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Question: Business failure rates by size of firm?
Answer: Go to Firm Size Data from the Small Business Administration.

Also, look at the Statistical Abstract of the U.S., located at the Social Science Reference Center Ready Reference with call number HA202.U58. Look in the index for Business Enterprise--Failures and starts (births and deaths).
Statistical Abstract of the United States is also available online