the idiosyncratic errors of the panel. A remarkable result emerges. Under suitable regularity conditions the traditional …-sectional driven criteria suffice for consistent estimation of the number of factors, which is different from the traditional panel … data results. Finally, we also show that the panel data estimates improve upon the individual volatility estimates …