The paper takes the data of manufacturing in Shenzhen stock exchange in 2007 as the research sample,adopts the qualitative analysis and statistical analysis to choose the Bayesian networks indexes,and then constructs the Bayesian network method of the relation between financial indexes and cumulative abnormal return.Securities investors can use the model to speculate the probability of cumulative abnormal returns by investment in stocks.