Deck 14: Forecasting Demand for Services

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Question
Econometric models are basically regression models that involve a system of equations.
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Question
Exponential smoothing prevents overreaction to extremes in the actual observed values.
Question
Fast-food restaurants use a causal model to forecast daily demand for menu items.
Question
The key feature of the historical analogy method is that it assumes some future event is related to the occurrence of an earlier event.
Question
Both measures of forecast accuracy, MAD and MSE, give equal weight to all forecasting errors.
Question
Seasonal adjustment involves the deseasonalization of data in a given cycle after smoothing.
Question
Subjective models are used to assess the future impact of changing demographics.
Question
Most forecasting models assume that the underlying pattern of behavior of their data will remain the same. The only component of error is attributable to random fluctuations that are not under the control of anyone.
Question
Both trend and seasonal adjustments can augment a single exponential-smoothing model.
Question
The forecast horizon for a cross-impact analysis method is medium-term.
Question
Because of the nontangible nature of service, forecasting does not play as important role in service operations as in manufacturing operations.
Question
The trade-off to be made with respect to accuracy is between the costs of inaccurate forecasts and the costs of increasing the accuracy of forecasts.
Question
In the Delphi method, the opinions of experts are collected, then the analyst resolves differences of opinion to arrive at a consensus.
Question
Historical analogy involves comparative analysis of the introduction and growth patterns of new items with similar previously introduced items.
Question
The main advantage that simple moving-average models have over exponentially-smoothed models is that they can be made to give any desired weight to specific periods in the past.
Question
The selection of candidate independent variables for a regression model to forecast motel occupancy requires input from knowledgeable marketing personnel.
Question
The cost of formulating, developing, and testing regression models, plus the expertise required to interpret results, often dictates the use of this model only for medium-term or long-term forecasting.
Question
Costs for preparing time series forecasts generally are lower than for other models.
Question
One reason exponential smoothing is so popular is the ease with which it can be made to accommodate trend and seasonality in its forecasts.
Question
The greatest advantage of subjective techniques like Delphi method and cross-impact analysis, is that the methods are fairly standardized and do not require much expertise in actual use.
Question
Long-term forecasts do not deal with predictions for ________.

A) new services
B) changes in mix of services
C) overtime or temporary labor requirements
D) process technology
Question
Regression models require all of the following, except ________.

A) numerical data
B) subjective data
C) independent variables
D) dependent variable
Question
________ is the smoothing constant for the trend adjustment in an exponential smoothing forecast.

A) Alpha
B) Beta
C) Gamma
D) Delta
Question
The accuracy of a time-series model is dependent upon ________.

A) the nature of past data
B) the weight given to past data
C) the treatment of seasonality and trend
D) the assumption that the future is a projection of the past
Question
Survey results are used in ________.

A) regression
B) cross-impact analysis
C) econometric models
D) Delphi method
Question
The usual range of the smoothing constant for a simple exponential smoothing forecast is ________.

A) 0.1 - 0.5
B) 0.3 - 0.7
C) 0.5 - 0.7
D) 0.5 - 1.0
Question
The forecast horizon for regression methods is ________.

A) short term
B) medium term
C) long term
D) medium to long term
Question
All of the following are forecasting models, except ________ model.

A) subjective
B) objective
C) causal
D) time series
Question
The Delphi method is best used when forecasting ________.

A) customer demand
B) technological change
C) correlations between events
D) future economic conditions
Question
Characteristics of forecasting models include all of the following, except ________.

A) data required
B) economic conditions
C) relative cost
D) forecast horizon
Question
Which of the following is not an advantage of the simple exponential smoothing model over the N-period moving average model?

A) Old data are never dropped.
B) Older data are given progressively less weight.
C) Calculation is simple.
D) None of these answers are correct.
Question
All of the following are characteristics of the moving-average model, except ________.

A) very low relative cost
B) short-term forecast horizon
C) uses all past data in forecast
D) used for demand forecasting
Question
In regression models, the variable of interest (being forecast) is called ________.

A) a defining variable
B) an independent variable
C) a basic variable
D) a dependent variable
Question
Which of the following methods is an example of a causal model?

A) Delphi method.
B) Moving average.
C) Cross-impact analysis.
D) Regression.
Question
________ is the best for forecasting demand.

A) Exponential smoothing
B) Historical analogy
C) Delphi method
D) Econometrics
Question
Which of the following forecasting models is required for the forecast of the demand for hotel services?

A) Subjective and causal.
B) Subjective and time series.
C) Time series and causal.
D) Only time series.
Question
The ________ forecasting method requires the most computer power.

A) econometric
B) cross-impact
C) regression
D) historical analogy
Question
Exponential smoothing uses a feedback control mechanism because ________.

A) α is less than 1
B) calculations are based on modifying the previous smooth value
C) the calculation contains the forecast error
D) the weights given to past data are exponentially distributed
Question
In forecasting, the term 'cycle' refers to repetition of data ________.

A) once a year, if seasonal
B) once in a period
C) within a week
D) during a day
Question
Subjective forecasting models are best characterized by ________.

A) the use of experts
B) the use of opinion as a basis for a forecast
C) the absence of data manipulation
D) the use of simultaneous equations
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Deck 14: Forecasting Demand for Services
1
Econometric models are basically regression models that involve a system of equations.
True
2
Exponential smoothing prevents overreaction to extremes in the actual observed values.
True
3
Fast-food restaurants use a causal model to forecast daily demand for menu items.
False
4
The key feature of the historical analogy method is that it assumes some future event is related to the occurrence of an earlier event.
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5
Both measures of forecast accuracy, MAD and MSE, give equal weight to all forecasting errors.
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k this deck
6
Seasonal adjustment involves the deseasonalization of data in a given cycle after smoothing.
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7
Subjective models are used to assess the future impact of changing demographics.
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k this deck
8
Most forecasting models assume that the underlying pattern of behavior of their data will remain the same. The only component of error is attributable to random fluctuations that are not under the control of anyone.
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k this deck
9
Both trend and seasonal adjustments can augment a single exponential-smoothing model.
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10
The forecast horizon for a cross-impact analysis method is medium-term.
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11
Because of the nontangible nature of service, forecasting does not play as important role in service operations as in manufacturing operations.
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k this deck
12
The trade-off to be made with respect to accuracy is between the costs of inaccurate forecasts and the costs of increasing the accuracy of forecasts.
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k this deck
13
In the Delphi method, the opinions of experts are collected, then the analyst resolves differences of opinion to arrive at a consensus.
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14
Historical analogy involves comparative analysis of the introduction and growth patterns of new items with similar previously introduced items.
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15
The main advantage that simple moving-average models have over exponentially-smoothed models is that they can be made to give any desired weight to specific periods in the past.
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k this deck
16
The selection of candidate independent variables for a regression model to forecast motel occupancy requires input from knowledgeable marketing personnel.
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k this deck
17
The cost of formulating, developing, and testing regression models, plus the expertise required to interpret results, often dictates the use of this model only for medium-term or long-term forecasting.
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k this deck
18
Costs for preparing time series forecasts generally are lower than for other models.
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k this deck
19
One reason exponential smoothing is so popular is the ease with which it can be made to accommodate trend and seasonality in its forecasts.
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k this deck
20
The greatest advantage of subjective techniques like Delphi method and cross-impact analysis, is that the methods are fairly standardized and do not require much expertise in actual use.
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
21
Long-term forecasts do not deal with predictions for ________.

A) new services
B) changes in mix of services
C) overtime or temporary labor requirements
D) process technology
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
22
Regression models require all of the following, except ________.

A) numerical data
B) subjective data
C) independent variables
D) dependent variable
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
23
________ is the smoothing constant for the trend adjustment in an exponential smoothing forecast.

A) Alpha
B) Beta
C) Gamma
D) Delta
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
24
The accuracy of a time-series model is dependent upon ________.

A) the nature of past data
B) the weight given to past data
C) the treatment of seasonality and trend
D) the assumption that the future is a projection of the past
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
25
Survey results are used in ________.

A) regression
B) cross-impact analysis
C) econometric models
D) Delphi method
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
26
The usual range of the smoothing constant for a simple exponential smoothing forecast is ________.

A) 0.1 - 0.5
B) 0.3 - 0.7
C) 0.5 - 0.7
D) 0.5 - 1.0
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
27
The forecast horizon for regression methods is ________.

A) short term
B) medium term
C) long term
D) medium to long term
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
28
All of the following are forecasting models, except ________ model.

A) subjective
B) objective
C) causal
D) time series
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
29
The Delphi method is best used when forecasting ________.

A) customer demand
B) technological change
C) correlations between events
D) future economic conditions
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
30
Characteristics of forecasting models include all of the following, except ________.

A) data required
B) economic conditions
C) relative cost
D) forecast horizon
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
31
Which of the following is not an advantage of the simple exponential smoothing model over the N-period moving average model?

A) Old data are never dropped.
B) Older data are given progressively less weight.
C) Calculation is simple.
D) None of these answers are correct.
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
32
All of the following are characteristics of the moving-average model, except ________.

A) very low relative cost
B) short-term forecast horizon
C) uses all past data in forecast
D) used for demand forecasting
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
33
In regression models, the variable of interest (being forecast) is called ________.

A) a defining variable
B) an independent variable
C) a basic variable
D) a dependent variable
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
34
Which of the following methods is an example of a causal model?

A) Delphi method.
B) Moving average.
C) Cross-impact analysis.
D) Regression.
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
35
________ is the best for forecasting demand.

A) Exponential smoothing
B) Historical analogy
C) Delphi method
D) Econometrics
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
36
Which of the following forecasting models is required for the forecast of the demand for hotel services?

A) Subjective and causal.
B) Subjective and time series.
C) Time series and causal.
D) Only time series.
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
37
The ________ forecasting method requires the most computer power.

A) econometric
B) cross-impact
C) regression
D) historical analogy
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
38
Exponential smoothing uses a feedback control mechanism because ________.

A) α is less than 1
B) calculations are based on modifying the previous smooth value
C) the calculation contains the forecast error
D) the weights given to past data are exponentially distributed
Unlock Deck
Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
39
In forecasting, the term 'cycle' refers to repetition of data ________.

A) once a year, if seasonal
B) once in a period
C) within a week
D) during a day
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Unlock for access to all 40 flashcards in this deck.
Unlock Deck
k this deck
40
Subjective forecasting models are best characterized by ________.

A) the use of experts
B) the use of opinion as a basis for a forecast
C) the absence of data manipulation
D) the use of simultaneous equations
Unlock Deck
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Unlock Deck
k this deck
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