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To take it simple, random walk and unit root is the same thing in principle.

Unit root means b1 coefficient being unit or 1. And any AR(1) having a unit root (i.e. b1 = 1) is a random walk.

Both are not desired in a time series regression. If there is unit root problem, solution is to first difference the series.

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