| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.706 | -0.755 |
|
Retracted Output
|
-0.071 | -0.058 |
|
Institutional Self-Citation
|
-0.339 | 0.660 |
|
Discontinued Journals Output
|
-0.154 | -0.195 |
|
Hyperauthored Output
|
-1.149 | -0.109 |
|
Leadership Impact Gap
|
-0.690 | 0.400 |
|
Hyperprolific Authors
|
-1.179 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
-0.883 | 0.026 |
The Warsaw School of Economics (SGH) demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.420 that indicates robust and responsible research practices. The institution consistently outperforms national averages, particularly in areas susceptible to metric-driven pressures, showcasing a culture that prioritizes quality and ethical conduct. Key strengths are evident in the remarkably low rates of hyper-authorship, hyper-prolific authors, publication in institutional journals, and redundant output, suggesting a clear focus on meaningful contributions over volume. This outstanding performance in research integrity aligns perfectly with SGH's thematic leadership, as evidenced by its high national rankings in core areas such as Economics, Econometrics and Finance and Business, Management and Accounting according to SCImago Institutions Rankings data. The institution's commitment to avoiding integrity risks directly embodies its mission to be a "socially responsible university" that "promotes ethical citizenship." By maintaining such high standards, SGH ensures that its pursuit of academic excellence is built on a foundation of trust and credibility, reinforcing its role in developing future leaders. It is recommended that SGH actively leverages this demonstrable integrity as a strategic asset to enhance its international reputation and attract talent committed to rigorous and ethical scholarship.
The institution's Z-score of -0.706 is statistically aligned with the national average of -0.755, indicating a risk level that is normal and expected for its context. This suggests that collaborative practices and researcher affiliations are managed within standard parameters. While multiple affiliations can sometimes be used strategically to inflate institutional credit, the low and consistent rate at the Warsaw School of Economics points towards legitimate and well-regulated academic partnerships rather than any signs of "affiliation shopping."
With a Z-score of -0.071, the institution's rate of retracted publications is low and consistent with the national average of -0.058. This statistical normality suggests that the university's pre-publication quality control mechanisms are functioning effectively. The data does not point to any systemic failures in methodological rigor or integrity culture; instead, it reflects a responsible handling of scientific correction that is in line with national standards.
The institution exhibits a low rate of self-citation (Z-score: -0.339), demonstrating significant resilience against the medium-risk trend observed at the national level (Z-score: 0.660). This performance indicates that the university successfully avoids the creation of scientific 'echo chambers' or endogamous impact inflation. By relying on external validation from the global academic community rather than its own work, the institution ensures its research influence is genuine and not artificially inflated by internal dynamics.
The institution's Z-score of -0.154 is statistically normal when compared to the country's average of -0.195. This low and expected rate indicates that the university exercises appropriate due diligence in selecting dissemination channels for its research. This practice is crucial for avoiding reputational damage and the misallocation of resources associated with 'predatory' or low-quality journals, ensuring its scientific output is placed in credible and stable venues.
With a Z-score of -1.149, the institution maintains a very low rate of hyper-authored publications, performing significantly better than the already low-risk national standard (-0.109). This absence of risk signals points to a strong culture of transparency and individual accountability in authorship. It suggests that the university effectively distinguishes between necessary large-scale collaboration and practices of 'honorary' authorship, thereby preventing the dilution of responsibility in its scientific output.
The institution shows a low Z-score of -0.690, indicating that its scientific impact is strongly tied to research where it exercises intellectual leadership. This demonstrates institutional resilience, as it contrasts sharply with the national trend (Z-score: 0.400), where impact is more commonly dependent on external collaborations. This low gap is a sign of structural strength and sustainability, suggesting that the university's prestige is built upon its own internal capacity rather than being an exogenous or dependent variable.
The institution's Z-score of -1.179 is exceptionally low, positioning it well below the national average of -0.611. This near-total absence of hyperprolific authors is a strong positive signal, aligning with a research environment that values quality and meaningful intellectual contribution over sheer publication volume. This result indicates that the university effectively mitigates risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.
The institution demonstrates a clear preventive isolation from national risk dynamics, with a very low Z-score of -0.268 compared to the country's medium-risk score of 0.344. By not relying on its own journals for publication, the university avoids potential conflicts of interest and academic endogamy. This commitment to independent, external peer review enhances the global visibility and credibility of its research, ensuring its work is validated through standard competitive channels rather than internal 'fast tracks'.
With a very low Z-score of -0.883, the institution effectively isolates itself from the medium-risk trend observed across the country (Z-score: 0.026). This result indicates a strong institutional policy, formal or informal, against the practice of fragmenting research into 'minimal publishable units'. By encouraging the publication of coherent and significant studies, the university upholds the integrity of the scientific record and avoids artificially inflating productivity metrics through 'salami slicing'.
