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Settlement risk is a critical concern in geotechnical engineering, especially for infrastructure on soft, variable soils. Traditional settlement estimation methods often rely on deterministic parameters, which can lead to overly conservative designs or, conversely, an underestimation of potential risks. While probabilistic approaches have been proposed to account for uncertainty, they often rely on simplified stratigraphic assumptions such as horizontal layering that limit their realism. This study addresses that ...