Data Stream provides several definitions of operating income. The one we use does not include extraordinary items and other non operating income. However, because the criterion for extraordinary items differs across countries and excluding extraordinary items could result in differences based on the location on the income statement of one-time items, we replicate die analysis including extraordinary and non operating items. Using these alternative income measures has no effect on our inferences.