4. Sample selection and results
We obtain information on executive compensation from Execucomp, audit fees and opinions from Audit Analytics, financial-related control variables from Compustat, and audit committee information from RiskMetrics. However, as information on audit committee financial expertise is not available on RiskMetrics until 2008, we use the Corporate Library to classify audit committee members as financial experts prior to 2008.