The correlations in Panels (a) - (d) provide some preliminary results. The growth in county investment is positively associated with the growth in county GDP or single industries. It can be inferred that the slope η could all be positive and the capital allocation in whole economy or industries are all efficient. I verify these preliminary results through estimating Equation (2) and (3) in sections below.