YES !!! Especially if they did not work ... this way you get to use the married filing joint deduction and the lower tax rates. Now if the unemployed person is usually listed FIRST on the tax return LEAVE them in first position ... switching positions on a tax return can and does confuse the IRS so don't do it.
