Evaluating the ending‐9 pricing strategy along the online shopping funnel
研究了在线零售商使用尾数9定价对消费者购物车添加和最终购买的影响，发现对购物车添加效果显著（近20%），但对购买影响很小（不到4%），并提出调整购物车总价尾数为9的替代策略，可提升购买16%并减少购物车放弃3%。
Ending‐9 prices are extremely popular among retailers, leveraging consumers’ perception biases. However, despite the popularity of this pricing strategy, understanding of its impact on online retailers is still limited. This is particularly true given the complexity of online retail where consumers need to traverse a shopping funnel, consisting of decisions with shopping cart and purchases. This study aims to answer the following three questions: First, do consumers hold a perception bias toward prices with online retailers? Second, whether and how effective is this bias in shifting consumer decisions? Third, what is an alternative pricing strategy for online retailers, to better leverage consumers’ perception bias? The results of a structural model reveal the impact of a perception bias on consumer decisions, toward both the shopping cart and purchases, at the online retailer. However, while ending‐9 prices exert a sizable impact on shopping cart additions (by nearly 20%), the impact on final purchases is marginal (by less than 4%). A possible reason could be that even if each individual product adopts its ending‐9 price, the cost of the shopping cart (which can involve multiple items) might still not preserve such a pricing structure. Consequently, a firm's ending‐9 pricing strategy for each individual product cannot effectively induce consumers’ perception bias toward the cost of the shopping cart, leading to very limited carryover in lifts from shopping cart additions to purchases. Motivated by these observations, we consider an alternative strategy in which the online retailer adjusts the cost of the shopping cart to end in 9, in addition to its current ending‐9 pricing strategy for individual products. By doing so, the retailer can induce perception bias for both the shopping cart and purchases. Our simulation results suggest that such a strategy not only promotes purchases (by 16%) but also helps reduce shopping cart abandonment (by 3%), the latter of which has become a critical concern for many online retailers.