基于SIR和Bass模型的拼多多用户增长模型

Jinli Bai
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引用次数: 0

摘要

本研究探讨了预测拼多多用户增长模型的合适模型及其包含的商业意义。本文使用了两种方法:第一种是通常用于预测大流行发展的易感感染恢复模型,第二种是由Frank Bass引入的Bass模型,该模型经常用于模拟耐用产品的生命周期。结果表明,Bass模型在拼多多整个发展过程中都具有较好的拟合性,而SIR模型仅适用于拼多多鼎盛时期前的公司。我们的研究发现,拼多多具有两阶段的用户发展模式,其商业模式结合了病毒传播和常规线上线下产品的特点,为拼多多的用户发展提供了一个合适的预测模型,也为企业家和投资者提供了对拼多多商业模式的新认识,填补了这一研究领域的空白。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
User Growth Model of Pinduoduo Based on SIR and Bass Model
This study investigates the proper model to predict Pinduoudo’s user growth model and the business meaning it contains. Two methods are used in this article: the first one is the Susceptible Infected Recovered model usually used to predict the development of a pandemic, the second one is the Bass model introduced by Frank Bass, which is frequently used to simulate the life cycle of durable products. The results show that the Bass model fits well during the whole developing process of Pinduoduo while SIR is only suitable for the company before its peak. Our finding discovers the Pinduoduo has a two-staged user developing model with a business model combined with traits from both the spread of virus and regular online and offline products, providing a proper prediction model for Pinduoduo’s user development as well as a new understanding of its business model for entrepreneurs and investors while filling the gap of this field of research.
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