Essentials of Business Analytics (MindTap Course List)
Essentials of Business Analytics (MindTap Course List)
2nd Edition
ISBN: 9781305627734
Author: Jeffrey D. Camm, James J. Cochran, Michael J. Fry, Jeffrey W. Ohlmann, David R. Anderson
Publisher: Cengage Learning
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Chapter 8, Problem 24P

The quarterly sales data (number of copies sold) for a college textbook over the past three years are as follows:

Chapter 8, Problem 24P, The quarterly sales data (number of copies sold) for a college textbook over the past three years

  1. a. Construct a time series plot. What type of pattern exists in the data?
  2. b. Use a regression model with dummy variables as follows to develop an equation to account for seasonal effects in the data: Qtr1 = l if quarter l, 0 otherwise; Qtr2 = l if quarter 2, 0 otherwise; Qtr3 = 1 if quarter 3, 0 otherwise.
  3. c. Based on the model you developed in part (b), compute the quarterly forecasts for next year.
  4. d. Let t = 1 to refer to the observation in quarter 1 of year 1; t = 2 to refer to the observation in quarter 2 of year 1; …; and t = 12 to refer to the observation in quarter 4 of year 3. Using the dummy variables defined in part (b) and t, develop an equation to account for seasonal effects and any linear trend in the time series.
  5. e. Based upon the seasonal effects in the data and linear trend, compute the quarterly forecasts for next year.
  6. f. Is the model you developed in part (b) or the model you developed in part (d) more effective? Justify your answer.
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Essentials of Business Analytics (MindTap Course List)

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