When you don't include short-term discouraged workers, it's easier to get better headline numbers even if the overall trend is about the same. Adding an estimate for long-term discouraged workers, it's not quite as clear that unemployment is reducing: http://www.shadowstats.com/alternate_data/unemployment-chart...