⁹By introducing the national growth-rate as a control variable the effect of spatial autocorrelation is minimized (Rodríguez-Pose, Crescenzi 2008, 72). National growth rates are included as the ratios of GDP (PPS) volume changes between the current and the previous year over the GDP (PPS) level of the previous year.