Price Discounts and Peer Effects in Information Goods: Results from a Randomized Experiment

Miguel Godinho de Matos, P. Ferreira, Rodrigo Belo
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引用次数: 1

Abstract

We look at the interplay between price promotions and peer influence in the case of movies in Video-on-Demand (VoD), which are non-storable information goods. We analyze the outcomes from a randomized experiment run for 3 consecutive months using the VoD system of a large telecommunications provider. We show that households with access to movies priced 25% lower than usual lease 11.1% more of these movies than households that never had access to movies at reduced prices. However, they also lease 3.3% fewer of the movies without price discounts during the entire experiment, which reduces aggregate sales by 2.9% hurting the provider’s profitability. We use cell phone call detail records from this provider to infer a graph of social proximity across households. The average degree in this graph is 10.23 friends. Using this graph, we find a positive effect of peer influence in the consumption of movies in this VoD system, which can be strategically used by the firm to issue price promotions minimizing profit losses. Firms can break-even if they offer price promotions to households with enough connections to generate enough sales through peer influence to counter the undesirable effect of price promotions. We show how the ability of the firm to break-even depends on the magnitude of the effect of peer influence, the discount offered and the markup factor. At the average of the covariates observed in our setting, the firm breaks-even if it offers price promotions to households with more than 4 connections.
信息商品的价格折扣与同伴效应:一个随机实验的结果
我们以视频点播(VoD)中的电影为例,研究价格促销与同伴影响之间的相互作用,这是一种不可存储的信息商品。本文对某大型电信运营商VoD系统连续3个月的随机实验结果进行了分析。我们发现,能够以低于平时25%的价格观看电影的家庭,比那些从未以低于平时价格观看电影的家庭多租了11.1%的电影。然而,在整个实验过程中,他们在没有价格折扣的情况下租赁的电影也减少了3.3%,这使总销售额减少了2.9%,损害了提供商的盈利能力。我们使用来自该提供商的手机通话详细记录来推断家庭之间的社会接近度图表。这个图中的平均度是10.23个朋友。通过这张图,我们发现在这个视频点播系统中,同伴影响对电影消费有积极的影响,公司可以策略性地利用这种影响来进行价格促销,使利润损失最小化。如果企业向有足够关系的家庭提供价格促销,通过同行影响产生足够的销售额,以抵消价格促销的不良影响,那么企业就可以实现收支平衡。我们展示了公司盈亏平衡的能力如何取决于同行影响、提供的折扣和加价因素的影响程度。在我们的设置中观察到的协变量的平均值,该公司破产了——即使它向拥有4个以上连接的家庭提供价格促销。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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