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Modelling the dynamics of appliance price-efficiency distributions

机译:建模设备价格效率分布的动态

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In this study, we develop a novel modelling framework that may be useful in forecasting evolution of efficiency distributions and price-efficiency correlations seen in efficient appliance markets. The framework is founded on three basic assumptions: (1) technological learning is the primary driver of price changes for products at fixed efficiency, (2) the dynamics of product market distributions can be accurately characterized by simple dynamic cumulative distribution functions, and (3) price distributions at any particular time can be characterized by a ‘willingness-to-pay” price distribution that is correlated with efficiency and which can be interpolated between a top-of-market value, and a bottom of market value. We combined these three fundamental assumptions with the mathematics of partial differential equations to derive a set of equations that describe the evolution of price and efficiency as a function of time and as a function of a transformed market share variable. The transformed market share variable quantifies the market position of each efficiency performance level relative to other efficiency performance levels. The key driver for the change in price at different efficiency levels is the increase of a “cumulative experience” variable that reflects the technological learning that occurs at and above each efficiency performance level. We demonstrate that the model captures the basic empirical observations regarding the evolution of efficiency distributions and price-efficiency functions seen in efficient refrigeration appliance markets in Europe between 1995 and 2009.
机译:在这项研究中,我们开发了一种新颖的建模框架,可用于预测高效电器市场中效率分布和价格效率相关性的演变。该框架是建立在三个基本假设:(1)技术学习是在固定的效率价格变化对产品的主驾驶员,(2)产品市场分布的动力学可以精确地(3,其特征在于简单的动态累积分布函数,并)任何特定时间的价格分布都可以通过与效率相关的“意愿 - 支付”价格分布,并且可以在市值上的高级价值和市场价值的底层之间插值。我们将这三个基本假设与部分微分方程的数学结合起来导出一组等式,该方程式描述了价格和效率的演变,作为时间的函数,作为变换的市场份额变量的函数。转换的市场份额变量量化了相对于其他效率性能水平的每个效率性能水平的市场地位。不同效率水平价格变化的关键驱动因素是增加“累积体验”变量,反映了在每个效率性能水平上和高于每个效率性能水平的技术学习。我们表明,模型捕捉关于1995年至2009年间在欧洲有效的制冷家电市场看到效率分布和价格效率功能的演进基本经验观察。

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