This document is the final paper for a master's degree in economic history. It studies the evolutionary dynamics of economic activities and long-term trends in added value and employment in the largest non-financial Spanish firms from 1971-2012. The paper aims to identify which economic activities generated the most wealth through higher added value and employment. It describes the methodology used and presents results and conclusions regarding different patterns of evolutionary dynamics and long-term trends in added value and employment.