The first stage was intended to allow the investigators to measure the spillover effects of insurance. The second stage was intended to increase power. Matching households based on characteristics before randomizing increases the statistical power of the study because it increases the statistical similarity of households in a group above and beyond that from randomization itself. It makes the sample even more conservative with respect to power than implied by power calculations.