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

INDEX NUMBER, FUNCTION SIMPLE AGGREGATIVE, SIMPLE RELATIVE

FUNCTION SIMPLE AGGREGATIVE, SIMPLE RELATIVE

Regarding trial balance, does interest realized come under debit or credit ...

does interest realized come under debit or credit side of trial balance pleases i need answer

The impact of the shift to ifrs, How do you think the banking sector is goi...

How do you think the banking sector is going to get impacted?   Manager 1: The impact of the shift to IFRS is going to be much higher in the banking sector. This impact woul

Accounting for partnerships and limited liability companies, Tim Snyder and...

Tim Snyder and Jay Wise have decided to form a partnership. They have agreed that Snyder is to invest 30000 and Wise is to invest 40000. Snyder is to devote full time to the busi

Probability, Draw a tree diagram to represent all probabilities for the fol...

Draw a tree diagram to represent all probabilities for the following. a bag contains 11 red and 8 blue marbles. Two marbles are selected at random without replacement from the bag.

Probability, A box contains 20 fuses of which 5 are defective If 2 fuses ar...

A box contains 20 fuses of which 5 are defective If 2 fuses are chosen together at random what is the probability that both the fuses are defective?ion..

Financial accounting about Collison (1998:7), if "profit" maximisation is b...

if "profit" maximisation is biased towards maximising the interest of only one stakeholder group, would you expect that over time there will be less emphasis on profit and more emp

SPSS, Assignments due 9/14/2012 Need pricing

Assignments due 9/14/2012 Need pricing

Management accounting 2, foster company makes 20000 units per year that in ...

foster company makes 20000 units per year that in uses in products it manufactures

methods of collecting primary data, Distinguish between primary and second...

Distinguish between primary and secondary data. What are the methods of collecting primary data?

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