It's Showtime: Live-Streaming E-commerce and Optimal Promotion Insertion Policy
成果类型:
Article; Early Access
署名作者:
Huang, Wenpo; Jiang, Wei; Luo, Xinggang; Mei, Xiaowei; Wei, Lai
署名单位:
Hangzhou Dianzi University; Hangzhou Dianzi University; Shanghai Jiao Tong University; Hong Kong Polytechnic University
刊物名称:
PRODUCTION AND OPERATIONS MANAGEMENT
ISSN/ISSBN:
1059-1478
DOI:
10.1177/10591478231224975
发表日期:
2024
关键词:
Social technology
live-streaming e-commerce
promotion planning
Geometric Brownian motion
摘要:
Live-streaming e-commerce has gained tremendous success as a new form of business model over the past few years. Nevertheless, there has been scarce research examining the effect of exogenous stimulus-driven factors (i.e., social cues such as promotion coupons) on the profit of the live-streaming platform. We model the continuous evolvement of the aggregate viewer involvement level with geometric Brownian motion and investigate the optimal timing and depth of promotion insertion policy. Our findings reveal that the optimal promotion insertion policy for the live-streaming room is a threshold policy that consists of a start-to-promote threshold and an involvement target when the trend of the aggregate involvement level is not large and the promotion cost is not high. Under some scenarios, the promotion planning process is constrained by various business rules, such as the promotion depth being limited by a discrete set (e.g., integral multiples of D ). Although this problem involves more complex constraints, we analytically show that a variation of the abovementioned threshold policy is the optimal strategy among all feasible policies, i.e., when the aggregate viewer involvement drops below a certain level ( P ), the live-streaming host promotes with the depth of the least integral multiple of D to raise the viewer involvement level above P . Finally, to examine the effectiveness of our proposed policy, we compare it with prevalent industry practices. The result shows that the proposed promotion insertion policy outperforms prevailing ones significantly in generating profit for the live-streaming room.