I think it is more appropriate using Transfer Function Noise Models in particular the Impulse response Functions, you can get these issues in any graduate level Time Series Textbooks. Also you may find use full looking at a paper I authored titled: The Global Financial Crisis and Equity Markets in Middle East Oil Exporting Countries, published in International Review of Applied Financial Issues and Economics, Vol.3, No.2, pp.266-281, 2011.