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CFA Level 2
Quantitative Methods

Autoregressive Model Forecasting

Medium Time-series Analysis Autoregressive Models

XYZ Corp. has conducted an analysis of its quarterly sales over the past five years to assess forecasting possibilities. The sales data is represented as a time series, and the company is interested in modeling its future sales using an autoregressive model. The autoregressive model installed is a simple AR(1) model given by the equation:

Salest = α + β Salest-1 + εt

Where:

  • Salest = sales in the current quarter
  • α = constant term
  • β = coefficient of the lagged sales
  • εt = error term

After analyzing their data, the company estimates α to be 200 and β to be 0.7. If the sales for the last quarter were $1500, what is the forecasted sales for the next quarter?

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