The model you constructed is the same as the AR model. It is the special case of a more general ARIMA model from the time series analysis. I give you the Wikipedia link: https://en.wikipedia.org/wiki/Autoregressive_model. The AR model is well established already and the various aspects of the model have been researched including the forecasting.
hbadger19042
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