What is the best type of sub soil to build on?

Could you please elaborate on what factors should be considered when determining the best type of subsoil to build on? Are there specific geological characteristics or soil types that are more suitable for construction? Additionally, how do factors such as climate, water table levels, and foundation design impact the choice of subsoil? Understanding these aspects could help in making an informed decision regarding the ideal subsoil for construction.