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

Want to get job, I am Hussain and I have done master in Statistics. Current...

I am Hussain and I have done master in Statistics. Currently I am doing Mphil Statistics from Pakistan. I want to get online Statistics Tutor job. So contact with me as soon as pos

Hcfp test the drainage system, After successfully having navigated the LPP ...

After successfully having navigated the LPP issue, HCFP has once again for your help.  Now, they are considering implementing a new drainage system to improve water flow across the

Explain the attribute accounting, Explain the Attribute Accounting Plann...

Explain the Attribute Accounting Planning the accounting on foundation Producing, Explanation and outlining for customers is an art and if we consider as per technology, the sig

Homework, 9. From 11 positive integer scores on a 10-point quiz, the mean i...

9. From 11 positive integer scores on a 10-point quiz, the mean is 8, the median is 8, and the mode is 7. Find the maximum number of perfect scores possible on this test.

Current Liabilities and Payroll , Prior to the last payroll period of the c...

Prior to the last payroll period of the calendar year, the cumulative earnings of Employer A were $105000. The earnings for the last payroll period of the year which will be paid o

Budgeted accounts, Budgeted accounts Accounts that are theme to the misapp...

Budgeted accounts Accounts that are theme to the misappropriation or sometimes to appropriation and/or allotment process. Refer to APPROPRIATION and portion.

Precious harper, October Transactions Date Transaction Description Oct. 1 ...

October Transactions Date Transaction Description Oct. 1 Began business by making a deposit in a company bank account of $12,000, in exchange for 1,200 shares of $10 par value com

Amplification, Amplification is the process by which the magnitudes of the ...

Amplification is the process by which the magnitudes of the variable quantity is increasing, especially the magnitude of voltage, current or power, without changing any other quant

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