Cash usage in Poland in 2020: Insights into the role of the COVID-19 pandemic and spatial aspects

Radoslaw Kotkowski, Arkadiusz Manikowski
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Abstract

The study explores the factors likely to induce Polish customers to pay by cash, instead of payment cards, for goods and services they are purchasing. The basis of our investigation is microdata obtained in 2020, during the “Payment Habits in Poland in 2020” study, which was conducted by Narodowy Bank Polski (National Bank of Poland) in 2020. The analysis is performed using the two-stage Heckman approach. In the first stage, card adoption factors are analyzed using a probit model; then, in the second stage, the OLS model is employed to analyze the propensity to pay by cash, despite having a payment card. Apart from typical factors affecting the use of different payment methods, e.g., age, income, education, or perceptions about payment methods, we find an important role of two, yet under-investigated factors, namely: the COVID-19 pandemic and spatial aspects. E.g., we find that self-reported change in payment behavior during the pandemic indeed was reflected in diary studies. Furthermore, we show that instances of merchants’ refusal to accept cash significantly impacted payment choices. Moreover, the results indicate significant spatial heterogeneity in payment behavior and that aspects like distance to the nearest ATM impacted cash usage, as more cash is used when ATMs are farther away, illustrating the concept of "cash burns." Lastly, it has been noticed that during the pandemic, ownership of contactless payment cards significantly reduced cash usage, most probably due to the fear of contracting the disease by physical contact with surfaces (like cash).
2020年波兰现金使用情况:洞察2019冠状病毒病大流行和空间方面的作用
这项研究探讨了可能促使波兰消费者在购买商品和服务时使用现金而不是支付卡支付的因素。我们调查的基础是2020年在“2020年波兰支付习惯”研究中获得的微观数据,该研究由波兰国家银行(Narodowy Bank Polski)于2020年进行。分析是使用两阶段Heckman方法进行的。在第一阶段,使用probit模型分析卡片采用因素;然后,在第二阶段,使用OLS模型来分析现金支付的倾向,尽管有支付卡。除了影响不同支付方式使用的典型因素(如年龄、收入、教育程度或对支付方式的看法)外,我们发现两个尚未得到充分调查的因素也发挥了重要作用,即:COVID-19大流行和空间方面。例如,我们发现大流行期间自我报告的支付行为变化确实反映在日记研究中。此外,我们还表明,商家拒绝接受现金的情况会显著影响支付选择。此外,研究结果还表明,支付行为存在显著的空间异质性,距离最近的ATM机的距离等因素会影响现金使用,因为离ATM机越远,使用的现金越多,这说明了“烧钱”的概念。最后,人们注意到,在大流行期间,拥有非接触式支付卡大大减少了现金使用,这很可能是由于担心通过身体接触表面(如现金)感染疾病。
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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