We then exclude form our sample firms in financials and financial-distressed firms. Our sample period is 2000–2008. We further eliminate fi rm-year observations with missing required data on SETSMART2 and firm-year observations with 1%
extreme values at both ends. Our fi nal sample consists of 2,243 fi rm-year observations