| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.646 | -0.755 |
|
Retracted Output
|
-0.381 | -0.058 |
|
Institutional Self-Citation
|
0.677 | 0.660 |
|
Discontinued Journals Output
|
0.622 | -0.195 |
|
Hyperauthored Output
|
-0.976 | -0.109 |
|
Leadership Impact Gap
|
-0.779 | 0.400 |
|
Hyperprolific Authors
|
-1.413 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
1.265 | 0.026 |
Siedlce University of Natural Sciences and Humanities demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.313. The institution's primary strengths lie in its exceptionally low rates of multiple affiliations, retracted publications, hyperprolific authors, and output in its own journals, indicating strong governance and a culture of transparency. However, areas requiring strategic attention include a moderate tendency towards institutional self-citation, a higher-than-average rate of publication in discontinued journals, and a notable incidence of redundant publications. These specific risks, while moderate, could challenge the institution's commitment to academic excellence and social responsibility by creating perceptions of endogamy or a focus on quantity over quality. According to SCImago Institutions Rankings data, the university holds significant national standing in key thematic areas, particularly in Veterinary (ranked 13th in Poland), Arts and Humanities (33rd), and Environmental Science (44th). To build upon this strong foundation, it is recommended that the university leverages its clear strengths in research governance to develop targeted policies and training that address the identified vulnerabilities, thereby ensuring its reputable scholarly contributions are matched by unimpeachable integrity practices.
The institution's Z-score of -1.646 is significantly lower than the national average of -0.755, indicating an exemplary approach to affiliation transparency. This low-profile consistency demonstrates that the university's practices are not only aligned with but exceed the national standard for low-risk behavior. While multiple affiliations can be a legitimate outcome of collaboration, the institution's exceptionally low rate confirms the absence of any signals related to strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting clear and well-managed policies.
With a Z-score of -0.381, compared to the country's score of -0.058, the institution maintains a negligible rate of retracted publications. This performance aligns with the low-risk national environment and suggests that its pre-publication quality control and supervision mechanisms are highly effective. Retractions can sometimes signify responsible error correction, but a consistently low rate, as seen here, is a strong indicator of a healthy integrity culture and robust methodological rigor, with no evidence of systemic failures requiring management intervention.
The institution's Z-score of 0.677 is nearly identical to the national average of 0.660, pointing to a systemic pattern likely influenced by shared academic practices or evaluation frameworks within Poland. A certain degree of self-citation is expected as it reflects the progression of established research lines. However, this moderate value suggests a potential for scientific isolation or 'echo chambers' where the institution's work may be validated internally without sufficient external scrutiny. This shared national dynamic carries a risk of endogamous impact inflation, where academic influence is shaped more by internal dynamics than by recognition from the global scientific community.
The institution exhibits a moderate deviation from the national norm with a Z-score of 0.622, in contrast to the country's low-risk score of -0.195. This indicates a greater sensitivity to this particular risk factor than its peers. This score serves as a critical alert regarding the due diligence applied in selecting dissemination channels. A high proportion of publications in such journals suggests that a significant part of the university's research is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting an urgent need for enhanced information literacy to avoid predatory or low-quality publishing practices.
The institution displays a prudent profile with a Z-score of -0.976, which is considerably lower than the national average of -0.109. This suggests that the university manages its authorship processes with more rigor than the national standard. While extensive author lists are legitimate in "Big Science," a low score outside these contexts is a positive signal. It indicates that the institution effectively avoids author list inflation, thereby preserving individual accountability and transparency and distinguishing clearly between necessary massive collaboration and questionable "honorary" authorship practices.
The institution demonstrates notable resilience, with a Z-score of -0.779, effectively mitigating a risk that is more pronounced at the national level (Z-score: 0.400). A wide positive gap can signal a dependency on external partners for impact, suggesting that prestige is exogenous rather than structural. However, the university's low score indicates that its scientific excellence results from genuine internal capacity and intellectual leadership. This acts as an effective filter against the country's systemic risks, confirming that the institution's impact is sustainable and self-generated.
With a Z-score of -1.413, far below the national average of -0.611, the institution shows a complete absence of risk signals related to hyperprolific authorship. This performance aligns perfectly with a national context that is already low-risk. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to issues like coercive authorship or a focus on quantity over quality. The university's data confirms a healthy balance, indicating that its research environment prioritizes the integrity of the scientific record over the inflation of productivity metrics.
The institution achieves a state of preventive isolation from national trends, with a Z-score of -0.268 compared to the country's medium-risk score of 0.344. This shows that the university does not replicate the risk dynamics observed in its environment. While in-house journals can be valuable, excessive reliance on them creates conflicts of interest and risks academic endogamy. The university's negligible rate demonstrates a firm commitment to independent, external peer review, which enhances global visibility and ensures its research is validated through standard competitive channels rather than internal 'fast tracks'.
The institution shows high exposure to this risk, with a Z-score of 1.265 that is substantially higher than the national average of 0.026. This indicates that the university is more prone to this behavior than its peers. Massive bibliographic overlap between publications often points to 'salami slicing'—the practice of dividing a single study into minimal publishable units to artificially inflate productivity. This alert suggests a need to review publication strategies, as this practice distorts the scientific evidence available and overburdens the review system by prioritizing volume over the contribution of significant new knowledge.
