensure they prioritize meaningful intellectual contributions over sheer publication counts, thereby safeguarding the integrity of the scientific record.
The university's Z-score of -0.268 stands in stark contrast to the national average of 0.344, demonstrating a preventive isolation from a common risk in its environment. This is a key institutional strength. By avoiding dependence on its own journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, which is essential for limiting the use of internal channels as 'fast tracks' for publication and for enhancing the global visibility and competitive validation of its research.
With a Z-score of 3.722, the institution significantly amplifies a vulnerability present in the national system (Z-score of 0.026). This extremely high value is a critical red flag for the practice of data fragmentation or 'salami slicing.' It strongly suggests a pattern of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence and overburdens the peer-review system but also indicates a culture that may prioritize volume over the generation of significant new knowledge, requiring urgent intervention.
