Deck 14: Forecasting Demand for Services
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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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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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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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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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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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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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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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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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18
Costs for preparing time series forecasts generally are lower than for other models.
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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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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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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
A) new services
B) changes in mix of services
C) overtime or temporary labor requirements
D) process technology
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22
Regression models require all of the following, except ________.
A) numerical data
B) subjective data
C) independent variables
D) dependent variable
A) numerical data
B) subjective data
C) independent variables
D) dependent variable
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23
________ is the smoothing constant for the trend adjustment in an exponential smoothing forecast.
A) Alpha
B) Beta
C) Gamma
D) Delta
A) Alpha
B) Beta
C) Gamma
D) Delta
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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
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
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25
Survey results are used in ________.
A) regression
B) cross-impact analysis
C) econometric models
D) Delphi method
A) regression
B) cross-impact analysis
C) econometric models
D) Delphi method
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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
A) 0.1 - 0.5
B) 0.3 - 0.7
C) 0.5 - 0.7
D) 0.5 - 1.0
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27
The forecast horizon for regression methods is ________.
A) short term
B) medium term
C) long term
D) medium to long term
A) short term
B) medium term
C) long term
D) medium to long term
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28
All of the following are forecasting models, except ________ model.
A) subjective
B) objective
C) causal
D) time series
A) subjective
B) objective
C) causal
D) time series
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29
The Delphi method is best used when forecasting ________.
A) customer demand
B) technological change
C) correlations between events
D) future economic conditions
A) customer demand
B) technological change
C) correlations between events
D) future economic conditions
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30
Characteristics of forecasting models include all of the following, except ________.
A) data required
B) economic conditions
C) relative cost
D) forecast horizon
A) data required
B) economic conditions
C) relative cost
D) forecast horizon
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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.
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.
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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
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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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
A) a defining variable
B) an independent variable
C) a basic variable
D) a dependent variable
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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.
A) Delphi method.
B) Moving average.
C) Cross-impact analysis.
D) Regression.
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35
________ is the best for forecasting demand.
A) Exponential smoothing
B) Historical analogy
C) Delphi method
D) Econometrics
A) Exponential smoothing
B) Historical analogy
C) Delphi method
D) Econometrics
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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.
A) Subjective and causal.
B) Subjective and time series.
C) Time series and causal.
D) Only time series.
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37
The ________ forecasting method requires the most computer power.
A) econometric
B) cross-impact
C) regression
D) historical analogy
A) econometric
B) cross-impact
C) regression
D) historical analogy
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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
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
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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
A) once a year, if seasonal
B) once in a period
C) within a week
D) during a day
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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
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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