| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.227 | -0.755 |
|
Retracted Output
|
0.615 | -0.058 |
|
Institutional Self-Citation
|
0.418 | 0.660 |
|
Discontinued Journals Output
|
0.428 | -0.195 |
|
Hyperauthored Output
|
-0.904 | -0.109 |
|
Leadership Impact Gap
|
-0.573 | 0.400 |
|
Hyperprolific Authors
|
1.144 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
-0.269 | 0.026 |
Opole University of Technology presents a composite integrity profile, with an overall score of 0.314 that reflects a balance of significant strengths and specific areas requiring strategic attention. The institution demonstrates robust governance in several key areas, showing exceptional control over academic endogamy, impact dependency, and hyper-authorship, positioning it favorably against national trends. However, this is contrasted by medium-level risks in the rates of multiple affiliations, retracted output, discontinued journals, and hyperprolific authors, all of which are notably higher than the Polish average. According to SCImago Institutions Rankings data, the university's research strengths are most prominent in thematic areas such as Business, Management and Accounting, Physics and Astronomy, and Economics, Econometrics and Finance. While the institution's specific mission was not available for this analysis, the identified risks—particularly those related to publication quality control and authorship practices—could challenge the core academic values of excellence and social responsibility inherent to any leading HEI. The university has a solid foundation of integrity; a focused effort to reinforce quality assurance protocols, authorship policies, and guidance on publication channel selection will be crucial to mitigate vulnerabilities and fully align its operational practices with its clear research strengths.
The institution's Z-score of 0.227 indicates a moderate deviation from the national Z-score of -0.755. This suggests that the university shows 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 or partnerships, the university's higher rate warrants a review to ensure these practices are driven by substantive collaboration rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping.”
With a Z-score of 0.615, the institution shows a moderate deviation from the national average of -0.058. This divergence suggests that its quality control mechanisms prior to publication may be facing systemic challenges not prevalent elsewhere in the country. A rate significantly higher than the national average alerts to a potential vulnerability in the institution's integrity culture. This may indicate recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to prevent further reputational risk.
The institution's Z-score of 0.418, when compared to the national Z-score of 0.660, points to differentiated management of a risk that is common in the country. Although both operate at a medium-risk level, the university's rate is considerably lower, indicating effective internal controls that moderate a national trend. A certain level of self-citation is natural, but the university's more controlled approach helps it avoid the pitfalls of scientific isolation or 'echo chambers,' ensuring its academic influence is less susceptible to endogamous impact inflation than the national average.
The institution's Z-score of 0.428 represents a moderate deviation from the national Z-score of -0.195, indicating a greater institutional sensitivity to this particular risk. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a significant portion of scientific production may be channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to avoid predatory practices.
The institution demonstrates a prudent profile with a Z-score of -0.904, which is significantly lower than the national average of -0.109. This indicates that the university manages its collaborative processes with more rigor than the national standard. By maintaining a low rate of hyper-authored output, the institution effectively avoids the risks of author list inflation and diluted individual accountability, signaling a culture that values genuine contribution over the inclusion of 'honorary' or political authorships.
With a Z-score of -0.573, the institution displays strong institutional resilience, especially when contrasted with the national Z-score of 0.400. This result suggests that the university's control mechanisms successfully mitigate the systemic national risk of impact dependency. A low gap indicates that the institution's scientific prestige is structural and not overly reliant on external partners for impact. This reflects real internal capacity and intellectual leadership, a key strength that sets it apart from the broader national trend.
The institution's Z-score of 1.144 marks a moderate deviation from the national Z-score of -0.611, showing a greater sensitivity to the risks associated with hyperprolific authors. While high productivity can be legitimate, extreme publication volumes challenge the limits of meaningful intellectual contribution. This high indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or 'salami slicing.' It underscores a need to review institutional policies to ensure they prioritize the integrity of the scientific record over raw metrics.
The institution's Z-score of -0.268, compared to the national Z-score of 0.344, is a clear sign of preventive isolation. This demonstrates that the university does not replicate the risk dynamics related to academic endogamy that are observed in its environment. By maintaining a very low dependence on its own journals, the institution avoids potential conflicts of interest and ensures its scientific production undergoes independent external peer review. This practice enhances global visibility and signals a strong commitment to competitive, merit-based validation.
The institution exhibits institutional resilience with a Z-score of -0.269, in contrast to the national Z-score of 0.026. This indicates that its internal controls effectively mitigate the systemic risk of 'salami slicing' present in the country. By discouraging the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, the university promotes the creation of significant new knowledge over volume. This approach strengthens the integrity of the scientific evidence it produces and reduces the burden on the peer-review system.
