Modelling and forecasting mobile money customer transaction volumes in rural and semi-urban Malawi: An autoregressive integrated moving average spatial decomposition

IF 2.7 Q2 MULTIDISCIPLINARY SCIENCES
Danny Namakhwa , Betchani Henry Mbuyampungatete Tchereni , Winford Masanjala , Collins Duke Namakhwa , Steven Limbanazo Kuchande , Wisdom Richard Mgomezulu
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引用次数: 0

Abstract

Mobile money technologies in Malawi have revolutionised banking and monetary transactions across geographical barriers. Prospects of profit have drawn mobile money agents to invest in the business but find it is more profitable when substantial customers subscribe to the cash-in and cash-out facilities of mobile money. Despite the initial success, several challenges have emerged, including regulatory hurdles, network reliability issues, and the need for increased financial literacy among users. The volumes of transactions in the rural areas are observably lower compared to urban areas. This study uses Bvumbwe township in Malawi to model and forecast the discrepancy of mobile money transactions in rural and semi-urban Malawi. The study uses ARIMA modelling to understand the temporal manifestation of mobile money subscription in these localities. Using ARMA (1,1) models decomposed for the semi-urban and rural area, the study finds that the semi-urban area has a disproportionately higher and lasting volume of mobile money transactions compared to the rural area. The study also finds that mobile money transactions are more susceptible to long-lasting effects of external shocks in the rural area compared to the urban area. Intuitively, the day-to-day relationship in the transactions is also stronger in the rural area. These findings highlight the need for tailored policy interventions to enhance mobile money adoption and utilization in different geographical contexts.
马拉维农村和半城市地区移动支付客户交易量的建模和预测:自回归综合移动平均空间分解
马拉维的移动支付技术彻底改变了跨越地理障碍的银行业务和货币交易。盈利的前景吸引了移动支付代理商投资这项业务,但他们发现,当大量客户使用移动支付的存取款功能时,利润会更高。尽管取得了初步成功,但也出现了一些挑战,包括监管障碍、网络可靠性问题,以及需要提高用户的金融知识水平。与城市地区相比,农村地区的交易量明显较低。本研究利用马拉维 Bvumbwe 镇来模拟和预测马拉维农村和半城市地区移动支付交易的差异。研究使用 ARIMA 模型来了解这些地区移动支付订阅的时间表现。通过对半城市和农村地区的 ARMA (1,1) 模型进行分解,研究发现,与农村地区相比,半城市地区的移动支付交易量高得不成比例,而且持续时间更长。研究还发现,与城市地区相比,农村地区的移动支付交易更容易受到外部冲击的长期影响。直观地说,农村地区的交易日常关系也更强。这些发现突出表明,有必要采取有针对性的政策干预措施,以促进移动货币在不同地理环境中的采用和使用。
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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来源期刊
Scientific African
Scientific African Multidisciplinary-Multidisciplinary
CiteScore
5.60
自引率
3.40%
发文量
332
审稿时长
10 weeks
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