Frontier demand functions are estimated for a sample of 7102 Chinese households.

Metafrontier methods capture heterogeneity arising from urban form (e.g. cities, towns and villages).

Wealthier houses have higher efficiency potential, but are in fact less efficient in their consumption of electricity.

From the above, a refined view of the household energy ladder concept is discussed.