This paper shows how distance functions, a tool typically employed in production economics to measure the distance between a set of inputs and a set of outputs, can be employed to approximate a composite measure encompassing the many dimensions of well-being. It also illustrates how to implement the methodology originally put forth by Lovell et al. (1994), using new data for Catalonia. We draw policy implications and critically appraise the discussed methodology suggesting avenues for further research.