A modified Hamilton filter provides more accurate real-time estimates of the output gap by improving coverage of business cycle frequencies and smoothing the trend. This modification uses the mean of 4 to 12 quarter ahead forecast errors, resulting in more economically meaningful measures of the business cycle compared to other statistical techniques like the HP or bandpass filter.