Economic stagnation is when there is a slow economic growth (usually measured in terms of the GDP growth) for a long time. There's usually high unemployment too.
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This chart compares U.S. potential GDP under two CBO forecasts (one from 2007 and one from 2016) versus the actual real GDP. It is based on a similar diagram from economist Larry Summers from 2014.