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This paper selects weekly transaction data from the Shenzhen Exchange and Shanghai Exchange for 2012 to 2018 to investigate factors including corporate size, the ration of book-to-market, default risk, term and credit rating that influence the corporate bond spread. It can be concluded that small firms prefer to issue high yield spread bonds while large firms issue bonds with low yield spreads. High (low) book-to-market firms issue high (low) yield spread bonds. The most important factors influencing corporate bond spread yield are default risk, terms, and credit ratings. We suggest that China Securities Regulatory Commission should encourage small firms to issue corporate bonds and there should be more kinds of credit ratings bonds in China bond market. [ABSTRACT FROM AUTHOR]