| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.875 | -0.755 |
|
Retracted Output
|
0.540 | -0.058 |
|
Institutional Self-Citation
|
0.981 | 0.660 |
|
Discontinued Journals Output
|
0.597 | -0.195 |
|
Hyperauthored Output
|
-0.897 | -0.109 |
|
Leadership Impact Gap
|
-0.243 | 0.400 |
|
Hyperprolific Authors
|
-0.900 | -0.611 |
|
Institutional Journal Output
|
0.436 | 0.344 |
|
Redundant Output
|
-0.173 | 0.026 |
The Silesian University of Technology demonstrates a solid overall integrity profile, reflected in a low global risk score of 0.131. The institution exhibits notable strengths in managing research practices, with very low to low risk signals in areas such as hyper-prolific authorship, multiple affiliations, hyper-authorship, and redundant publications. These results indicate robust internal governance and a research culture that prioritizes quality and accountability. According to SCImago Institutions Rankings data, this operational integrity supports a position of academic leadership, with top-tier national rankings in key areas including Business, Management and Accounting (#1), Economics, Econometrics and Finance (#1), Energy (#2), and Computer Science (#3). However, the analysis also reveals vulnerabilities, particularly in the rates of retracted output, institutional self-citation, and publication in discontinued journals, which are higher than the national average. These medium-risk indicators present a direct challenge to the university's mission to uphold the "highest quality of research," "ethical values," and "good practices in science." To fully align its operational reality with its strategic vision, it is recommended that the institution focuses on strengthening its pre-publication review mechanisms and enhancing information literacy regarding dissemination channels, thereby safeguarding its well-earned prestige and ensuring its contributions to the knowledge-based society are both innovative and unimpeachably sound.
The institution presents a Z-score of -0.875, a value indicating a very low risk level that is consistent with the national context of Poland (Z-score: -0.755). This result demonstrates a healthy and transparent approach to institutional collaboration. The absence of anomalous signals suggests that affiliations are managed correctly, without resorting to strategic practices like "affiliation shopping" to artificially inflate institutional credit. This low-profile consistency aligns with national standards and reflects a stable and well-defined collaborative framework.
With a Z-score of 0.540, the institution shows a medium risk level that moderately deviates from the low-risk national standard (Z-score: -0.058). This discrepancy suggests the institution is more sensitive to factors leading to retractions than its national peers. While some retractions can signify responsible supervision and the honest correction of errors, a rate significantly higher than the country average serves as an alert. It indicates that quality control mechanisms prior to publication may be facing systemic challenges, potentially pointing to recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the institution's integrity culture.
The institution's Z-score of 0.981 places it in the medium risk category, showing a higher exposure to this risk than the national average (Z-score: 0.660), which is also at a medium level. This indicates that the university is more prone to insular citation patterns than its peers. A certain level of self-citation is natural, reflecting the continuity of research lines; however, this disproportionately high rate signals a potential for 'echo chambers' where work is validated without sufficient external scrutiny. This dynamic warns of a risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution's Z-score of 0.597 signifies a medium risk, representing a moderate deviation from Poland's low-risk national profile (Z-score: -0.195). This gap is a critical alert regarding the due diligence applied in selecting dissemination channels. A high proportion of publications in such journals indicates that a significant portion of scientific output is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need to improve information literacy among researchers to avoid wasting resources on 'predatory' or low-quality publishing practices.
With a Z-score of -0.897, the institution demonstrates a prudent, low-risk profile that is significantly more rigorous than the national standard (Z-score: -0.109). This result indicates that the university manages authorship attribution with greater control than its peers. The low rate suggests a clear distinction between necessary massive collaboration, typical in 'Big Science,' and questionable practices like author list inflation or 'honorary' authorships. This reflects a culture that values individual accountability and transparency in research contributions.
The institution shows a Z-score of -0.243, a low-risk value that demonstrates significant institutional resilience compared to the medium-risk national trend in Poland (Z-score: 0.400). This result indicates that the university's control mechanisms effectively mitigate the systemic risk of impact dependency. A low gap suggests that the institution's scientific prestige is structural and not overly reliant on external partners for impact. This reflects a strong internal capacity and confirms that its excellence metrics are derived from genuine intellectual leadership rather than just strategic positioning in collaborations.
The institution's Z-score of -0.900 reflects a very low risk, a position of low-profile consistency that aligns well with the low-risk national environment (Z-score: -0.611). This absence of risk signals is a positive indicator of a balanced research culture. It suggests that the institution is not exposed to the potential imbalances between quantity and quality that can arise from extreme individual publication volumes, and it shows no signs of problematic dynamics such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record.
With a Z-score of 0.436, the institution is in a medium-risk category and shows a higher exposure to this risk compared to the national average (Z-score: 0.344). This suggests the university is more prone to relying on its own publication channels than its peers. While in-house journals can be valuable for local dissemination, this heightened dependence raises potential conflicts of interest and warns of a risk of academic endogamy. It may indicate that a portion of scientific production is bypassing independent external peer review, potentially limiting global visibility and using internal channels as 'fast tracks' to inflate publication records without standard competitive validation.
The institution's Z-score of -0.173 places it in a low-risk category, showcasing institutional resilience against a risk that is more prevalent at the national level in Poland (Z-score: 0.026, medium risk). This demonstrates that the university's control mechanisms are effective in promoting substantive research contributions. The low rate of bibliographic overlap suggests that researchers are not engaging in 'salami slicing'—the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity. This commitment to publishing significant new knowledge upholds the integrity of the scientific evidence base.
