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Comparing Japanese and U.S. securities market, the paper shows that survivor bias affecting quantitative analysis is relatively minor in Japan and substantial in the U.S. The realized average returns vs. standard derivation curve for the two countries is also quite different. But the paper suggests that the constraint levels and estimation procedures that did best in both countries in the past will do well in the future.