Exam 20: Time-Series Analysis and Forecasting
Exam 1: What Is Statistics39 Questions
Exam 2: Graphical Descriptive Techniques I89 Questions
Exam 3: Graphical Descriptive Techniques II179 Questions
Exam 4: A: Numerical Descriptive Techniques202 Questions
Exam 4: B: Numerical Descriptive Techniques39 Questions
Exam 4: C: Numerical Descriptive Techniques18 Questions
Exam 5: Data Collection and Sampling76 Questions
Exam 6: Probability223 Questions
Exam 7: A: Random Variables and Discrete Probability Distributions225 Questions
Exam 7: B: Random Variables and Discrete Probability Distributions44 Questions
Exam 8: Continuous Probability Distributions200 Questions
Exam 9: Sampling Distributions150 Questions
Exam 10: Introduction to Estimation143 Questions
Exam 11: Introduction to Hypothesis Testing179 Questions
Exam 12: Inference About a Population149 Questions
Exam 13: Inference About Comparing Two Populations169 Questions
Exam 14: Analysis of Variance154 Questions
Exam 15: Chi-Squared Tests174 Questions
Exam 16: A: Simple Linear Regression and Correlation246 Questions
Exam 16: B: Simple Linear Regression and Correlation47 Questions
Exam 17: Multiple Regression156 Questions
Exam 18: Model Building137 Questions
Exam 19: Nonparametric Statistics171 Questions
Exam 20: Time-Series Analysis and Forecasting217 Questions
Exam 21: Statistical Process Control133 Questions
Exam 22: Decision Analysis121 Questions
Exam 23: Conclusion45 Questions
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The time series component that reflects a wavelike pattern describing a long-term trend that is generally apparent over a number of years is called:
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(Multiple Choice)
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Correct Answer:
B
We compute the five-period moving averages for all time periods except the first two and last two time periods.
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(True/False)
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Correct Answer:
True
The trend line and seasonal indexes shown below were computed from four weeks of daily observations.Forecast the seven values for the next week.
Trend Line: = 145 + 1.66t (t = 1,2,3,...28)
Day Sunday 1.403 Munday 0.517 Tuesday 0.515 Wednesday 0.621 Thursday 0.675 Friday 1.145 Saturday 2.124
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(Essay)
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Correct Answer:
Which of the following will not be present in a deseasonalized time series?
(Multiple Choice)
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Which of the following statements about the method of exponential smoothing is not true?
(Multiple Choice)
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Photo Equipment Store Earnings
The quarterly earnings of a chain of Photo Equipment stores have been recorded for the years 2011-2014.These data (in millions of dollars)are shown in the accompanying table.
Year Quarter 2011 2012 2013 2014 1 65 70 73 79 2 80 88 90 95 3 98 103 107 111 4 67 74 76 80
-The trend line = 1800 + 75t - 2t2 and seasonal indexes shown in the table below were computed from five years of quarterly observations.Forecast the four quarterly values for next year.
Quarter 1 0.575 2 0.825 3 1.225 4 1.375
(Essay)
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Which of the four time series components is more likely to exhibit the relative steady growth of the population of Las Vegas from 1964 to 2004?
(Multiple Choice)
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Given a data set with 15 yearly observations,there are only thirteen 3-year moving averages.
(True/False)
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Quarterly Sales
The quarterly sales (in millions of dollars)of a Motorcycle Dealership were recorded for the years 2011-2014.They are listed below.
Year Quarter Sales 2011 1 21 2 36 3 28 4 44 2012 1 25 2 23 3 39 4 36 2013 1 30 2 41 3 47 4 55 2014 1 34 2 29 3 32 4 48
-{Quarterly Sales Narrative} Graph the time series and the moving averages.What can you conclude from your time-series smoothing?
(Essay)
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If avoiding large errors is important,____________________ should be used because it penalizes large deviations more heavily than does MAD.
(Essay)
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Smoothing time series data by the moving average method or exponential smoothing method is an attempt to remove the effect of the random variation component.
(True/False)
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Liquor Sales
The number of cases of liquor sold by a liquor wholesaler in an 8-year period follows.
2011 270 2012 356 2013 398 2014 456 2015 358 2016 500 2017 410 2018 376
-{Liquor Sales Narrative} A centered 3-year moving average is to be constructed for the liquor sales.The moving average for 2015 is ____________________.
(Essay)
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Coffee Imports
The coffee imports (in millions of dollars)from a Latin American country for 10 years are shown below.
Year t Exports 2011 1 96 2012 2 110 2013 3 125 2014 4 141 2015 5 132 2016 6 126 2017 7 118 2018 8 125 2019 9 133 2020 10 148
-{The Pyramids of Giza Narrative} Calculate the four-quarter centered moving averages and use it to calculate the seasonal (quarterly)indexes.
(Essay)
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Liquor Sales
The number of cases of liquor sold by a liquor wholesaler in an 8-year period follows.
2011 270 2012 356 2013 398 2014 456 2015 358 2016 500 2017 410 2018 376
-{Liquor Sales Narrative} A centered 5-year moving average is to be constructed for the liquor sales.The moving average for 2013 is ____________________.
(Essay)
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The principle of parsimony indicates that the simplest model that gets the job done adequately should be used.
(True/False)
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The trend line = 0.75 + 0.005t was calculated from quarterly data for 2000-2004,where t = 1 for the first quarter of 2000.The trend value for the second quarter of the year 2005 is 0.86.
(True/False)
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For which of the following values of the smoothing constant w will the smoothed series catch up most quickly whenever the original time series changes direction?
(Multiple Choice)
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Liquor Sales
The number of cases of liquor sold by a liquor wholesaler in an 8-year period follows.
2011 270 2012 356 2013 398 2014 456 2015 358 2016 500 2017 410 2018 376
-{Liquor Sales Narrative} Exponential smoothing with a weight or smoothing constant of 0.4 will be used to forecast liquor sales.The forecast for 2019 is ____________________.
(Essay)
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The easiest way of measuring the long-term trend is by regression analysis,where time is the dependent variable.
(True/False)
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