Dynamic Pricing Recognition on E-Commerce Platforms with VAR Processes

被引:5
|
作者
Faehnle, Alexander [1 ]
Guidolin, Mariangela [2 ]
机构
[1] Alten Italia, I-35131 Padua, Italy
[2] Univ Padua, Dept Stat Sci, I-35121 Padua, Italy
来源
FORECASTING | 2021年 / 3卷 / 01期
关键词
dynamic pricing; e-commerce; VAR process; price competition; lasso penalization; C01; C5; C32; SELECTION;
D O I
10.3390/forecast3010011
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In an environment such as e-commerce, characterized by the presence of numerous agents, competition based on product characteristics is a very important aspect. This paper proposes a model based on vector autoregressive processes (VAR) and Lasso penalization to detect and examine the dynamics that govern real-time price competition in electronic marketplaces. Employing this model, an empirical study was performed on the price trends of smartphone models on the major electronic sales platforms of the Italian market. The proposed model detects real-time price variations in single vendors, based on the variations of their direct competitors. The statistical method adopted in this analysis may be useful for e-commerce companies that conduct market analyses of competitors' pricing strategies.
引用
收藏
页码:166 / 180
页数:15
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