Standard sector classification frameworks present drawbacks that might hinder portfolio manager. This paper introduces a new non-parametric approach to equity classification. Returns are decomposed into their fundamental drivers through Independent Component Analysis (ICA). Stocks are then...

This paper uses worldwide firm-level data to scrutinize the governance factors that favor gender diversity in leadership positions. Our results reveal that the gender of the dominant shareholder is key. The chief executive of firms with a female dominant shareholder has a significantly higher...