The researcher often has significant leverage against this problem at the research-design stage where controls are being established. In a matched-pairs design it may be possible to select control firms that (from their assets or actions) appear to possess opportunities closely similar to the treatment firms. Care can also be taken to ensure that treatment firms which made particularly bad policy choices do not fall out of the sample.