The impact of digital finance on household consumption: Evidence from China

Anand, 2013, A theoretical and quantitative analysis of financial inclusion and economic growth, Management and Labour Studies, 38, 103

Ando, 1963, The “Life Cycle” hypothesis of saving: aggregate implications and tests, Am. Econ. Rev., 53, 55

Arrow, 1964, The role of securities in the optimal allocation of risk-bearing, Rev. Econ. Stud., 31, 91, 10.2307/2296188

Attanasio, 1995, Is consumption growth consistent with intertemporal optimization? evidence from the consumer expenditure survey, J. Political Econ., 103, 1121, 10.1086/601443

Aziz, 2007, Explaining China’s low consumption: the neglected role of household income, International Monetary Fund, 7

Baron, 1986, The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations, J. Personal. Soc. Psychol., 51, 1173, 10.1037/0022-3514.51.6.1173

Bayoumi, 1993, Financial deregulation and consumption in the UK, Rev. Econ. Stat., 75, 1121, 10.2307/2109471

Beck, 2018, Payment instruments, finance and development, J. Dev. Econ., 133, 162, 10.1016/j.jdeveco.2018.01.005

Berger, 2003, The economic effects of technological progress: evidence from the banking industry, J. Money Credit Bank., 35, 141, 10.1353/mcb.2003.0009

Carroll, 1994, How does future income affect current consumption?, Q. J. Econ., 109, 111, 10.2307/2118430

Carroll, 2011, How large is the housing wealth effect: A new approach, J. Money Credit Bank., 43, 55, 10.1111/j.1538-4616.2010.00365.x

Chamon, 2010, Why are saving rates of urban households in China rising, Am. Econ. J. Macroecon., 2, 93, 10.1257/mac.2.1.93

Cochrane, 1991, A simple test of consumption insurance, J. Political Econ., 99, 957, 10.1086/261785

Cortina Lorente, 2018

Curtis, 2015, Demographic patterns and household saving in China, Am. Econ. J. Macroecon., 7, 58, 10.1257/mac.20130105

Dupas, 2013, Why don’t the poor save more? evidence from health savings experiments, Am. Econ. Rev., 103, 1138, 10.1257/aer.103.4.1138

Dynan, 2012, Is a household debt overhang holding back consumption?, Brook. Pap. Econ. Act., 345

Engen, 2001, Unemployment insurance and precautionary saving, J. Monet. Econ., 47, 10.1016/S0304-3932(01)00051-4

Grossman, 2014, Serving smallholder farmers : recent developments in digital finance, Focus Note, 94

Guo, 2016

Jappelli, 1989, Consumption and capital market imperfections: an international comparison, Am. Econ. Rev., 79, 1088

Jin, 2011, Income inequality, consumption, and social-status seeking, J. Comp. Econ., 39, 191, 10.1016/j.jce.2010.12.004

Kang, 2019, The impact of family social network on household consumption, Mod. Econ., 10, 679, 10.4236/me.2019.103046

Karlan, 2010, Expanding credit access: using randomized supply decisions to estimate the impacts, Rev. Financ. Stud., 23, 433, 10.1093/rfs/hhp092

Kuijs, 2005, Investment and saving in China, Policy Research Working Paper Series, 1

Levchenko, 2005, Financial liberalization and consumption volatility in developing countries, IMF Econ. Rev., 52, 237, 10.2307/30035897

Ludvigson, 1999, Consumption and credit: a model of time-varying liquidity constraints, Rev. Econ. Stat., 81, 434, 10.1162/003465399558364

McCallum, 1988, Theoretical analysis of the demand for money, FRB Richmond Econ. Rev., 74, 16

Meng, 2003, Unemployment, consumption smoothing, and precautionary saving in urban China, J. Comp. Econ., 31, 465, 10.1016/S0147-5967(03)00069-6

Modigliani, 2004, The Chinese saving puzzle and the life-cycle hypothesis, J. Econ. Lit., 42, 145, 10.1257/002205104773558074

Moenninghoff, 2013, The future of peer-to-peer finance, Schmalenbachs Zeitschrift fur betriebswirtschaftliche Forschung, 65, 466, 10.1007/BF03372882

Ozili, 2018, Impact of digital finance on financial inclusion and stability, Borsa Istanbul Review, 18, 329, 10.1016/j.bir.2017.12.003

Pierrakis, 2014, Crowdfunding: a new innovative model of providing funding to projects and businesses, SSRN Electron. J.

Ren, 2018, The financial exclusion in the development of digital finance — a study based on survey data in the jingjinji rural area, Singap. Econ. Rev., 63, 65, 10.1142/S0217590818500017

Sarma, 2011, Financial inclusion and development, Ann. J. Int. Dev., 23, 613, 10.1002/jid.1698

Schmidt-Hebbel, 2000, Does income inequality raise aggregate saving?, J. Dev. Econ., 61, 417, 10.1016/S0304-3878(00)00063-8

Scholnick, 2013, Consumption smoothing after the final mortgage payment: testing the magnitude hypothesis, Rev. Econ. Stat., 95, 1444, 10.1162/REST_a_00313

Wei, 2011, The competitive saving motive: evidence from rising sex ratios and savings rates in China, J. Political Econ., 119, 511—564

Zhao, 2019, Does health insurance promote people’s consumption? New evidence from China, China Econ. Rev., 53, 65, 10.1016/j.chieco.2018.08.007