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For testing the hypothesis of randomness against the alternative that the variables are autocorrelated, we propose a new serial rank statistic G_N and compute the Pitman efficiency of the test based on the statistic G_N relative to that based on the autocorrelation coefficient. The serial rank test based on the proposed statistic is applied to some examples.