Deck 4: Forecasting

ملء الشاشة (f)
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سؤال
________ forecasts are concerned with rates of technological progress, which can result in the birth of exciting new products, requiring new plants and equipment.
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سؤال
Demand forecasts serve as inputs to financial, marketing, and personnel planning.
سؤال
The three major types of forecasts used by organizations in planning future operations are:

A) strategic, tactical, and operational.
B) economic, technological, and demand.
C) exponential smoothing, Delphi, and regression.
D) causal, time-series, and seasonal.
E) departmental, organizational, and territorial.
سؤال
Very few forecasting techniques assume that there is some underlying stability in the system.
سؤال
A skeptical manager asks what long-range forecasts can be used for. Give her three possible uses/purposes.
سؤال
Which of the following most requires long-range forecasting (as opposed to short-range or medium-range forecasting) for its planning purposes?

A) job scheduling
B) production levels
C) cash budgeting
D) capital expenditures
E) purchasing
سؤال
Forecasts of individual products tend to be less accurate than forecasts of product families.
سؤال
Forecasts used for new product planning, capital expenditures, facility location or expansion, and R&D typically utilize a:

A) short-range time horizon.
B) medium-range time horizon.
C) long-range time horizon.
D) naive method, because there is no data history.
E) trend extrapolation.
سؤال
A forecast with a time horizon of about 3 months to 3 years is typically called a:

A) long-range forecast.
B) medium-range forecast.
C) short-range forecast.
D) weather forecast.
E) strategic forecast.
سؤال
As compared to long-range forecasts, short-range forecasts:

A) are less accurate.
B) deal with less comprehensive issues supporting management decisions.
C) employ similar methodologies.
D) all of these
E) none of these
سؤال
What two numbers are contained in the daily report to the CEO of Walt Disney Parks & Resorts regarding the six Orlando parks?

A) yesterday's forecasted attendance and yesterday's actual attendance
B) yesterday's actual attendance and today's forecasted attendance
C) yesterday's forecasted attendance and today's forecasted attendance
D) yesterday's actual attendance and last year's actual attendance
E) yesterday's forecasted attendance and the year-to-date average daily forecast error
سؤال
Forecasts may be influenced by a product's position in its life cycle.
سؤال
A skeptical manager asks what short-range forecasts can be used for. Give her three possible uses/purposes.
سؤال
Describe the three forecasting time horizons and their use.
سؤال
Short-range forecasts tend to ________ longer-range forecasts.

A) be less accurate than
B) be more accurate than
C) have about the same level of accuracy as
D) employ the same methodologies as
E) deal with more comprehensive issues than
سؤال
________ forecasts address the business cycle by predicting inflation rates, money supplies, housing starts, and other planning indicators.
سؤال
One use of short-range forecasts is to determine:

A) planning for new products.
B) cash budgeting.
C) research and development plans.
D) facility location.
E) production levels.
سؤال
Forecasts are usually classified by time horizon into which three categories?

A) short-range, medium-range, and long-range
B) finance/accounting, marketing, and operations
C) strategic, tactical, and operational
D) exponential smoothing, regression, and time series
E) departmental, organizational, and industrial
سؤال
List and briefly describe the three major types of forecasts that organizations use in planning future operations.
سؤال
What forecasting systems combine the intelligence of multiple supply chain partners?

A) FORE
B) MULTISUP
C) CPFR
D) SUPPLY
E) MSCP
سؤال
The sales force composite forecasting method relies on salespersons' estimates of expected sales.
سؤال
The forecasting technique that pools the opinions of a group of experts or managers is known as:

A) the expert judgment model.
B) multiple regression.
C) jury of executive opinion.
D) market survey.
E) management coefficients.
سؤال
Which of the following is NOT a step in the forecasting process?

A) Determine the use of the forecast.
B) Eliminate any assumptions.
C) Determine the time horizon of the forecast.
D) Select the forecasting model.
E) Validate and implement the results.
سؤال
A time-series model uses a series of past data points to make the forecast.
سؤال
Which of the following is NOT a type of qualitative forecasting?

A) jury of executive opinion
B) sales force composite
C) market survey
D) Delphi method
E) moving average
سؤال
What is the difference between an associative model and a time-series model?
سؤال
Identify the seven steps involved in forecasting.
سؤال
Name and discuss three qualitative forecasting methods.
سؤال
What are the three realities of forecasting that companies face?
سؤال
________ is a forecasting technique based upon salespersons' estimates of expected sales.
سؤال
What are the differences between quantitative and qualitative forecasting methods?
سؤال
The jury of executive opinion forecasting method formally solicits input from customers and potential customers.
سؤال
The quarterly "make meeting" of Lexus dealers is an example of a sales force composite forecast.
سؤال
________ forecasts use a series of past data points to make a forecast.
سؤال
Identify four quantitative forecasting methods.
سؤال
What is a time-series forecasting model?
سؤال
Which of the following uses three types of participants: decision makers, staff personnel, and respondents?

A) jury of executive opinion
B) sales force composite
C) Delphi method
D) associative models
E) time series
سؤال
The two general approaches to forecasting are:

A) qualitative and quantitative.
B) mathematical and statistical.
C) judgmental and qualitative.
D) historical and associative.
E) judgmental and associative.
سؤال
________ forecasts employ one or more mathematical models that rely on historical data and/or associative variables to forecast demand.
سؤال
Which of the following techniques uses variables such as price and promotional expenditures, which are related to product demand, to predict demand?

A) associative models
B) exponential smoothing
C) weighted moving average
D) moving average
E) trend projection
سؤال
A naive forecast for September sales of a product would be equal to the forecast for August.
سؤال
Mean squared error and exponential smoothing are two measures of the overall error of a forecasting model.
سؤال
The fundamental difference between cycles and seasonality is the:

A) duration of the repeating patterns.
B) magnitude of the variation.
C) ability to attribute the pattern to a cause.
D) all of the these
E) none of the these
سؤال
A trend projection equation with a slope of 0.78 means that there is a 0.78 unit rise in Y per period.
سؤال
In trend projection, a negative regression slope is mathematically impossible.
سؤال
In trend projection, the trend component is the intercept of the regression equation.
سؤال
Time-series data may exhibit which of the following behaviors?

A) trend
B) random variations
C) seasonality
D) cycles
E) They may exhibit all of these.
سؤال
Seasonal indices adjust raw data for patterns that repeat at regular time intervals.
سؤال
Cycles and random variations are both components of time series.
سؤال
What is the forecast for May using a four-month moving average? <strong>What is the forecast for May using a four-month moving average?  </strong> A) 38 B) 42 C) 43 D) 44 E) 47 <div style=padding-top: 35px>

A) 38
B) 42
C) 43
D) 44
E) 47
سؤال
Gradual upward or downward movement of data over time is called:

A) seasonality.
B) a cycle.
C) a trend.
D) exponential variation.
E) random variation.
سؤال
Which time-series model below assumes that demand in the next period will be equal to the most recent period's demand?

A) naive approach
B) moving average approach
C) weighted moving average approach
D) exponential smoothing approach
E) trend projection
سؤال
In time series, which of the following CANNOT be predicted?

A) large increases in demand
B) cycles
C) seasonal fluctuations
D) random variations
E) large decreases in demand
سؤال
One advantage of exponential smoothing is the limited amount of record keeping involved.
سؤال
Demand for individual products can be driven by product life cycles.
سؤال
The larger the number of periods in the simple moving average forecasting method, the greater the method's responsiveness to changes in demand.
سؤال
The major components of a time series are all of the following EXCEPT:

A) seasonality.
B) inflation.
C) trend.
D) cycles.
E) random variations.
سؤال
Trend refers to a data pattern that repeats itself after a period of days, weeks, months, or quarters.
سؤال
Which of the following statements about time-series forecasting is TRUE?

A) It is always based on the assumption that future demand will be the same as past demand.
B) It makes extensive use of the data collected in the qualitative approach.
C) It is based on the assumption that the analysis of past demand helps predict future demand.
D) Because it accounts for trends, cycles, and seasonal patterns, it is always more powerful than associative forecasting.
E) All of these are true.
سؤال
A naive forecast for September sales of a product would be equal to the sales in August.
سؤال
Yamaha manufactures which set of products with complementary demands to address seasonal variations?

A) golf clubs and skis
B) swimming suits and winter jackets
C) jet skis and snowmobiles
D) pianos and guitars
E) ice skates and water skis
سؤال
Which of the following is TRUE regarding the two smoothing constants of the Forecast Including Trend (FIT) model?

A) One constant is positive, while the other is negative.
B) They are called MAD and cumulative error.
C) Alpha is always smaller than beta.
D) One constant smooths the regression intercept, whereas the other smooths the regression slope.
E) Their values are determined independently.
سؤال
Which time-series model uses BOTH past forecasts and past demand data to generate a new forecast?

A) naive
B) moving average
C) weighted moving average
D) exponential smoothing
E) trend projection
سؤال
A six-month moving average forecast is generally better than a three-month moving average forecast if demand:

A) is rather stable.
B) has been changing due to recent promotional efforts.
C) follows a downward trend.
D) exceeds one million units per year.
E) follows an upward trend.
سؤال
Which of the following smoothing constants would make an exponential smoothing forecast equivalent to a naive forecast?

A) 0
B) 1 divided by the number of periods
C) 0.5
D) 1.0
E) cannot be determined
سؤال
A forecast based on the previous forecast plus a percentage of the forecast error is a(n):

A) qualitative forecast.
B) naive forecast.
C) moving average forecast.
D) weighted moving average forecast.
E) exponential smoothing forecast.
سؤال
A time-series trend equation is 25.3 + 21x. What is your forecast for period 7?

A) 324.1
B) 25.3
C) 32.3
D) 40.0
E) 172.3
سؤال
Which time-series model below assumes that demand in the next period will be equal to the most recent period's forecast?

A) naive approach
B) moving average approach
C) weighted moving average approach
D) exponential smoothing approach with α = 0
E) trend projection
سؤال
Which of the following is NOT a characteristic of exponential smoothing?

A) smooths random variations in the data
B) uses an easily altered weighting scheme
C) weights each historical value equally
D) has minimal data storage requirements
E) uses the previous period's forecast
سؤال
For a given product demand, the time-series trend equation is 53 - 4x. The negative sign on the slope of the equation:

A) is a mathematical impossibility.
B) is an indication that the forecast is biased, with forecast values lower than actual values.
C) is an indication that product demand is declining.
D) implies that the coefficient of determination will also be negative.
E) implies that the cumulative error will be negative.
سؤال
The primary purpose of the mean absolute deviation (MAD) in forecasting is to:

A) estimate the trend line.
B) eliminate forecast errors.
C) measure forecast accuracy.
D) seasonally adjust the forecast.
E) remove random variations.
سؤال
Which of the following values of alpha would cause exponential smoothing to respond the QUICKEST to changes in demand data?

A) 0.10
B) 0.2246
C) 0.50
D) 0.90
E) cannot be determined
سؤال
Increasing the number of periods in a moving average will accomplish greater smoothing, but at the expense of:

A) manager understanding.
B) accuracy.
C) stability.
D) sensitivity to real changes in the data.
E) All of the these are diminished when the number of periods increases.
سؤال
Given an actual demand this period of 67, a forecast for this period of 58, and an alpha of 0.3, what would the forecast for the next period be using exponential smoothing?

A) 55.3
B) 57.1
C) 58.9
D) 61.0
E) 60.7
سؤال
Suppose that the last four months of sales were 8, 10, 15, and 9 units, respectively. Suppose further that the last four forecasts were 5, 6, 11, and 12 units, respectively. What is the Mean Absolute Deviation (MAD) of these forecasts?

A) 2
B) -10
C) 3.5
D) 9
E) 10.5
سؤال
John's House of Pancakes uses a weighted moving average method to forecast pancake sales. It assigns a weight of 5 to the previous month's demand, 3 to demand two months ago, and 1 to demand three months ago. If sales amounted to 3000 pancakes in May, 2200 pancakes in June, and 1000 pancakes in July, what should be the forecast for August?

A) 2400
B) 2511
C) 2067
D) 3767
E) 1622
سؤال
Given an actual demand this period of 103, a forecast value for this period of 99, and an alpha of .6, what is the exponential smoothing forecast for next period?

A) 96.6
B) 97.4
C) 100.6
D) 101.4
E) -105.4
سؤال
Which of the following statements comparing exponential smoothing to the weighted moving average technique is TRUE?

A) Exponential smoothing is more easily used in combination with the Delphi method.
B) More emphasis can be placed on recent values using the weighted moving average.
C) Exponential smoothing is considerably more difficult to implement on a computer.
D) Exponential smoothing typically requires less record keeping of past data.
E) Exponential smoothing allows one to develop forecasts for multiple periods, whereas the weighted moving average technique does not.
سؤال
Given forecast errors of -1, 4, 4, and -3, what is the mean absolute deviation?

A) 1
B) 3
C) 4
D) 8
E) 12
سؤال
A forecasting method has produced the following over the past five months. What is the mean absolute deviation? <strong>A forecasting method has produced the following over the past five months. What is the mean absolute deviation?  </strong> A) -0.2 B) 12.0 C) 6.0 D) 1.2 E) 2.4 <div style=padding-top: 35px>

A) -0.2
B) 12.0
C) 6.0
D) 1.2
E) 2.4
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ملء الشاشة (f)
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Deck 4: Forecasting
1
________ forecasts are concerned with rates of technological progress, which can result in the birth of exciting new products, requiring new plants and equipment.
Technological
2
Demand forecasts serve as inputs to financial, marketing, and personnel planning.
True
3
The three major types of forecasts used by organizations in planning future operations are:

A) strategic, tactical, and operational.
B) economic, technological, and demand.
C) exponential smoothing, Delphi, and regression.
D) causal, time-series, and seasonal.
E) departmental, organizational, and territorial.
B
4
Very few forecasting techniques assume that there is some underlying stability in the system.
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5
A skeptical manager asks what long-range forecasts can be used for. Give her three possible uses/purposes.
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6
Which of the following most requires long-range forecasting (as opposed to short-range or medium-range forecasting) for its planning purposes?

A) job scheduling
B) production levels
C) cash budgeting
D) capital expenditures
E) purchasing
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7
Forecasts of individual products tend to be less accurate than forecasts of product families.
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8
Forecasts used for new product planning, capital expenditures, facility location or expansion, and R&D typically utilize a:

A) short-range time horizon.
B) medium-range time horizon.
C) long-range time horizon.
D) naive method, because there is no data history.
E) trend extrapolation.
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9
A forecast with a time horizon of about 3 months to 3 years is typically called a:

A) long-range forecast.
B) medium-range forecast.
C) short-range forecast.
D) weather forecast.
E) strategic forecast.
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10
As compared to long-range forecasts, short-range forecasts:

A) are less accurate.
B) deal with less comprehensive issues supporting management decisions.
C) employ similar methodologies.
D) all of these
E) none of these
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11
What two numbers are contained in the daily report to the CEO of Walt Disney Parks & Resorts regarding the six Orlando parks?

A) yesterday's forecasted attendance and yesterday's actual attendance
B) yesterday's actual attendance and today's forecasted attendance
C) yesterday's forecasted attendance and today's forecasted attendance
D) yesterday's actual attendance and last year's actual attendance
E) yesterday's forecasted attendance and the year-to-date average daily forecast error
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12
Forecasts may be influenced by a product's position in its life cycle.
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13
A skeptical manager asks what short-range forecasts can be used for. Give her three possible uses/purposes.
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14
Describe the three forecasting time horizons and their use.
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15
Short-range forecasts tend to ________ longer-range forecasts.

A) be less accurate than
B) be more accurate than
C) have about the same level of accuracy as
D) employ the same methodologies as
E) deal with more comprehensive issues than
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16
________ forecasts address the business cycle by predicting inflation rates, money supplies, housing starts, and other planning indicators.
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17
One use of short-range forecasts is to determine:

A) planning for new products.
B) cash budgeting.
C) research and development plans.
D) facility location.
E) production levels.
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18
Forecasts are usually classified by time horizon into which three categories?

A) short-range, medium-range, and long-range
B) finance/accounting, marketing, and operations
C) strategic, tactical, and operational
D) exponential smoothing, regression, and time series
E) departmental, organizational, and industrial
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19
List and briefly describe the three major types of forecasts that organizations use in planning future operations.
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20
What forecasting systems combine the intelligence of multiple supply chain partners?

A) FORE
B) MULTISUP
C) CPFR
D) SUPPLY
E) MSCP
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21
The sales force composite forecasting method relies on salespersons' estimates of expected sales.
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22
The forecasting technique that pools the opinions of a group of experts or managers is known as:

A) the expert judgment model.
B) multiple regression.
C) jury of executive opinion.
D) market survey.
E) management coefficients.
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23
Which of the following is NOT a step in the forecasting process?

A) Determine the use of the forecast.
B) Eliminate any assumptions.
C) Determine the time horizon of the forecast.
D) Select the forecasting model.
E) Validate and implement the results.
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24
A time-series model uses a series of past data points to make the forecast.
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25
Which of the following is NOT a type of qualitative forecasting?

A) jury of executive opinion
B) sales force composite
C) market survey
D) Delphi method
E) moving average
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26
What is the difference between an associative model and a time-series model?
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27
Identify the seven steps involved in forecasting.
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28
Name and discuss three qualitative forecasting methods.
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29
What are the three realities of forecasting that companies face?
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30
________ is a forecasting technique based upon salespersons' estimates of expected sales.
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31
What are the differences between quantitative and qualitative forecasting methods?
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32
The jury of executive opinion forecasting method formally solicits input from customers and potential customers.
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33
The quarterly "make meeting" of Lexus dealers is an example of a sales force composite forecast.
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34
________ forecasts use a series of past data points to make a forecast.
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35
Identify four quantitative forecasting methods.
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36
What is a time-series forecasting model?
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37
Which of the following uses three types of participants: decision makers, staff personnel, and respondents?

A) jury of executive opinion
B) sales force composite
C) Delphi method
D) associative models
E) time series
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38
The two general approaches to forecasting are:

A) qualitative and quantitative.
B) mathematical and statistical.
C) judgmental and qualitative.
D) historical and associative.
E) judgmental and associative.
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39
________ forecasts employ one or more mathematical models that rely on historical data and/or associative variables to forecast demand.
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40
Which of the following techniques uses variables such as price and promotional expenditures, which are related to product demand, to predict demand?

A) associative models
B) exponential smoothing
C) weighted moving average
D) moving average
E) trend projection
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41
A naive forecast for September sales of a product would be equal to the forecast for August.
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42
Mean squared error and exponential smoothing are two measures of the overall error of a forecasting model.
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43
The fundamental difference between cycles and seasonality is the:

A) duration of the repeating patterns.
B) magnitude of the variation.
C) ability to attribute the pattern to a cause.
D) all of the these
E) none of the these
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44
A trend projection equation with a slope of 0.78 means that there is a 0.78 unit rise in Y per period.
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45
In trend projection, a negative regression slope is mathematically impossible.
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46
In trend projection, the trend component is the intercept of the regression equation.
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47
Time-series data may exhibit which of the following behaviors?

A) trend
B) random variations
C) seasonality
D) cycles
E) They may exhibit all of these.
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48
Seasonal indices adjust raw data for patterns that repeat at regular time intervals.
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49
Cycles and random variations are both components of time series.
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50
What is the forecast for May using a four-month moving average? <strong>What is the forecast for May using a four-month moving average?  </strong> A) 38 B) 42 C) 43 D) 44 E) 47

A) 38
B) 42
C) 43
D) 44
E) 47
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51
Gradual upward or downward movement of data over time is called:

A) seasonality.
B) a cycle.
C) a trend.
D) exponential variation.
E) random variation.
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52
Which time-series model below assumes that demand in the next period will be equal to the most recent period's demand?

A) naive approach
B) moving average approach
C) weighted moving average approach
D) exponential smoothing approach
E) trend projection
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53
In time series, which of the following CANNOT be predicted?

A) large increases in demand
B) cycles
C) seasonal fluctuations
D) random variations
E) large decreases in demand
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54
One advantage of exponential smoothing is the limited amount of record keeping involved.
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55
Demand for individual products can be driven by product life cycles.
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56
The larger the number of periods in the simple moving average forecasting method, the greater the method's responsiveness to changes in demand.
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57
The major components of a time series are all of the following EXCEPT:

A) seasonality.
B) inflation.
C) trend.
D) cycles.
E) random variations.
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58
Trend refers to a data pattern that repeats itself after a period of days, weeks, months, or quarters.
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59
Which of the following statements about time-series forecasting is TRUE?

A) It is always based on the assumption that future demand will be the same as past demand.
B) It makes extensive use of the data collected in the qualitative approach.
C) It is based on the assumption that the analysis of past demand helps predict future demand.
D) Because it accounts for trends, cycles, and seasonal patterns, it is always more powerful than associative forecasting.
E) All of these are true.
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60
A naive forecast for September sales of a product would be equal to the sales in August.
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61
Yamaha manufactures which set of products with complementary demands to address seasonal variations?

A) golf clubs and skis
B) swimming suits and winter jackets
C) jet skis and snowmobiles
D) pianos and guitars
E) ice skates and water skis
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62
Which of the following is TRUE regarding the two smoothing constants of the Forecast Including Trend (FIT) model?

A) One constant is positive, while the other is negative.
B) They are called MAD and cumulative error.
C) Alpha is always smaller than beta.
D) One constant smooths the regression intercept, whereas the other smooths the regression slope.
E) Their values are determined independently.
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63
Which time-series model uses BOTH past forecasts and past demand data to generate a new forecast?

A) naive
B) moving average
C) weighted moving average
D) exponential smoothing
E) trend projection
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64
A six-month moving average forecast is generally better than a three-month moving average forecast if demand:

A) is rather stable.
B) has been changing due to recent promotional efforts.
C) follows a downward trend.
D) exceeds one million units per year.
E) follows an upward trend.
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65
Which of the following smoothing constants would make an exponential smoothing forecast equivalent to a naive forecast?

A) 0
B) 1 divided by the number of periods
C) 0.5
D) 1.0
E) cannot be determined
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66
A forecast based on the previous forecast plus a percentage of the forecast error is a(n):

A) qualitative forecast.
B) naive forecast.
C) moving average forecast.
D) weighted moving average forecast.
E) exponential smoothing forecast.
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67
A time-series trend equation is 25.3 + 21x. What is your forecast for period 7?

A) 324.1
B) 25.3
C) 32.3
D) 40.0
E) 172.3
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68
Which time-series model below assumes that demand in the next period will be equal to the most recent period's forecast?

A) naive approach
B) moving average approach
C) weighted moving average approach
D) exponential smoothing approach with α = 0
E) trend projection
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69
Which of the following is NOT a characteristic of exponential smoothing?

A) smooths random variations in the data
B) uses an easily altered weighting scheme
C) weights each historical value equally
D) has minimal data storage requirements
E) uses the previous period's forecast
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70
For a given product demand, the time-series trend equation is 53 - 4x. The negative sign on the slope of the equation:

A) is a mathematical impossibility.
B) is an indication that the forecast is biased, with forecast values lower than actual values.
C) is an indication that product demand is declining.
D) implies that the coefficient of determination will also be negative.
E) implies that the cumulative error will be negative.
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71
The primary purpose of the mean absolute deviation (MAD) in forecasting is to:

A) estimate the trend line.
B) eliminate forecast errors.
C) measure forecast accuracy.
D) seasonally adjust the forecast.
E) remove random variations.
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72
Which of the following values of alpha would cause exponential smoothing to respond the QUICKEST to changes in demand data?

A) 0.10
B) 0.2246
C) 0.50
D) 0.90
E) cannot be determined
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73
Increasing the number of periods in a moving average will accomplish greater smoothing, but at the expense of:

A) manager understanding.
B) accuracy.
C) stability.
D) sensitivity to real changes in the data.
E) All of the these are diminished when the number of periods increases.
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74
Given an actual demand this period of 67, a forecast for this period of 58, and an alpha of 0.3, what would the forecast for the next period be using exponential smoothing?

A) 55.3
B) 57.1
C) 58.9
D) 61.0
E) 60.7
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75
Suppose that the last four months of sales were 8, 10, 15, and 9 units, respectively. Suppose further that the last four forecasts were 5, 6, 11, and 12 units, respectively. What is the Mean Absolute Deviation (MAD) of these forecasts?

A) 2
B) -10
C) 3.5
D) 9
E) 10.5
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76
John's House of Pancakes uses a weighted moving average method to forecast pancake sales. It assigns a weight of 5 to the previous month's demand, 3 to demand two months ago, and 1 to demand three months ago. If sales amounted to 3000 pancakes in May, 2200 pancakes in June, and 1000 pancakes in July, what should be the forecast for August?

A) 2400
B) 2511
C) 2067
D) 3767
E) 1622
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77
Given an actual demand this period of 103, a forecast value for this period of 99, and an alpha of .6, what is the exponential smoothing forecast for next period?

A) 96.6
B) 97.4
C) 100.6
D) 101.4
E) -105.4
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78
Which of the following statements comparing exponential smoothing to the weighted moving average technique is TRUE?

A) Exponential smoothing is more easily used in combination with the Delphi method.
B) More emphasis can be placed on recent values using the weighted moving average.
C) Exponential smoothing is considerably more difficult to implement on a computer.
D) Exponential smoothing typically requires less record keeping of past data.
E) Exponential smoothing allows one to develop forecasts for multiple periods, whereas the weighted moving average technique does not.
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79
Given forecast errors of -1, 4, 4, and -3, what is the mean absolute deviation?

A) 1
B) 3
C) 4
D) 8
E) 12
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80
A forecasting method has produced the following over the past five months. What is the mean absolute deviation? <strong>A forecasting method has produced the following over the past five months. What is the mean absolute deviation?  </strong> A) -0.2 B) 12.0 C) 6.0 D) 1.2 E) 2.4

A) -0.2
B) 12.0
C) 6.0
D) 1.2
E) 2.4
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