Deck 3: Demand Forecasting

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سؤال
Forecasts are rarely perfect.
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سؤال
Forecasting techniques that are based on time series data assume that future values of the series will duplicate past values.
سؤال
The naive approach to forecasting requires a linear trend line.
سؤال
A consumer survey is an easy and sure way to obtain direct input from existing customers.
سؤال
Increasing the number of data points included in a moving average will result in a forecast that is smoother but less responsive to changes.
سؤال
Forecast accuracy tends to increase as the time horizon increases.
سؤال
Forecasts for groups of items tend to be less accurate than forecasts for individual items because forecasts for individual items are not subject to as many influencing factors.
سؤال
Time series techniques involve identification of explanatory variables that can be used to predict future demand.
سؤال
Forecasts based on time series (historical)data are referred to as associative forecasts.
سؤال
The naive forecast can serve as a standard of comparison against which to judge the cost and accuracy of other techniques.
سؤال
Organizations that are capable of responding quickly to changing requirements can use a shorter forecast horizon and therefore benefit from more accurate forecasts.
سؤال
The naive forecast is limited in its application to series that reflect no trend or seasonality.
سؤال
As a forecasting technique,the Delphi technique is useful for technological forecasting.
سؤال
Since a primary goal of operations management to match supply to demand,forecasts become a basic input to the decision process because they provide information on past demand.
سؤال
The Delphi approach involves the use of a series of questionnaires to achieve a.
سؤال
Forecasting techniques generally assume that the same causal system that existed in the past will continue to exist in the future.
سؤال
One weakness of the Delphi method is that there is a high risk that one person's opinion will prevail.
سؤال
The primary difference between irregular and random variations is the ability to attribute variations to a specific cause.
سؤال
The purpose of the forecast should be established first so that the level of detail,amount of resources,and accuracy level can be indicated.
سؤال
Generally the responsibility for preparing demand forecasts for finished goods or services lies with operations rather than marketing or sales departments.
سؤال
The T in the model TAF = S + T represents the time dimension.
سؤال
Correlation measures the strength and direction of a relationship between variables.
سؤال
Trend adjusted exponential smoothing requires selection of two smoothing constants.
سؤال
In order to compute seasonal relatives,the trend of past data must be computed or known.
سؤال
A smoothing constant of .1 will cause an exponential smoothing forecast to react more quickly to a sudden change than a value of .3 will.
سؤال
Exponential smoothing is a form of weighted averaging.
سؤال
In exponential smoothing,an alpha of .30 will cause a forecast to react more quickly to a large error than will an alpha of .20.
سؤال
The MSE is the best measure to use in a control chart to monitor if forecast error is randomly distributed around a mean value of 0.
سؤال
A simple moving average assigns equal weight to each data point that is represented by the average.
سؤال
Removing the seasonal component from a data series (deseasonalizing)can be accomplished by dividing each data point by its appropriate seasonal relative.
سؤال
An advantage of "trend adjusted exponential smoothing" over the "linear trend equation" is its ability to adjust over time to changes in the trend.
سؤال
A moving average forecast tends to be more responsive to changes in the data series when more data points are included in the average.
سؤال
Centred moving averages (CMA)is a better way to compute seasonal relatives than using a simple moving average if there is a linear trend in a time series.
سؤال
Positive forecast errors,the case when the forecast is low relative to the actual value,are preferable to negative forecast errors,the case when the forecast is higher than the actual value
سؤال
MAD is equal to the square root of MSE.
سؤال
A seasonal relative (or seasonal indexes)is expressed as a percentage of the average or trend in a time series.
سؤال
An advantage of a weighted moving average is that more recent experience is given more weight than less recent experience.
سؤال
The forecast error is the difference between the actual value and the forecast value for a given period.
سؤال
Multiple regression procedures permit us to extend associative models to relationships that involve more than one predictor variable.
سؤال
In order to update a moving average forecast,the values of each data point in the average must be known.
سؤال
Moving average and exponential smoothing forecasting techniques are used for long range forecasts.
سؤال
A proactive approach to forecasting views forecasts as probable descriptions of future demand,assuming actions can be taken to meet that demand.
سؤال
The square root of MSE is used to estimate the sample standard deviation of forecast errors.
سؤال
The two general approaches to forecasting are:

A) mathematical and statistical.
B) qualitative and quantitative.
C) judgmental and quantitative.
D) historical and associative.
E) judgmental and associative.
سؤال
When error values fall outside the limits of a control chart,this signals a need for corrective action
سؤال
When all the forecast errors plotted on a control chart are either all positive,or all negative,this shows that the forecasting technique is performing adequately.
سؤال
Using control charts to monitor forecast error are best suited for forecasting applications involving a single forecast rather than applications involving a series of forecasts (e.g.monthly sales).
سؤال
In operations,forecasts are the basis for all of the following EXCEPT:

A) capacity planning
B) project management
C) inventory planning
D) work assignments and workloads
E) forecasts are the basis for all of the choices.
سؤال
Forecasts can help a manager to do all of the following EXCEPT:

A) reduce uncertainty in planning.
B) design the system.
C) plan the medium-term use of the system.
D) schedule the short-term use of the system.
E) predict the future precisely.
سؤال
A random pattern of errors within the limits of a control chart signals a need for corrective action.
سؤال
A proactive approach to forecasts might involve advertising or other attempts to influence the demand level.
سؤال
All of the following are true about forecasts EXCEPT:

A) become less accurate with longer time horizons.
B) are less accurate for individual items than for groups of items.
C) are always perfect.
D) are usually the responsibility of operating managers to prepare.
E) assume the same underlying causal system in the future as the past.
سؤال
Which of the following is not necessarily an element of a good forecast?

A) The degree of accuracy is stated.
B) Time horizon long enough so forecast results can be used.
C) Expressed in meaningful units.
D) Low cost to complete.
E) Technique is simple to understand and use.
سؤال
Which would not generally be considered a feature common to all forecasts?

A) An assumption of a stable underlying causal system.
B) Actual results will differ somewhat from predicted values.
C) Historical data is available on which to base the forecast.
D) Forecasts for groups of items tend to be more accurate than forecasts for individual items.
E) Accuracy decreases as the time horizon increases.
سؤال
Determining the purpose of the forecast is an important first step in the forecasting process because it dictates:
I)the level of detail required in the forecast
II)the amount of resources that can be justified
III)the level of accuracy required

A) I and II only
B) I and III only
C) II and III only
D) I, II, and III only
E) none of the choices are true
سؤال
The best forecast is always the one that is the most accurate.
سؤال
Which of the following is not a step in the forecasting process?

A) Determine the purpose of the purpose.
B) Eliminate any assumptions and rely solely on verifiable factual data.
C) Establish a forecasting horizon.
D) Select a forecasting technique.
E) Monitor the forecast.
سؤال
A control chart involves setting control limits to monitor cumulative forecast error.
سؤال
Which of the following is not a requirement of a properly prepared forecast?

A) Timely
B) Accurate
C) Reliable
D) Simple to understand and use
E) Inexpensive
سؤال
The use of a control chart assumes that errors are normally distributed about a mean of zero.
سؤال
Which phrase most closely describes the Delphi technique?

A) Associative forecast
B) Consumer survey
C) Series of questionnaires
D) Double smoothing
E) Historical data
سؤال
Persistent upward or downward movement in time series data is called:

A) seasonal variation.
B) cycles.
C) irregular variation.
D) trend.
E) random variation.
سؤال
Which of the following is not a type of judgmental forecasting?

A) Executive opinions
B) Sales force opinions
C) Consumer surveys
D) Expert opinions
E) Time series analysis
سؤال
Given the following historical data,what is the simple three-period moving average forecast for period 6?
<strong>Given the following historical data,what is the simple three-period moving average forecast for period 6?  </strong> A) 67 B) 115 C) 69 D) 68 E) 68.67 <div style=padding-top: 35px>

A) 67
B) 115
C) 69
D) 68
E) 68.67
سؤال
Which of the following would be an advantage of using opinions of a sales force to develop a demand forecast?

A) The sales staff is least affected by changing customer needs.
B) The sales force can easily distinguish between customer desires and probable actions.
C) The sales staff is often aware of customers' future plans.
D) Salespeople are least likely to be influenced by recent events.
E) Salespeople are least likely to be biased by sales quotas.
سؤال
A network security company is securing input from information technology managers trying to anticipate when Wi Fi networks might be available in at least half of their client's businesses.Which method are they most likely to use?

A) The Delphi method
B) Consumer surveys
C) Regression models
D) Naive method
E) Trend models
سؤال
In order to increase the responsiveness of a forecast made using the moving average technique,the number of data points in the average should be:

A) decreased.
B) increased.
C) multiplied by a larger alpha.
D) multiplied by a smaller alpha.
E) none of the choices are true.
سؤال
Time series data may exhibit all but which of the following behaviours?

A) Trend
B) Seasonality
C) Cycles
D) Irregularities
E) All of the choices may be exhibited
سؤال
Naive forecasting methods:

A) are quick and easy to prepare.
B) are easy for users to understand.
C) can serve as an accuracy standard for other techniques.
D) All of the choices are true.
E) None of the choices are true.
سؤال
Moving average forecasting techniques:

A) immediately reflect changing patterns in the time series.
B) lead changes in the time series.
C) smooth variations in the time series.
D) all of the choices are true.
E) none of the choices are true.
سؤال
The forecasting method which uses anonymous questionnaires to achieve a consensus forecast is:

A) sales force opinions.
B) consumer surveys.
C) the Delphi method.
D) time series analysis.
E) executive opinions.
سؤال
Averaging forecasting techniques are useful for:
I)distinguishing between random and non-random variations
II)smoothing out fluctuations in data
III)forecasting cyclical time series

A) I only
B) I and II only
C) II only
D) II and III only
E) I, II, and III
سؤال
The primary difference between seasonality and cycles is:

A) the duration of the repeating patterns.
B) the magnitude of the variation.
C) the ability to attribute the pattern to a cause.
D) all of the choices are differences.
E) none of the choices are differences.
سؤال
One reason for using the Delphi method in forecasting is:

A) responses are anonymous.
B) to achieve a high degree of accuracy.
C) to maintain accountability and responsibility.
D) to be able to replicate results.
E) all of the choices are reasons.
سؤال
For the data given below,if the time series was assumed to be stable,what would the naive forecast be for the next period?
<strong>For the data given below,if the time series was assumed to be stable,what would the naive forecast be for the next period?  </strong> A) 58 B) 62 C) 59.5 D) 61 E) none of the choices are true <div style=padding-top: 35px>

A) 58
B) 62
C) 59.5
D) 61
E) none of the choices are true
سؤال
Disadvantages of naive forecasts include:
I)time-consuming to prepare
II)the techniques are complex therefore difficult to understand
III)do not smooth random variations

A) I, II, and III
B) I and II
C) I and III
D) II and III
E) none of the choices are disadvantages.
سؤال
Using the latest observation in a sequence of data to forecast the next period is:

A) a moving average forecast.
B) a naive forecast.
C) an exponentially smoothed forecast.
D) an associative forecast.
E) none of the choices are true.
سؤال
Given the following historical data and weights of .5 for the most recent period,.3 for the next most recent,and .2 for the next after that,what is the weighted three-period moving average forecast for period 5?
<strong>Given the following historical data and weights of .5 for the most recent period,.3 for the next most recent,and .2 for the next after that,what is the weighted three-period moving average forecast for period 5?  </strong> A) 144.20 B) 144.80 C) 144.67 D) 143.00 E) 144.00 <div style=padding-top: 35px>

A) 144.20
B) 144.80
C) 144.67
D) 143.00
E) 144.00
سؤال
Which of the following steps is considered the last step in the forecasting process?

A) Gather and analyze relevant historical data.
B) Determine the purpose of the forecast.
C) Monitor the forecast.
D) Prepare the forecast.
E) Establish a time horizon.
سؤال
Which is not a characteristic of simple moving averages applied to time series data?

A) Smooths random variations in the data
B) Weights each historical value equally
C) Lags changes in the data
D) Has minimal reliance on historical data
E) Smooths real variations in the data
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ملء الشاشة (f)
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Deck 3: Demand Forecasting
1
Forecasts are rarely perfect.
True
2
Forecasting techniques that are based on time series data assume that future values of the series will duplicate past values.
False
3
The naive approach to forecasting requires a linear trend line.
False
4
A consumer survey is an easy and sure way to obtain direct input from existing customers.
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5
Increasing the number of data points included in a moving average will result in a forecast that is smoother but less responsive to changes.
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6
Forecast accuracy tends to increase as the time horizon increases.
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7
Forecasts for groups of items tend to be less accurate than forecasts for individual items because forecasts for individual items are not subject to as many influencing factors.
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8
Time series techniques involve identification of explanatory variables that can be used to predict future demand.
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9
Forecasts based on time series (historical)data are referred to as associative forecasts.
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10
The naive forecast can serve as a standard of comparison against which to judge the cost and accuracy of other techniques.
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11
Organizations that are capable of responding quickly to changing requirements can use a shorter forecast horizon and therefore benefit from more accurate forecasts.
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12
The naive forecast is limited in its application to series that reflect no trend or seasonality.
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13
As a forecasting technique,the Delphi technique is useful for technological forecasting.
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14
Since a primary goal of operations management to match supply to demand,forecasts become a basic input to the decision process because they provide information on past demand.
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15
The Delphi approach involves the use of a series of questionnaires to achieve a.
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16
Forecasting techniques generally assume that the same causal system that existed in the past will continue to exist in the future.
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17
One weakness of the Delphi method is that there is a high risk that one person's opinion will prevail.
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18
The primary difference between irregular and random variations is the ability to attribute variations to a specific cause.
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19
The purpose of the forecast should be established first so that the level of detail,amount of resources,and accuracy level can be indicated.
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20
Generally the responsibility for preparing demand forecasts for finished goods or services lies with operations rather than marketing or sales departments.
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21
The T in the model TAF = S + T represents the time dimension.
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22
Correlation measures the strength and direction of a relationship between variables.
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23
Trend adjusted exponential smoothing requires selection of two smoothing constants.
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24
In order to compute seasonal relatives,the trend of past data must be computed or known.
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25
A smoothing constant of .1 will cause an exponential smoothing forecast to react more quickly to a sudden change than a value of .3 will.
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26
Exponential smoothing is a form of weighted averaging.
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27
In exponential smoothing,an alpha of .30 will cause a forecast to react more quickly to a large error than will an alpha of .20.
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28
The MSE is the best measure to use in a control chart to monitor if forecast error is randomly distributed around a mean value of 0.
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29
A simple moving average assigns equal weight to each data point that is represented by the average.
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30
Removing the seasonal component from a data series (deseasonalizing)can be accomplished by dividing each data point by its appropriate seasonal relative.
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31
An advantage of "trend adjusted exponential smoothing" over the "linear trend equation" is its ability to adjust over time to changes in the trend.
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32
A moving average forecast tends to be more responsive to changes in the data series when more data points are included in the average.
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33
Centred moving averages (CMA)is a better way to compute seasonal relatives than using a simple moving average if there is a linear trend in a time series.
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34
Positive forecast errors,the case when the forecast is low relative to the actual value,are preferable to negative forecast errors,the case when the forecast is higher than the actual value
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35
MAD is equal to the square root of MSE.
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36
A seasonal relative (or seasonal indexes)is expressed as a percentage of the average or trend in a time series.
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37
An advantage of a weighted moving average is that more recent experience is given more weight than less recent experience.
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38
The forecast error is the difference between the actual value and the forecast value for a given period.
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39
Multiple regression procedures permit us to extend associative models to relationships that involve more than one predictor variable.
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40
In order to update a moving average forecast,the values of each data point in the average must be known.
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41
Moving average and exponential smoothing forecasting techniques are used for long range forecasts.
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42
A proactive approach to forecasting views forecasts as probable descriptions of future demand,assuming actions can be taken to meet that demand.
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43
The square root of MSE is used to estimate the sample standard deviation of forecast errors.
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44
The two general approaches to forecasting are:

A) mathematical and statistical.
B) qualitative and quantitative.
C) judgmental and quantitative.
D) historical and associative.
E) judgmental and associative.
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45
When error values fall outside the limits of a control chart,this signals a need for corrective action
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46
When all the forecast errors plotted on a control chart are either all positive,or all negative,this shows that the forecasting technique is performing adequately.
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47
Using control charts to monitor forecast error are best suited for forecasting applications involving a single forecast rather than applications involving a series of forecasts (e.g.monthly sales).
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48
In operations,forecasts are the basis for all of the following EXCEPT:

A) capacity planning
B) project management
C) inventory planning
D) work assignments and workloads
E) forecasts are the basis for all of the choices.
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49
Forecasts can help a manager to do all of the following EXCEPT:

A) reduce uncertainty in planning.
B) design the system.
C) plan the medium-term use of the system.
D) schedule the short-term use of the system.
E) predict the future precisely.
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50
A random pattern of errors within the limits of a control chart signals a need for corrective action.
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51
A proactive approach to forecasts might involve advertising or other attempts to influence the demand level.
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52
All of the following are true about forecasts EXCEPT:

A) become less accurate with longer time horizons.
B) are less accurate for individual items than for groups of items.
C) are always perfect.
D) are usually the responsibility of operating managers to prepare.
E) assume the same underlying causal system in the future as the past.
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53
Which of the following is not necessarily an element of a good forecast?

A) The degree of accuracy is stated.
B) Time horizon long enough so forecast results can be used.
C) Expressed in meaningful units.
D) Low cost to complete.
E) Technique is simple to understand and use.
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54
Which would not generally be considered a feature common to all forecasts?

A) An assumption of a stable underlying causal system.
B) Actual results will differ somewhat from predicted values.
C) Historical data is available on which to base the forecast.
D) Forecasts for groups of items tend to be more accurate than forecasts for individual items.
E) Accuracy decreases as the time horizon increases.
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55
Determining the purpose of the forecast is an important first step in the forecasting process because it dictates:
I)the level of detail required in the forecast
II)the amount of resources that can be justified
III)the level of accuracy required

A) I and II only
B) I and III only
C) II and III only
D) I, II, and III only
E) none of the choices are true
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56
The best forecast is always the one that is the most accurate.
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57
Which of the following is not a step in the forecasting process?

A) Determine the purpose of the purpose.
B) Eliminate any assumptions and rely solely on verifiable factual data.
C) Establish a forecasting horizon.
D) Select a forecasting technique.
E) Monitor the forecast.
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58
A control chart involves setting control limits to monitor cumulative forecast error.
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59
Which of the following is not a requirement of a properly prepared forecast?

A) Timely
B) Accurate
C) Reliable
D) Simple to understand and use
E) Inexpensive
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60
The use of a control chart assumes that errors are normally distributed about a mean of zero.
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61
Which phrase most closely describes the Delphi technique?

A) Associative forecast
B) Consumer survey
C) Series of questionnaires
D) Double smoothing
E) Historical data
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62
Persistent upward or downward movement in time series data is called:

A) seasonal variation.
B) cycles.
C) irregular variation.
D) trend.
E) random variation.
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63
Which of the following is not a type of judgmental forecasting?

A) Executive opinions
B) Sales force opinions
C) Consumer surveys
D) Expert opinions
E) Time series analysis
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64
Given the following historical data,what is the simple three-period moving average forecast for period 6?
<strong>Given the following historical data,what is the simple three-period moving average forecast for period 6?  </strong> A) 67 B) 115 C) 69 D) 68 E) 68.67

A) 67
B) 115
C) 69
D) 68
E) 68.67
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65
Which of the following would be an advantage of using opinions of a sales force to develop a demand forecast?

A) The sales staff is least affected by changing customer needs.
B) The sales force can easily distinguish between customer desires and probable actions.
C) The sales staff is often aware of customers' future plans.
D) Salespeople are least likely to be influenced by recent events.
E) Salespeople are least likely to be biased by sales quotas.
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66
A network security company is securing input from information technology managers trying to anticipate when Wi Fi networks might be available in at least half of their client's businesses.Which method are they most likely to use?

A) The Delphi method
B) Consumer surveys
C) Regression models
D) Naive method
E) Trend models
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67
In order to increase the responsiveness of a forecast made using the moving average technique,the number of data points in the average should be:

A) decreased.
B) increased.
C) multiplied by a larger alpha.
D) multiplied by a smaller alpha.
E) none of the choices are true.
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68
Time series data may exhibit all but which of the following behaviours?

A) Trend
B) Seasonality
C) Cycles
D) Irregularities
E) All of the choices may be exhibited
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69
Naive forecasting methods:

A) are quick and easy to prepare.
B) are easy for users to understand.
C) can serve as an accuracy standard for other techniques.
D) All of the choices are true.
E) None of the choices are true.
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70
Moving average forecasting techniques:

A) immediately reflect changing patterns in the time series.
B) lead changes in the time series.
C) smooth variations in the time series.
D) all of the choices are true.
E) none of the choices are true.
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71
The forecasting method which uses anonymous questionnaires to achieve a consensus forecast is:

A) sales force opinions.
B) consumer surveys.
C) the Delphi method.
D) time series analysis.
E) executive opinions.
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72
Averaging forecasting techniques are useful for:
I)distinguishing between random and non-random variations
II)smoothing out fluctuations in data
III)forecasting cyclical time series

A) I only
B) I and II only
C) II only
D) II and III only
E) I, II, and III
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73
The primary difference between seasonality and cycles is:

A) the duration of the repeating patterns.
B) the magnitude of the variation.
C) the ability to attribute the pattern to a cause.
D) all of the choices are differences.
E) none of the choices are differences.
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74
One reason for using the Delphi method in forecasting is:

A) responses are anonymous.
B) to achieve a high degree of accuracy.
C) to maintain accountability and responsibility.
D) to be able to replicate results.
E) all of the choices are reasons.
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75
For the data given below,if the time series was assumed to be stable,what would the naive forecast be for the next period?
<strong>For the data given below,if the time series was assumed to be stable,what would the naive forecast be for the next period?  </strong> A) 58 B) 62 C) 59.5 D) 61 E) none of the choices are true

A) 58
B) 62
C) 59.5
D) 61
E) none of the choices are true
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76
Disadvantages of naive forecasts include:
I)time-consuming to prepare
II)the techniques are complex therefore difficult to understand
III)do not smooth random variations

A) I, II, and III
B) I and II
C) I and III
D) II and III
E) none of the choices are disadvantages.
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77
Using the latest observation in a sequence of data to forecast the next period is:

A) a moving average forecast.
B) a naive forecast.
C) an exponentially smoothed forecast.
D) an associative forecast.
E) none of the choices are true.
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78
Given the following historical data and weights of .5 for the most recent period,.3 for the next most recent,and .2 for the next after that,what is the weighted three-period moving average forecast for period 5?
<strong>Given the following historical data and weights of .5 for the most recent period,.3 for the next most recent,and .2 for the next after that,what is the weighted three-period moving average forecast for period 5?  </strong> A) 144.20 B) 144.80 C) 144.67 D) 143.00 E) 144.00

A) 144.20
B) 144.80
C) 144.67
D) 143.00
E) 144.00
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79
Which of the following steps is considered the last step in the forecasting process?

A) Gather and analyze relevant historical data.
B) Determine the purpose of the forecast.
C) Monitor the forecast.
D) Prepare the forecast.
E) Establish a time horizon.
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80
Which is not a characteristic of simple moving averages applied to time series data?

A) Smooths random variations in the data
B) Weights each historical value equally
C) Lags changes in the data
D) Has minimal reliance on historical data
E) Smooths real variations in the data
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