Based on 1978 - 2011 China's GDP per capita, urban residents per capita disposable income and rural residents per capita gross income data, use the impulse response function and variance decomposition to find the relationship between income and GDP, then found that residents' income changes will not result in significant changes in GDP, but the GDP can lead a large changes to residents' income, and GDP per capita have a great influence on residents' income.