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Networks of monetary flow at native resolution

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  • Carolina Mattsson

Abstract

People and companies move money with every financial transaction they make. We aim to understand how such activity gives rise to large-scale patterns of monetary flow. In this work, we trace the movement of e-money through the accounts of a mobile money system using the provider's own transaction records. The resulting transaction sequences---balance-respecting trajectories---are data objects that represent observed monetary flows. Common sequential motifs correspond to known use-cases of mobile money: digital payments, digital transfers, and money storage. We find that each activity creates a distinct network structure within the system, and we uncover coordinated gaming of the mobile money provider's commission schedule. Moreover, we find that e-money passes through the system in anywhere from minutes to months. This pronounced heterogeneity, even within the same use-case, can inform the modeling of turnover in money supply. Our methodology relates economic activity at the transaction level to large-scale patterns of monetary flow, broadening the scope of empirical study about the network and temporal structure of the economy.

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  • Carolina Mattsson, 2019. "Networks of monetary flow at native resolution," Papers 1910.05596, arXiv.org.
  • Handle: RePEc:arx:papers:1910.05596
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    1. Matthew O. Jackson & Tomas Rodriguez-Barraquer & Xu Tan, 2012. "Social Capital and Social Quilts: Network Patterns of Favor Exchange," American Economic Review, American Economic Association, vol. 102(5), pages 1857-1897, August.
    2. Morten L. Bech & Rodney J. Garratt, 2012. "Illiquidity in the Interbank Payment System Following Wide-Scale Disruptions," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 44(5), pages 903-929, August.
    3. Ingo Scholtes & Nicolas Wider & Antonios Garas, 2016. "Higher-order aggregate networks in the analysis of temporal networks: path structures and centralities," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 89(3), pages 1-15, March.
    4. Nicholas Economides & Przemyslaw Jeziorski, 2017. "Mobile Money in Tanzania," Marketing Science, INFORMS, vol. 36(6), pages 815-837, November.
    5. Jari Saramäki & Petter Holme, 2015. "Exploring temporal networks with greedy walks," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 88(12), pages 1-8, December.
    6. Ingo Scholtes & Nicolas Wider & Antonios Garas, 2016. "Higher-order aggregate networks in the analysis of temporal networks: path structures and centralities," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 89(3), pages 1-15, March.
    7. F. Kyriakopoulos & S. Thurner & C. Puhr & S. W. Schmitz, 2009. "Network and eigenvalue analysis of financial transaction networks," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 71(4), pages 523-531, October.
    8. William Jack & Tavneet Suri, 2011. "Mobile Money: The Economics of M-PESA," NBER Working Papers 16721, National Bureau of Economic Research, Inc.
    9. Cull, Robert & Gine, Xavier & Harten, Sven & Heitmann, Soren & Rusu, Anca Bogdana, 2018. "Agent banking in a highly under-developed financial sector: Evidence from Democratic Republic of Congo," World Development, Elsevier, vol. 107(C), pages 54-74.
    10. Isaac Mbiti & David N. Weil, 2013. "The Home Economics of E-Money: Velocity, Cash Management, and Discount Rates of M-Pesa Users," American Economic Review, American Economic Association, vol. 103(3), pages 369-374, May.
    11. Caiani, Alessandro & Godin, Antoine & Caverzasi, Eugenio & Gallegati, Mauro & Kinsella, Stephen & Stiglitz, Joseph E., 2016. "Agent based-stock flow consistent macroeconomics: Towards a benchmark model," Journal of Economic Dynamics and Control, Elsevier, vol. 69(C), pages 375-408.
    12. Aditya Aladangady & Shifrah Aron-Dine & Wendy Dunn & Laura Feiveson & Paul Lengermann & Claudia Sahm, 2021. "From Transaction Data to Economic Statistics: Constructing Real-Time, High-Frequency, Geographic Measures of Consumer Spending," NBER Chapters, in: Big Data for Twenty-First-Century Economic Statistics, pages 115-145, National Bureau of Economic Research, Inc.
    13. Blumenstock, Joshua E. & Eagle, Nathan & Fafchamps, Marcel, 2016. "Airtime transfers and mobile communications: Evidence in the aftermath of natural disasters," Journal of Development Economics, Elsevier, vol. 120(C), pages 157-181.
    14. D'aniel Kondor & M'arton P'osfai & Istv'an Csabai & G'abor Vattay, 2013. "Do the rich get richer? An empirical analysis of the BitCoin transaction network," Papers 1308.3892, arXiv.org, revised Mar 2014.
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