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This paper examines the problem of evaluating the presence of asymmetry in the marginal distribution of financial returns, by means of a suitable statistical test. After a brief description of existing tests, a bootstrap procedure is proposed. A Monte Carlo study showed that our test works properly and that, in terms of power, it is competitive with existing tests. An application to real financial time series is also presented.