Deck 7: Demand Forecasting in a Supply Chain

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سؤال
The result when each stage in the supply chain makes its own separate forecast is often a match between supply and demand,because these forecasts are often very different.
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سؤال
Leaders in many supply chains have started moving toward collaborative forecasting to improve their ability to match supply and demand.
سؤال
Qualitative forecasting methods are most appropriate when there is good historical data available or when experts do not have market intelligence that is critical in making the forecast.
سؤال
Forecasts are always right.
سؤال
Causal forecasting methods find a correlation between demand and environmental factors and use estimates of what environmental factors will be to forecast future demand.
سؤال
Forecasts should include both the expected value of the forecast and a measure of forecast error.
سؤال
In general,the further up the supply chain a company is (or the further they are from the consumer),the smaller the distortion of information they receive.
سؤال
When all stages of a supply chain produce a collaborative forecast,it tends to be much more accurate.
سؤال
Forecasting and the accompanying managerial decisions are extremely difficult when either the supply of raw materials or the demand for the finished product is highly variable.
سؤال
For pull processes,a manager must forecast what customer demand will be in order to plan the level of available capacity and inventory.
سؤال
Time series forecasting methods are based on the assumption that past demand history is a good indicator of future demand.
سؤال
Long-term forecasts are usually more accurate than short-term forecasts.
سؤال
Simulation forecasting methods imitate the consumer choices that give rise to demand to arrive at a forecast.
سؤال
Time series forecasting methods are the most difficult methods to implement.
سؤال
Collaborative forecasting based on sales to the end customer can help enterprises further up the supply chain reduce forecast error.
سؤال
The forecast of demand forms the basis for all strategic and planning decisions in a supply chain.
سؤال
Mature products with stable demand are usually the most difficult to forecast.
سؤال
Aggregate forecasts are usually more accurate than disaggregate forecasts,as they tend to have a smaller standard deviation of error relative to the mean.
سؤال
For push processes,a manager must forecast what customer demand will be in order to plan the level of available capacity and inventory.
سؤال
Throughout the supply chain,all pull processes are performed in anticipation of customer demand,whereas all push processes are performed in response to customer demand.
سؤال
Marketing can utilize forecasts to make decisions concerning

A) scheduling.
B) promotions.
C) inventory control.
D) aggregate planning.
E) purchasing.
سؤال
The moving average forecast method is used when demand has an observable trend or seasonality.
سؤال
The resulting accuracy of a collaborative forecast enables supply chains to be

A) more responsive but less efficient in serving their customers.
B) both more responsive and more efficient in serving their customers.
C) less responsive but less efficient in serving their customers.
D) both less responsive and less efficient in serving their customers.
E) None of the above are true.
سؤال
A static method of forecasting assumes that the estimates of level,trend,and seasonality within the systematic component vary as new demand is observed.
سؤال
Leaders in many supply chains have started moving

A) toward independent forecasting to improve their ability to match supply and demand.
B) toward consecutive forecasting to improve their ability to match supply and demand.
C) toward sequential forecasting to improve their ability to match supply and demand.
D) toward collaborative forecasting to improve their ability to match supply and demand.
E) None of the above are true.
سؤال
Forecasting and the accompanying managerial decisions are relatively simple when either the supply of raw materials or the demand for the finished product is highly unpredictable.
سؤال
The basis for all strategic and planning decisions in a supply chain comes from

A) the forecast of demand.
B) sales targets.
C) profitability projections.
D) production efficiency goals.
E) all of the above
سؤال
The goal of any forecasting method is to predict the systematic component of demand and estimate the random component.
سؤال
For pull processes,a manager must forecast what customer demand will be in order to

A) plan the service level.
B) plan the level of available capacity and inventory.
C) plan the level of productivity.
D) plan the level of production.
E) none of the above
سؤال
The forecast error measures the difference between the forecast and the estimate.
سؤال
The objective of forecasting is to filter out the random component (noise)and estimate the systematic component.
سؤال
Forecasting and the accompanying managerial decisions are extremely difficult when either the supply of raw materials or the demand for the finished product is highly unpredictable.
سؤال
The result of each stage in the supply chain making its own separate forecast is

A) an accurate forecast.
B) a more accurate forecast.
C) a match between supply and demand.
D) a mismatch between supply and demand.
E) none of the above
سؤال
In adaptive forecasting,the estimates of level,trend,and seasonality are updated after each demand observation.
سؤال
Production can utilize forecasts to make decisions concerning

A) scheduling.
B) sales-force allocation.
C) promotions.
D) new product introduction.
E) budgetary planning.
سؤال
Long-term forecasts have a larger standard deviation of error relative to the mean than short-term forecasts.
سؤال
Finance can utilize forecasts to make decisions concerning

A) scheduling.
B) promotions.
C) plant/equipment investment.
D) aggregate planning.
E) purchasing.
سؤال
For push processes,a manager must forecast what customer demand will be in order to

A) plan the service level.
B) plan the level of available capacity and inventory.
C) plan the level of productivity.
D) plan the level of production.
E) none of the above
سؤال
When all stages of a supply chain produce a collaborative forecast,it tends to be

A) much more detailed.
B) much more complex.
C) much more accurate.
D) much more flexible.
E) all of the above
سؤال
For pull processes,a manager must plan the level of available capacity and inventory but not the actual amount to be executed.
سؤال
One of the characteristics of forecasts is

A) aggregate forecasts are usually less accurate than disaggregate forecasts.
B) disaggregate forecasts are usually more accurate than aggregate forecasts.
C) short-term forecasts are usually less accurate than long-term forecasts.
D) long-term forecasts are usually less accurate than short-term forecasts.
E) none of the above
سؤال
In general,the further up the supply chain a company is (or the further they are from the consumer),

A) the greater the distortion of information they receive.
B) the smaller the distortion of information they receive.
C) the information they receive is more accurate.
D) the information they receive is more useful.
E) none of the above
سؤال
One of the characteristics of forecasts is

A) aggregate forecasts are usually more accurate than disaggregate forecasts.
B) disaggregate forecasts are usually more accurate than aggregate forecasts.
C) short-term forecasts are usually less accurate than long-term forecasts.
D) long-term forecasts are usually more accurate than short-term forecasts.
E) none of the above
سؤال
Forecasting methods that are primarily subjective and rely on human judgment are known as

A) qualitative forecasting methods.
B) time series forecasting methods.
C) causal forecasting methods.
D) simulation forecasting methods.
E) none of the above
سؤال
Aggregate forecasts are usually more accurate than disaggregate forecasts because

A) aggregate forecasts tend to have a larger standard deviation of error relative to the mean.
B) aggregate forecasts tend to have a smaller standard deviation of error relative to the mean.
C) disaggregate forecasts tend to have a smaller standard deviation of error relative to the mean.
D) disaggregate forecasts tend to have less standard deviation of error relative to the mean.
E) none of the above
سؤال
Which of the following is not a step to help an organization perform effective forecasting?

A) Understand the objective of forecasting.
B) Integrate demand planning and forecasting throughout the supply chain.
C) Understand and identify customer segments.
D) Identify and understand supplier requirements.
E) Determine the appropriate forecasting technique.
سؤال
Personnel can utilize forecasts to make decisions concerning

A) scheduling.
B) promotions.
C) plant/equipment investment.
D) workforce planning.
E) purchasing.
سؤال
The goal of any forecasting method is to

A) predict the random component of demand and estimate the systematic component.
B) predict the systematic component of demand and estimate the random component.
C) predict the seasonal component of demand and estimate the random component.
D) predict the random component of demand and estimate the seasonal component.
E) predict the trend component of demand and estimate the random component.
سؤال
Long-term forecasts are usually less accurate than short-term forecasts because

A) short-term forecasts have a larger standard deviation of error relative to the mean than long-term forecasts.
B) short-term forecasts have more standard deviation of error relative to the mean than long-term forecasts.
C) long-term forecasts have a smaller standard deviation of error relative to the mean than short-term forecasts.
D) long-term forecasts have a larger standard deviation of error relative to the mean than short-term forecasts.
E) none of the above
سؤال
Which forecasting methods are the simplest to implement and can serve as a good starting point for a demand forecast?

A) Qualitative forecasting methods
B) Time series forecasting methods
C) Causal forecasting methods
D) Simulation forecasting methods
E) none of the above
سؤال
Qualitative forecasting methods are most appropriate when

A) there is good historical data available.
B) there is little historical data available.
C) experts do not have critical market intelligence.
D) forecasting demand into the near future.
E) trying to achieve a high level of detail.
سؤال
When either the supply of raw materials or the demand for the finished product is highly variable,forecasting and the accompanying managerial decisions

A) are extremely simple.
B) are relatively straightforward.
C) are extremely difficult.
D) should not be attempted.
E) none of the above
سؤال
Mature products with stable demand

A) are usually easiest to forecast.
B) are usually hardest to forecast.
C) cannot be forecast.
D) do not need to be forecast.
E) none of the above
سؤال
Time series forecasting methods are most appropriate when

A) there is little historical data available.
B) the basic demand pattern varies significantly from one year to the next.
C) the basic demand pattern does not vary significantly from one year to the next.
D) experts have critical market intelligence.
E) forecasting demand several years into the future.
سؤال
Forecasts are always wrong and therefore

A) should include both the expected value of the forecast and a measure of forecast error.
B) should not include both the expected value of the forecast and a measure of forecast error.
C) should only be used when there are no accurate estimates.
D) should be missing the expected value of the forecast and a measure of forecast error.
E) none of the above
سؤال
One of the characteristics of forecasts is

A) forecasts are always right.
B) forecasts are always wrong.
C) short-term forecasts are usually less accurate than long-term forecasts.
D) long-term forecasts are usually more accurate than short-term forecasts.
E) none of the above
سؤال
Forecasting methods that imitate the consumer choices that give rise to demand to arrive at a forecast are known as

A) qualitative forecasting methods.
B) time series forecasting methods.
C) causal forecasting methods.
D) simulation forecasting methods.
E) none of the above
سؤال
Which of the following is not a forecasting method?

A) Qualitative
B) Time series
C) Causal
D) Simulation
E) All of the above are forecasting methods.
سؤال
Forecasting methods that assume that the demand forecast is highly correlated with certain factors in the environment (e.g.,the state of the economy,interest rates,etc.)to make a forecast are known as

A) qualitative forecasting methods.
B) time series forecasting methods.
C) causal forecasting methods.
D) simulation forecasting methods.
E) none of the above
سؤال
Forecasting methods that use historical demand to make a forecast are known as

A) qualitative forecasting methods.
B) time series forecasting methods.
C) causal forecasting methods.
D) simulation forecasting methods.
E) none of the above
سؤال
The measure of forecast error where the average absolute error of each forecast is shown as a percentage of demand is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
سؤال
________ forecasting methods are primarily subjective and rely on human judgment.

A) Qualitative
B) Time-series
C) Causal
D) Simulation
سؤال
A supermarket has experienced weekly demand of milk of D1 = 130,D2 =117,D3 =124,and D4 =142 gallons over the last four weeks.Forecast demand for Period 5 using a three-period moving average.

A) 128.25
B) 127.67
C) 133.00
D) 142.00
سؤال
________ forecasting methods use historical demand to make a forecast.

A) Qualitative
B) Time-series
C) Causal
D) Simulation
سؤال
________ forecasting methods assume that the demand forecast is highly correlated with certain factors in the environment (the state of the economy,interest rates,etc.).

A) Qualitative
B) Time-series
C) Causal
D) Simulation
سؤال
The measure of forecast error where the absolute amount of error of each forecast is averaged is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
سؤال
With respect to time-series methods,the systematic component measures the expected value of demand and does NOT consist of

A) level.
B) trend.
C) seasonality.
D) random component.
سؤال
The additive form of the systematic component of demand is shown as

A) level × trend × seasonal factor.
B) level + trend + seasonal factor.
C) (level + trend) × seasonal factor.
D) level × (trend + seasonal factor).
E) (level × trend) + seasonal factor.
سؤال
The measure of forecast error where the amount of error of each forecast is squared and then an average is calculated is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
سؤال
Which of the following is not a necessary step to estimate the three parameters-level,trend,and seasonal factors of the systematic component of demand?

A) Deseasonalize demand and run linear regression to estimate level and trend.
B) Estimate seasonal factors.
C) Remove the trend factor of demand and run linear regression to estimate seasonal factors.
D) All of the above are steps.
E) None of the above are steps.
سؤال
The equation for calculating the systematic component may take a variety of forms.Which is not one of those forms listed in the text?

A) Associative
B) Multiplicative
C) Additive
D) Mixed
سؤال
The measure of how significantly a forecast method consistently over- or underestimates demand is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
سؤال
The trend corrected exponential smoothing (Holt's Model)forecast method is appropriate when

A) demand has observable trend or seasonality.
B) demand has no observable trend or seasonality.
C) demand has observable trend but no seasonality.
D) demand has no observable level or seasonality.
E) none of the above
سؤال
The simple exponential smoothing forecast method is appropriate when

A) demand has observable trend or seasonality.
B) demand has no observable trend or seasonality.
C) demand has observable trend and seasonality.
D) demand has no observable level or seasonality.
E) none of the above
سؤال
The measure of whether a forecast method consistently over- or underestimates demand is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
سؤال
The multiplicative form of the systematic component of demand is shown as

A) level × trend × seasonal factor.
B) level + trend + seasonal factor.
C) (level + trend) × seasonal factor.
D) level × (trend + seasonal factor).
E) (level × trend) + seasonal factor.
سؤال
The moving average forecast method is used when

A) demand has observable trend or seasonality.
B) demand has no observable trend or seasonality.
C) demand has observable trend and seasonality.
D) demand has no observable level or seasonality.
E) none of the above
سؤال
In adaptive forecasting

A) there is an assumption that the estimates of level, trend, and seasonality within the systematic component do not vary as new demand is observed.
B) the estimates of level, trend, and seasonality within the systematic component are not adjusted as new demand is observed.
C) the estimates of level, trend, and seasonality are updated after each demand observation.
D) All of the above are true.
E) None of the above are true.
سؤال
A static method of forecasting

A) assumes that the estimates of level, trend, and seasonality within the systematic component do not vary as new demand is observed.
B) assumes that the estimates of level, trend, and seasonality within the systematic component vary as new demand is observed.
C) the estimates of level, trend, and seasonality are updated after each demand observation.
D) All of the above are true.
E) None of the above are true.
سؤال
The mixed form of the systematic component of demand is shown as

A) level × trend × seasonal factor.
B) level + trend + seasonal factor.
C) (level + trend) × seasonal factor.
D) level × (trend + seasonal factor).
E) (level × trend) + seasonal factor.
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Deck 7: Demand Forecasting in a Supply Chain
1
The result when each stage in the supply chain makes its own separate forecast is often a match between supply and demand,because these forecasts are often very different.
False
2
Leaders in many supply chains have started moving toward collaborative forecasting to improve their ability to match supply and demand.
True
3
Qualitative forecasting methods are most appropriate when there is good historical data available or when experts do not have market intelligence that is critical in making the forecast.
False
4
Forecasts are always right.
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5
Causal forecasting methods find a correlation between demand and environmental factors and use estimates of what environmental factors will be to forecast future demand.
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6
Forecasts should include both the expected value of the forecast and a measure of forecast error.
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7
In general,the further up the supply chain a company is (or the further they are from the consumer),the smaller the distortion of information they receive.
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8
When all stages of a supply chain produce a collaborative forecast,it tends to be much more accurate.
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9
Forecasting and the accompanying managerial decisions are extremely difficult when either the supply of raw materials or the demand for the finished product is highly variable.
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10
For pull processes,a manager must forecast what customer demand will be in order to plan the level of available capacity and inventory.
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11
Time series forecasting methods are based on the assumption that past demand history is a good indicator of future demand.
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12
Long-term forecasts are usually more accurate than short-term forecasts.
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13
Simulation forecasting methods imitate the consumer choices that give rise to demand to arrive at a forecast.
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14
Time series forecasting methods are the most difficult methods to implement.
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15
Collaborative forecasting based on sales to the end customer can help enterprises further up the supply chain reduce forecast error.
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16
The forecast of demand forms the basis for all strategic and planning decisions in a supply chain.
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17
Mature products with stable demand are usually the most difficult to forecast.
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18
Aggregate forecasts are usually more accurate than disaggregate forecasts,as they tend to have a smaller standard deviation of error relative to the mean.
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19
For push processes,a manager must forecast what customer demand will be in order to plan the level of available capacity and inventory.
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20
Throughout the supply chain,all pull processes are performed in anticipation of customer demand,whereas all push processes are performed in response to customer demand.
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21
Marketing can utilize forecasts to make decisions concerning

A) scheduling.
B) promotions.
C) inventory control.
D) aggregate planning.
E) purchasing.
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22
The moving average forecast method is used when demand has an observable trend or seasonality.
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23
The resulting accuracy of a collaborative forecast enables supply chains to be

A) more responsive but less efficient in serving their customers.
B) both more responsive and more efficient in serving their customers.
C) less responsive but less efficient in serving their customers.
D) both less responsive and less efficient in serving their customers.
E) None of the above are true.
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24
A static method of forecasting assumes that the estimates of level,trend,and seasonality within the systematic component vary as new demand is observed.
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25
Leaders in many supply chains have started moving

A) toward independent forecasting to improve their ability to match supply and demand.
B) toward consecutive forecasting to improve their ability to match supply and demand.
C) toward sequential forecasting to improve their ability to match supply and demand.
D) toward collaborative forecasting to improve their ability to match supply and demand.
E) None of the above are true.
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26
Forecasting and the accompanying managerial decisions are relatively simple when either the supply of raw materials or the demand for the finished product is highly unpredictable.
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27
The basis for all strategic and planning decisions in a supply chain comes from

A) the forecast of demand.
B) sales targets.
C) profitability projections.
D) production efficiency goals.
E) all of the above
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28
The goal of any forecasting method is to predict the systematic component of demand and estimate the random component.
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29
For pull processes,a manager must forecast what customer demand will be in order to

A) plan the service level.
B) plan the level of available capacity and inventory.
C) plan the level of productivity.
D) plan the level of production.
E) none of the above
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30
The forecast error measures the difference between the forecast and the estimate.
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31
The objective of forecasting is to filter out the random component (noise)and estimate the systematic component.
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32
Forecasting and the accompanying managerial decisions are extremely difficult when either the supply of raw materials or the demand for the finished product is highly unpredictable.
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33
The result of each stage in the supply chain making its own separate forecast is

A) an accurate forecast.
B) a more accurate forecast.
C) a match between supply and demand.
D) a mismatch between supply and demand.
E) none of the above
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34
In adaptive forecasting,the estimates of level,trend,and seasonality are updated after each demand observation.
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35
Production can utilize forecasts to make decisions concerning

A) scheduling.
B) sales-force allocation.
C) promotions.
D) new product introduction.
E) budgetary planning.
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36
Long-term forecasts have a larger standard deviation of error relative to the mean than short-term forecasts.
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37
Finance can utilize forecasts to make decisions concerning

A) scheduling.
B) promotions.
C) plant/equipment investment.
D) aggregate planning.
E) purchasing.
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38
For push processes,a manager must forecast what customer demand will be in order to

A) plan the service level.
B) plan the level of available capacity and inventory.
C) plan the level of productivity.
D) plan the level of production.
E) none of the above
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39
When all stages of a supply chain produce a collaborative forecast,it tends to be

A) much more detailed.
B) much more complex.
C) much more accurate.
D) much more flexible.
E) all of the above
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40
For pull processes,a manager must plan the level of available capacity and inventory but not the actual amount to be executed.
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41
One of the characteristics of forecasts is

A) aggregate forecasts are usually less accurate than disaggregate forecasts.
B) disaggregate forecasts are usually more accurate than aggregate forecasts.
C) short-term forecasts are usually less accurate than long-term forecasts.
D) long-term forecasts are usually less accurate than short-term forecasts.
E) none of the above
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42
In general,the further up the supply chain a company is (or the further they are from the consumer),

A) the greater the distortion of information they receive.
B) the smaller the distortion of information they receive.
C) the information they receive is more accurate.
D) the information they receive is more useful.
E) none of the above
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43
One of the characteristics of forecasts is

A) aggregate forecasts are usually more accurate than disaggregate forecasts.
B) disaggregate forecasts are usually more accurate than aggregate forecasts.
C) short-term forecasts are usually less accurate than long-term forecasts.
D) long-term forecasts are usually more accurate than short-term forecasts.
E) none of the above
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44
Forecasting methods that are primarily subjective and rely on human judgment are known as

A) qualitative forecasting methods.
B) time series forecasting methods.
C) causal forecasting methods.
D) simulation forecasting methods.
E) none of the above
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45
Aggregate forecasts are usually more accurate than disaggregate forecasts because

A) aggregate forecasts tend to have a larger standard deviation of error relative to the mean.
B) aggregate forecasts tend to have a smaller standard deviation of error relative to the mean.
C) disaggregate forecasts tend to have a smaller standard deviation of error relative to the mean.
D) disaggregate forecasts tend to have less standard deviation of error relative to the mean.
E) none of the above
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46
Which of the following is not a step to help an organization perform effective forecasting?

A) Understand the objective of forecasting.
B) Integrate demand planning and forecasting throughout the supply chain.
C) Understand and identify customer segments.
D) Identify and understand supplier requirements.
E) Determine the appropriate forecasting technique.
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47
Personnel can utilize forecasts to make decisions concerning

A) scheduling.
B) promotions.
C) plant/equipment investment.
D) workforce planning.
E) purchasing.
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48
The goal of any forecasting method is to

A) predict the random component of demand and estimate the systematic component.
B) predict the systematic component of demand and estimate the random component.
C) predict the seasonal component of demand and estimate the random component.
D) predict the random component of demand and estimate the seasonal component.
E) predict the trend component of demand and estimate the random component.
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49
Long-term forecasts are usually less accurate than short-term forecasts because

A) short-term forecasts have a larger standard deviation of error relative to the mean than long-term forecasts.
B) short-term forecasts have more standard deviation of error relative to the mean than long-term forecasts.
C) long-term forecasts have a smaller standard deviation of error relative to the mean than short-term forecasts.
D) long-term forecasts have a larger standard deviation of error relative to the mean than short-term forecasts.
E) none of the above
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50
Which forecasting methods are the simplest to implement and can serve as a good starting point for a demand forecast?

A) Qualitative forecasting methods
B) Time series forecasting methods
C) Causal forecasting methods
D) Simulation forecasting methods
E) none of the above
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51
Qualitative forecasting methods are most appropriate when

A) there is good historical data available.
B) there is little historical data available.
C) experts do not have critical market intelligence.
D) forecasting demand into the near future.
E) trying to achieve a high level of detail.
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52
When either the supply of raw materials or the demand for the finished product is highly variable,forecasting and the accompanying managerial decisions

A) are extremely simple.
B) are relatively straightforward.
C) are extremely difficult.
D) should not be attempted.
E) none of the above
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53
Mature products with stable demand

A) are usually easiest to forecast.
B) are usually hardest to forecast.
C) cannot be forecast.
D) do not need to be forecast.
E) none of the above
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54
Time series forecasting methods are most appropriate when

A) there is little historical data available.
B) the basic demand pattern varies significantly from one year to the next.
C) the basic demand pattern does not vary significantly from one year to the next.
D) experts have critical market intelligence.
E) forecasting demand several years into the future.
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55
Forecasts are always wrong and therefore

A) should include both the expected value of the forecast and a measure of forecast error.
B) should not include both the expected value of the forecast and a measure of forecast error.
C) should only be used when there are no accurate estimates.
D) should be missing the expected value of the forecast and a measure of forecast error.
E) none of the above
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56
One of the characteristics of forecasts is

A) forecasts are always right.
B) forecasts are always wrong.
C) short-term forecasts are usually less accurate than long-term forecasts.
D) long-term forecasts are usually more accurate than short-term forecasts.
E) none of the above
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57
Forecasting methods that imitate the consumer choices that give rise to demand to arrive at a forecast are known as

A) qualitative forecasting methods.
B) time series forecasting methods.
C) causal forecasting methods.
D) simulation forecasting methods.
E) none of the above
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58
Which of the following is not a forecasting method?

A) Qualitative
B) Time series
C) Causal
D) Simulation
E) All of the above are forecasting methods.
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59
Forecasting methods that assume that the demand forecast is highly correlated with certain factors in the environment (e.g.,the state of the economy,interest rates,etc.)to make a forecast are known as

A) qualitative forecasting methods.
B) time series forecasting methods.
C) causal forecasting methods.
D) simulation forecasting methods.
E) none of the above
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60
Forecasting methods that use historical demand to make a forecast are known as

A) qualitative forecasting methods.
B) time series forecasting methods.
C) causal forecasting methods.
D) simulation forecasting methods.
E) none of the above
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61
The measure of forecast error where the average absolute error of each forecast is shown as a percentage of demand is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
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62
________ forecasting methods are primarily subjective and rely on human judgment.

A) Qualitative
B) Time-series
C) Causal
D) Simulation
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63
A supermarket has experienced weekly demand of milk of D1 = 130,D2 =117,D3 =124,and D4 =142 gallons over the last four weeks.Forecast demand for Period 5 using a three-period moving average.

A) 128.25
B) 127.67
C) 133.00
D) 142.00
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64
________ forecasting methods use historical demand to make a forecast.

A) Qualitative
B) Time-series
C) Causal
D) Simulation
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65
________ forecasting methods assume that the demand forecast is highly correlated with certain factors in the environment (the state of the economy,interest rates,etc.).

A) Qualitative
B) Time-series
C) Causal
D) Simulation
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66
The measure of forecast error where the absolute amount of error of each forecast is averaged is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
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67
With respect to time-series methods,the systematic component measures the expected value of demand and does NOT consist of

A) level.
B) trend.
C) seasonality.
D) random component.
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68
The additive form of the systematic component of demand is shown as

A) level × trend × seasonal factor.
B) level + trend + seasonal factor.
C) (level + trend) × seasonal factor.
D) level × (trend + seasonal factor).
E) (level × trend) + seasonal factor.
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69
The measure of forecast error where the amount of error of each forecast is squared and then an average is calculated is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
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70
Which of the following is not a necessary step to estimate the three parameters-level,trend,and seasonal factors of the systematic component of demand?

A) Deseasonalize demand and run linear regression to estimate level and trend.
B) Estimate seasonal factors.
C) Remove the trend factor of demand and run linear regression to estimate seasonal factors.
D) All of the above are steps.
E) None of the above are steps.
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71
The equation for calculating the systematic component may take a variety of forms.Which is not one of those forms listed in the text?

A) Associative
B) Multiplicative
C) Additive
D) Mixed
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72
The measure of how significantly a forecast method consistently over- or underestimates demand is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
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73
The trend corrected exponential smoothing (Holt's Model)forecast method is appropriate when

A) demand has observable trend or seasonality.
B) demand has no observable trend or seasonality.
C) demand has observable trend but no seasonality.
D) demand has no observable level or seasonality.
E) none of the above
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74
The simple exponential smoothing forecast method is appropriate when

A) demand has observable trend or seasonality.
B) demand has no observable trend or seasonality.
C) demand has observable trend and seasonality.
D) demand has no observable level or seasonality.
E) none of the above
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75
The measure of whether a forecast method consistently over- or underestimates demand is

A) mean squared error (MSE).
B) mean absolute deviation (MAD).
C) mean absolute percentage error (MAPE).
D) bias.
E) the tracking signal.
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76
The multiplicative form of the systematic component of demand is shown as

A) level × trend × seasonal factor.
B) level + trend + seasonal factor.
C) (level + trend) × seasonal factor.
D) level × (trend + seasonal factor).
E) (level × trend) + seasonal factor.
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77
The moving average forecast method is used when

A) demand has observable trend or seasonality.
B) demand has no observable trend or seasonality.
C) demand has observable trend and seasonality.
D) demand has no observable level or seasonality.
E) none of the above
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78
In adaptive forecasting

A) there is an assumption that the estimates of level, trend, and seasonality within the systematic component do not vary as new demand is observed.
B) the estimates of level, trend, and seasonality within the systematic component are not adjusted as new demand is observed.
C) the estimates of level, trend, and seasonality are updated after each demand observation.
D) All of the above are true.
E) None of the above are true.
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79
A static method of forecasting

A) assumes that the estimates of level, trend, and seasonality within the systematic component do not vary as new demand is observed.
B) assumes that the estimates of level, trend, and seasonality within the systematic component vary as new demand is observed.
C) the estimates of level, trend, and seasonality are updated after each demand observation.
D) All of the above are true.
E) None of the above are true.
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80
The mixed form of the systematic component of demand is shown as

A) level × trend × seasonal factor.
B) level + trend + seasonal factor.
C) (level + trend) × seasonal factor.
D) level × (trend + seasonal factor).
E) (level × trend) + seasonal factor.
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