Scholars have proposed many theories, such as leverage theory and time varying risk premium theory, to explain stock level asymmetric volatility. But about what is the most influential factor is still an open question. Plus there is almost no domestic scholars study the asymmetric volatility of stock level. So, in order to resolve the long existing difference and fill the research gap, this paper studies the stock level asymmetric volatility on the basis of risk classification theory. According to which, all stock level asymmetric volatility contributors can be classified into individual specific factor and market systematic factor. In order to figure out it is more attributed to individual specific factor or market systematic factor, this paper establishes new asymmetric volatility models. Conclusions of this paper holds that, First, individual stocks have significant asymmetric volatility. Second, both individual specific factor and market systematic factor have significant impact on stock level asymmetric volatility, but market systematic factor is more influential. Besides, different from foreign market, the smaller the individual stock market value, the greater the degree of asymmetric volatility.