In the linear regression, you want the predicted values to be close to the actual values. So to have a good fit, that plot should resemble a straight line at 45 degrees. However, here the predicted values are larger thatthan the actual values over the range of 10-20. This means that you are over estimating-estimating. Therefore, the modemodel does not seem to provide an adequate fit and should be revised.