To ensure that your results are valid, consider the following guidelines when you collect data, perform the analysis, and interpret your results.
Because you usually use the augmented Dickey-Fuller test to find the order of differencing for an ARIMA model, also consider the information in the following topic: Data considerations for ARIMA.