Compute the mean absolute deviation and mean square error, Basic Statistics

Assignment Help:

Toyota Motors introduced a hybrid car Hybrid G in the U.S. market in 2006. In the first three years, the sales of Hybrid G were strong due to the buzz surrounding the hybrid car concept and also lack of competition. Sales of Toyota's Hybrid G started declining in 2009 following the introduction of a new hybrid model by Honda. Toyota is in critical need of a better forecasting method. They need your help to evaluate alternative forecasting methods and provide suggestions. The following table contains the past 12 months' sales data (Note: Month 1 refers to sales made 12 months ago, month 12 refers to sales made last month.)

a. Use a 3-month simple moving average to forecast sales for months 4 to 13. Compute the Mean Absolute Deviation (MAD) and the Mean Square Error (MSE) of the forecasts for months 4 to 12.

b. Using a 3-month weighted average method with weights of 0.5, 0.3 and 0.2 (most recent, next most recent, and third most recent month, respectively) for months 4 to 13. Again, compute the MAD and MSE of the forecasts for months 4 to 12 with the weighted moving average method.

c. Using exponential smoothing method, compute two sets of forecasts for the sales of Hybrid G for months 2 to 13, corresponding to α values of 0.2 and 0.5. Assume that the forecast for month 1 is 1376.

d. Continue part c. Compute the MAD and Mean Absolute Percentage Error (MAPE) using the forecast errors from months 2-12 for each of these two sets of forecasts. Which α value produces a more accurate forecast?

e. Use the trend-adjusted exponential smoothing method to forecast sales for months 2 to 13, assuming S1=1376 and T1=-25 and set α=0.8 and β=0.2.

f. Develop a simple linear regression model using month as the independent variable to forecast the sales of Hybrid G for month 13.


Related Discussions:- Compute the mean absolute deviation and mean square error

Compute the data using both Megastats and Excel Data, AA major razor blade ...

AA major razor blade manufacturer advertises that its twin-blade disposable razor “gets you lots more shaves” than any single-blade disposable razor on the market. A rival company

Define the research problem, Choose one of the following four problems depe...

Choose one of the following four problems depending on your area and interest. a. What explains why a particular political candidate wins and his/her opponent loses a tightly co

Power supply, A source of electrical power. A device or system which delive...

A source of electrical power. A device or system which delivers electrical and or other types of energy to a corresponding device or system. Are commonly referred to as PSU (Power

Historigram, what is historigram in statistics please give the problems and...

what is historigram in statistics please give the problems and there solution in statistics as soon as possible

Cost accounting, wat is cost accounting and wats its scope ?

wat is cost accounting and wats its scope ?

Determine the relative strength, The results of a study using focused compa...

The results of a study using focused comparison techniques showed that two independent variables distinguished between successful and unsuccessful negotiations with the US on secur

Management accounting ratio, Management Accounting Ratio A financial rat...

Management Accounting Ratio A financial ratio in management (or accounting ratio) is a relative magnitude of two types of selected numerical values taken from an enterprise''s

Index numbers, discuss the considerations to be borne in mind when construc...

discuss the considerations to be borne in mind when constructing index numbers

Demographic characteristics , Data   If you look at the Variable vie...

Data   If you look at the Variable view (at top of screen - select View and select variables), you will see the names of variables and information about each one.  The lab

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd