Quantifying the impact of a natural disaster on retail stores' customer behavior: the case of Ecuador

Xavier Figueroa, Karen Bermudez, Carmen Vaca
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Abstract

Data analytics are essential to retailers when making decisions during disruptive events such as natural disasters. In recent years, research on the effects of natural disasters through digital data has gained relevance, but there is little information regarding how the customer behavior changes after such an event in developing countries. In this work, we get hold of 23 millions anonymized transaction records that occurred in Ecuador in a three months period in 2016, the year when an earthquake of magnitude 7.98 on Ritcher’ scale, took place in that country. We analyze the differences between an area directly affected by the earthquake and a neighbor province, by aggregating the transactions at customer level. We find significant differences in the month when the disaster occurred: an increment of up to 45.47% in the average units sold per customer and up to 53.33% in the average expenditure per customer. Moreover, our results show evidence that more than 270 kilometers away from the epicenter, in a slightly-affected city, changes remain relevant: an increment of up to 25.82% in the average units sold per customer and up to 23.77% in the averaae expenditure per customer.
量化自然灾害对零售商店顾客行为的影响:以厄瓜多尔为例
在自然灾害等破坏性事件中,数据分析对零售商做出决策至关重要。近年来,通过数字数据对自然灾害影响的研究已经获得了相关性,但关于发展中国家自然灾害发生后消费者行为如何变化的信息很少。在这项工作中,我们掌握了厄瓜多尔在2016年三个月内发生的2300万笔匿名交易记录,这一年该国发生了里氏7.98级地震。我们通过汇总客户级别的交易来分析直接受地震影响的地区与邻近省份之间的差异。我们发现灾难发生当月的显著差异:每个客户的平均销售量增加了45.47%,每个客户的平均支出增加了53.33%。此外,我们的研究结果表明,在距离震中270公里以外的一个受影响较小的城市,变化仍然存在:每个客户的平均销售量增加了25.82%,每个客户的平均支出增加了23.77%。
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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