DocumentCode :
613629
Title :
Bayesian updating on price elasticity of uncertain demand
Author :
Zhengwei Sun ; Abbas, Ali E.
Author_Institution :
Dept. of Ind., Enterprise & Syst. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
fYear :
2013
fDate :
15-18 April 2013
Firstpage :
222
Lastpage :
228
Abstract :
One of the most important aspects in the job of a design engineer is to choose the design alternative with the highest expected utility for the firm. In a profit-maximizing setup, the expected utility at a given price is determined by the demand for the product at that price as well as the utility function over profit. This paper provides a mechanism for characterizing the uncertainty about demand as a function of its price. We characterize the demand distribution using a scaled Poisson process. We then show how to estimate demand by fitting its expectation and variance at a given price to the Poisson process. Finally, we provide an approximate analytic solution for the optimal price of a product that offers the highest expected utility for the design firm. Our results indicate that the more risk averse firm has a lower optimal price than the less risk averse firm. We also calculate the expected value of perfect information on the demand at any price via Bayesian updating.
Keywords :
belief networks; design engineering; organisational aspects; pricing; profitability; risk analysis; stochastic processes; Bayesian updating; approximate analytic solution; demand distribution; design engineer; design firm; optimal price; price elasticity; product demand; profit-maximizing setup; risk averse firm; scaled Poisson process; uncertain demand; utility function; Bayes methods; Demand forecasting; Equations; Estimation; Fitting; Standards; Stochastic processes; Bayesian update; Poisson process; risk aversion; value of information;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems Conference (SysCon), 2013 IEEE International
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4673-3107-4
Type :
conf
DOI :
10.1109/SysCon.2013.6549886
Filename :
6549886
Link To Document :
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