A fundamental statistical test of serial independence is developed and applied to daily stock returns. Let <italic>x</italic> be the deviation of the daily return on a stock from its sample mean after any autocorrelation present has been removed. If <italic>x</italic> is serially independent, then the cumulative sum of <italic>x</italic> over...