Introduction.- MARS methodology.- Simple MARS modeling examples.- MARS use in prediction of collapse potential for compacted soils.- MARS use in prediction of diaphragm wall deflections in soft clays.- MARS use in HP-pile drivability assessment.- MARS use in assessment of soil liquefaction.- MARS use in evaluating entry-type excavation stability.- Summary and conclusions.