Question

Your business demand data show trend but not seasonality. You want to use either linear regression...

Your business demand data show trend but not seasonality. You want to use either linear regression or exponential smoothing with trend. How would you decide which one to use?

Homework Answers

Answer #1

Answer :- Trend means the increasing and decreasing Value in the series

Seasonality means the repeating short term cycle in the series

Exponential smoothing forcast used for time series forcasting based on historical with seasonal or other cycles.

But in this above question the business demand data shows trend but not seasonality means a linear regression forecasting method is used because in this the future Value is predicted without seasonality and other cycles. It also suited for small and simple data sets that do not have enough data to detect seasonality.

Know the answer?
Your Answer:

Post as a guest

Your Name:

What's your source?

Earn Coins

Coins can be redeemed for fabulous gifts.

Not the answer you're looking for?
Ask your own homework help question
Similar Questions
Demand for 5 months of jobs at a carpet-cleaning business is shown below. Use linear regression...
Demand for 5 months of jobs at a carpet-cleaning business is shown below. Use linear regression to create a trend equation for this time-series. Month Demand (Y) Jan 65 Feb 45 Mar 52 Apr 44 May 37 The trend equation is: Y = 65.7 – 5.7x Y = 65.7 + 5.7x Y = 35.4 + 5.5x Y = 62.1 + 3.2x
Suppose that a company uses an application of time series analysis that is known as “demand...
Suppose that a company uses an application of time series analysis that is known as “demand forecasting”. Meaning that they have a need to forecast the periodic demand for their products over time. In their use of demand forecasting, they use smoothing to remove random variation(noise) from their historical demand. This allows them to better identify demand patterns (primarily trend and seasonality) and demand levels that can be used to estimate future demand. The following represents their Excel spreadsheet with...
Discuss the reasons and situations in which researchers would want to use linear regression. How would...
Discuss the reasons and situations in which researchers would want to use linear regression. How would a researcher know whether linear regression would be the appropriate statistical technique to use? What are some of the benefits of fitting the relationship between two variables to an equation for a straight line?
Discuss the reasons and situations in which researchers would want to use linear regression. How would...
Discuss the reasons and situations in which researchers would want to use linear regression. How would a researcher know whether linear regression would be the appropriate statistical technique to use? What are some of the benefits of fitting the relationship between two variables to an equation for a straight line?
Trends and Regression Calculate the Linear Trend Line for the following data Using the Liner Trend...
Trends and Regression Calculate the Linear Trend Line for the following data Using the Liner Trend Line, what sales do you forecast for July 2016 (plot the values) Using the Linear Trend Line, what sales do you forecast for July 2017 (plot the values) Comment on the quality/reliability of your forecasts - what concerns should you have regarding the accuracy of your linear trend line forecast? Select an alternative Trend Line that you think best fits the historical data. Make...
Week 8: Time Series Forecasting In your environment (business or personal), please give an application of...
Week 8: Time Series Forecasting In your environment (business or personal), please give an application of exponential smoothing and WHY you would use only this technique. In your environment (business or personal), please give an application of trend projection and WHY you would use only this technique. In your environment (business or personal), please give an application of moving average and WHY you would use only this technique.
1) Data collected on the yearly demand for 50-pound bags of fertilizer at Wallace Garden Supply...
1) Data collected on the yearly demand for 50-pound bags of fertilizer at Wallace Garden Supply are shown in the following table . YEAR DEMAND FOR FERTILIZER (1,000S OF BAGS) 1 4 2 6 3 4 4 5 5 10 6 8 7 7 8 9 9 12 10 14 11 15 a) Develop a 3-year moving averages model to forecast sales. b) Develop a 3-year weighted moving averages model in which sales in the most recent year are given...
Discuss the reasons and situations in which researchers would want to use linear regression. How would...
Discuss the reasons and situations in which researchers would want to use linear regression. How would a researcher know whether linear regression would be the appropriate statistical technique to use? What are some of the benefits of fitting the relationship between two variables to an equation for a straight line? Describe the error in the conclusion. Given: There is a linear correlation between the number of cigarettes smoked and the pulse rate. As the number of cigarettes increases the pulse...
Discuss the reasons and situations in which researchers would want to use linear regression. How would...
Discuss the reasons and situations in which researchers would want to use linear regression. How would a researcher know whether linear regression would be the appropriate statistical technique to use? What are some of the benefits of fitting the relationship between two variables to an equation for a straight line? Describe the error in the conclusion. Given: There is a linear correlation between the number of cigarettes smoked and the pulse rate. As the number of cigarettes increases the pulse...
Applying Simple Linear Regression to Your favorite Data (Please confirm with the instructor the dataset you...
Applying Simple Linear Regression to Your favorite Data (Please confirm with the instructor the dataset you find before you work on this question) Many dependent variables in business serve as the subjects of regression modeling efforts. We list such variables here: Rate of return of a stock Annual unemployment rate Grade point average of an accounting student Gross domestic product of a country Choose one of these dependent variables, or choose some other dependent variable, for which you want to...
ADVERTISEMENT
Need Online Homework Help?

Get Answers For Free
Most questions answered within 1 hours.

Ask a Question
ADVERTISEMENT