This assignment addresses forecasting your selected Y data (dependent variable) using an exponential smoothing
Problem: This assignment addresses forecasting your selected Y data (dependent variable) using an exponential smoothing technique. Note: Do not use the X (independent) variables in this exercise. Use only one exponential smoothing method -- the best that applies. Do not use any other forecasting techniques in this assignment.
- Tell me why you selected the appropriate exponential smoothing method by commenting on your Y data characteristics. (you should use a time series plot and autocorrelations to do this),
- Apply the appropriate exponential smoothing forecast technique to your Y variable excluding the last year of data (hold out period). Show the Y data, fitted values and residuals in excel format and show your exponential smoothing model coefficients. (Find the correct coefficient and not just use the default values.)
- Evaluate the "Goodness To Fit" using at least two error measures -- RMSE and MAPE.
- Check the "Fit" period residual mean proximity to zero and randomness with a time series plot; check the residual time series plot and autocorrelations (ACFs) for trend, cycle and seasonality.
- Evaluate the residuals for the "Fit" period by indicating the residual distribution using a histogram (normal or not and random or not),
- Comment on the acceptability of the model's ability to pick up the systematic variation in your Fit period actual data.
- Develop a one year forecast (for the hold out period).
- Evaluate the "Accuracy" of the forecast for the "hold out period" using RMSE and MAPE error measures used from forecast period residuals and comment them.
- Do the forecast period residuals seem to be random relative to the hold out period data? Check the forecast period time series plot of the residuals.
- Did the error measures get worse, remain the same or get better from the fit to the hold out period? Do you think the forecast accuracy is acceptable?
Price: $28.09
Solution: The downloadable solution consists of 16 pages, 1209 words and 12 charts.
Deliverable: Word Document
Deliverable: Word Document
