In the past we have known, from first principles, that estimates of the sound power radiated from large machines, based on measurements of only the pressure near the source, are likely to be wrong. There has been substantial progress, during the last few years, in our understanding of how serious the errors may be and also how to minimize the error by suitable choice of measurement technique. This paper summarizes these conclusions briefly and suggests possibilities for further study.