What are the main advantage that quantitative techniques for
To determine: The main advantages of quantitative techniques over qualitative techniques over forecasting
Introduction: Qualitative technique helps to gain understanding of fundamental motivations, opinions, and reasons. Quantitative technique used to detect the problem by creating numerical data which can be transferred to statistics.
Explanation of Solution
The main advantages that quantitative techniques have over qualitative techniques of forecasting are the following:
- It removes personal bias and subjectivity in forecasting.
- Since the forecasts are based on data, there are rigor and discipline associated with obtaining authentic data.
- Various complex mathematical models can be used, including bringing in the influence of many variables to the forecast exercise.
- The forecasting model can use computer software for calculations.
- Various analyses, including improvements can be easily carried out on the computerized model.
The major limitations of quantitative techniques are the following:
- The decision maker’s personal experience and knowledge, which are quite valuable inputs, would not be considered in the forecasting exercise.
- The quantitative models are based on historical data. Here the assumption is that the future will largely replicate the past trends. This assumption may not always be true.
- Mathematical models and use of expensive computer software may give an “illusion” of precision, which is misleading.
In practice, it is perhaps advisable to use a mix of quantitative and qualitative methodologies in the forecasting exercise.
Want to see more full solutions like this?
Chapter 3 Solutions
OPERATIONS MANAGEMENT W/ CNCT+
- What forecasting techniques are used in the management of technology and innovation?arrow_forwardThe Baker Company wants to develop a budget to predict how overhead costs vary with activity levels. Management is trying to decide whether direct labor hours (DLH) or units produced is the better measure of activity for the firm. Monthly data for the preceding 24 months appear in the file P13_40.xlsx. Use regression analysis to determine which measure, DLH or Units (or both), should be used for the budget. How would the regression equation be used to obtain the budget for the firms overhead costs?arrow_forwardThe file P13_42.xlsx contains monthly data on consumer revolving credit (in millions of dollars) through credit unions. a. Use these data to forecast consumer revolving credit through credit unions for the next 12 months. Do it in two ways. First, fit an exponential trend to the series. Second, use Holts method with optimized smoothing constants. b. Which of these two methods appears to provide the best forecasts? Answer by comparing their MAPE values.arrow_forward
- Explain how can the techniqy of forecasting can be improved ?arrow_forward1-What is the difference between qualitative forecasting techniques and quantitative forecasting techniques?arrow_forwardIdentify the major differences between qualitative and quantitative forecasting. From your point of view which of these is a better forecasting method? Provide an example to illustrate your argument.arrow_forward
- Contemporary MarketingMarketingISBN:9780357033777Author:Louis E. Boone, David L. KurtzPublisher:Cengage LearningMarketingMarketingISBN:9780357033791Author:Pride, William MPublisher:South Western Educational Publishing
- Practical Management ScienceOperations ManagementISBN:9781337406659Author:WINSTON, Wayne L.Publisher:Cengage,