This paper is a state-of-the art review on sparse polynomial chaos expansions (PCE) for engineering applications. It contains a step-by-step presentation of PCEs and their use in moment-, sensitivity- and reliability analysis. Error estimators and sparse expansions for addressing high-dimensional problems are discussed. Applications in geotechnical engineering showcase the efficiency of sparse PCEs.