Why high voltage winding is wounded over low voltage winding?

In low voltage winding the current flowing is high compared to high voltage winding ad hence I2R (core losses) losses are high which produces high heat. So, the low winding is wounded inside to avoid this heating affect to the transformer casing because of the large gap. Till that heat reaches the cooling medium removes the heat.