In the Time Series example using simulated data, what is the rational for choosing the AR(2) Model?

[#1]

In his JMP 12 Advanced Mastering JMP webcast on Time Series Analysis and Forecasting, Jian Cao shows that the Lag2 Partial Autocorrelation Coefficient is significant, which suggests using the AR(2) model.