In order to better evaluate the reporting quality of our sample, we use a principal component analysis. We obtain a
single axis that we call “REPQUAL” which includes an accounting (discretionary accruals) and a market based
(informativeness of earnings) measures of the financial information. A high value of this factor implies a poor
reporting quality.