The benefits shortfall optimism bias is based on a comparison of the benefits delivered with the estimated benefits at outline business case (and at contract award). As mentioned earlier, benefits are often not clearly defined, therefore best judgement had to be used when determining shortfalls. When a shortfall had been identified in the research, the shortfall was measured either based on the interviewee's perspective or based on the reduction in capacity of the project or its effectiveness in securing its objectives.