The Bass Model as Integrative Diffusion Model: A Comparison of Parameter Influences

被引:2
作者
Brusch, Michael [1 ]
Fischer, Sebastian [2 ]
Szuppa, Stephan [2 ]
机构
[1] Anhalt Univ Appl Sci, Chair Business Adm Mkt & Corp Planning, Bernburger Str 57, D-06366 Kothen, Germany
[2] Siemens AG, Siemens Tech Akad Berlin, Siemens Profess Educ, D-13629 Berlin, Germany
来源
DATA SCIENCE, LEARNING BY LATENT STRUCTURES, AND KNOWLEDGE DISCOVERY | 2015年
关键词
D O I
10.1007/978-3-662-44983-7_20
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
New technologies are permanently developed and introduced into markets. Although their adoption process is extremely volatile and varies from case to case, it is of extreme interest to companies to somehow plan and especially to estimate the development. For these estimations so-called diffusion models are utilized. A well-known and often used one is the Bass model, which incorporates different parameters and their specific influences. Our paper analyzes what kind of parameters (e.g., coefficient of innovation, underlying distribution) have what kind of influence (e.g., number of adoptions, standard deviation fromadoption time) on the diffusion estimations. For the analysis the market of electric vehicles with its politically motivated objectives and current sales quantities serves as an application example. For the analysis itself, a factorial design with synthetically generated and disturbed data is applied.
引用
收藏
页码:229 / 238
页数:10
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