Revisiting the question - Does corporate headquarters location matter for stock returns?

We show that the ordinary least squares applied to right-hand-side variables consisting of averages of neighbouring observations such as stock returns representing a portfolio of firms in the same location or industry result in biased and inconsistent estimates. A maximum likelihood estimation procedure that will produce consistent estimates for this type of model is set forth. In addition, we show how to correctly interpret the maximum likelihood parameter estimates.