Research Methodology • An online survey of 1,014 workforce hiring decision makers obtained through a third-party, independent online sample. • Data collected October 19, 2018 – October 30, 2018 by independent research firm Inavero. • This is the third year the survey has been conducted. • Overall margin of error of ±3.08% at 95% confidence level. 4