As hugin said, the best way to wash oils off your hands is with other oils. Pour a little bit of whatever cooking oil you have on your hands and make sure to thoroughly spread it on your hands, like in between your fingers and under your nails, then wash with hot water and soap. The capsaicin oils will mix with the cooking oils, dilute, and be more noticeable to remove. This also works for poison ivy oils and pine sap