When the Bank of Tokyo-Mitsubishi Bank Ltd. took an $83 million derivatives bath in March, it blamed the losses on bad modeling, as though it was just another bad hair day.

But as those traders should have known, how derivatives models predict pricing and the relative movements of the underlying assets can mean millions of dollars in the credit or debit columns.

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