Mobile Money Operations: Policies for Managing Cash and Digital Currency Inventories in the Developing World

Karthik Balasubramanian, D. Drake, Jason Acimovic, Douglas Fearing
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引用次数: 1

Abstract

Problem definition: Mobile money systems—platforms built and managed by mobile network platform operators (MMPOs) to allow money to be stored as digital currency—connect millions of poor and “unbanked” people to the formal financial system. Unfortunately, low service levels because of the suboptimal management of cash and digital currency (e-float) inventory impede the development of these ecosystems. Accordingly, we seek to answer the question of how agents should manage inventories of cash and e-float. Academic/practical relevance: This paper extends inventory theory to the mobile money context, unique in that sales of cash generate inventory of e-float and vice versa. In doing so, we address a key pain point for an emerging sector that improves lives at the base of the pyramid. Methodology: We develop an analytical heuristic to determine initial stocking levels for cash and e-float and analyze its performance on simulated and actual data. Results: By partnering with an MMPO, we tested the performance of the heuristic inventory policy with data from more than 35 million transactions. The heuristic captured 99.9998% of the optimal profit on simulated data and, on actual data, we found that following the recommendations could increase agents’ profits by an average of 15.4%. Managerial implications: We develop a pragmatic inventory policy that performs nearly optimally. We also analyze under which conditions the performance deteriorates and examine heterogeneity among agents with respect to the heuristic’s impact on their performance. Thus, we equip MMPOs with guidance as to whom to target and how. By contributing to service level and profit improvements, this work can make mobile money a more effective financial inclusion tool in the developing world as well as improve the livelihoods of agents. Supplemental Material: The online appendix is available at https://doi.org/10.1287/msom.2022.1175 .
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移动货币运营:发展中国家管理现金和数字货币库存的政策
问题定义:移动货币系统——由移动网络平台运营商(MMPOs)建立和管理的平台,允许资金以数字货币的形式存储——将数百万贫困和“没有银行账户”的人与正式的金融体系联系起来。不幸的是,由于现金和数字货币(e-float)库存管理不善,服务水平较低,阻碍了这些生态系统的发展。因此,我们试图回答代理商应该如何管理现金和e-float库存的问题。学术/实践意义:本文将库存理论扩展到移动货币环境,其独特之处在于现金销售产生e-float库存,反之亦然。在这样做的过程中,我们解决了一个新兴行业的关键痛点,该行业改善了金字塔底层的生活。方法:我们开发了一种分析启发式方法来确定现金和e-float的初始库存水平,并分析其在模拟和实际数据上的表现。结果:通过与MMPO合作,我们使用超过3500万笔交易的数据测试了启发式库存策略的性能。启发式算法在模拟数据上捕获了99.9998%的最优利润,而在实际数据上,我们发现遵循这些建议可以使代理人的利润平均增加15.4%。管理意义:我们开发了一个实用的库存策略,它的执行几乎是最优的。我们还分析了在哪些条件下性能会恶化,并检查了代理之间关于启发式对其性能的影响的异质性。因此,我们为mmpo提供了关于针对谁以及如何针对谁的指导。通过提高服务水平和利润,这项工作可以使移动货币成为发展中国家更有效的普惠金融工具,并改善代理商的生计。补充材料:在线附录可在https://doi.org/10.1287/msom.2022.1175上获得。
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