Note that in this case your observed values will be dependent on the realized value of b0 for that particular realization (experiment) so that the variance for y will be σ2
b + σ2. If you were to repeat the experiment m times you would find that in the limit (as m approaches infinity) your estimates of both a and will get closer and closer to their true value.