Mobile payment systems offer enormous potential as alternative payment solutions. However, the diffusion of mobile payments over the years has been less than optimal despite the numerous studies that have explored the reasons for its adoption. Consequently, there is an increased interest in exploring alternative actions for promoting its diffusion, especially user recommendation of the technology. This is because positive recommendations can enormously influence the decisions of potential consumers to use the technology while negative recommendations can increase resistance to it. The few extant studies in this domain have followed the traditional survey approach with hypothetic-deductive reasoning, thus limiting an understanding of factors outside their conceptual models that could influence recommendations. To address this shortcoming, this study uses a qualitative text-mining approach that explores themes from user reviews of mobile payment applications (apps). Using 5955 reviews from 16 mobile payment apps hosted on the Google Play store, this study applied the latent Dirichlet allocation (LDA) text-mining method to extract themes from the reviews that help to explain why users provide positive or negative recommendations about mobile payment systems. A total of 13 themes (i.e. ease of use, usefulness, convenience, security, reliability, satisfaction, transaction speed, time-saving, customer support, output quality, perceived cost, usability and trust) were generated from the LDA model which provides both theoretical and practical insights for advancing mobile payments diffusion and research.
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Univ Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
van Dijk, Wouter B.
Fiolet, Aernoud T. L.
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Meander Med Ctr, Dept Cardiol, Amersfoort, Netherlands
Univ Utrecht, Univ Med Ctr Utrecht, Div Heart & Lungs, Dept Cardiol, Utrecht, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Fiolet, Aernoud T. L.
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Schuit, Ewoud
Sammani, Arjan
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Univ Utrecht, Univ Med Ctr Utrecht, Div Heart & Lungs, Dept Cardiol, Utrecht, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Sammani, Arjan
Groenhof, T. Katrien J.
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Univ Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Groenhof, T. Katrien J.
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van der Graaf, Rieke
de Vries, Martine C.
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Leiden Univ, Dept Med Eth & Hlth Law, Med Ctr, Leiden, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
de Vries, Martine C.
Alings, Marco
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Amphia Hosp, Dept Cardiol, Breda, Netherlands
Dutch Network Cardiovasc Res WCN, Utrecht, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Alings, Marco
Schaap, Jeroen
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Amphia Hosp, Dept Cardiol, Breda, Netherlands
Dutch Network Cardiovasc Res WCN, Utrecht, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Schaap, Jeroen
Asselbergs, Folkert W.
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Univ Utrecht, Univ Med Ctr Utrecht, Div Heart & Lungs, Dept Cardiol, Utrecht, Netherlands
UCL, Inst Cardiovasc Sci, Fac Populat Hlth Sci, London, England
UCL, Hlth Data Res UK, London, England
UCL, Inst Hlth Informat, London, EnglandUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Asselbergs, Folkert W.
Grobbee, Diederick E.
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Univ Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Grobbee, Diederick E.
Groenwold, Rolf H. H.
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Leiden Univ, Med Ctr, Dept Clin Epidemiol, Leiden, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Groenwold, Rolf H. H.
Mosterd, Arend
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Univ Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Meander Med Ctr, Dept Cardiol, Amersfoort, Netherlands
Dutch Network Cardiovasc Res WCN, Utrecht, NetherlandsUniv Utrecht, Univ Med Ctr Utrecht, Dept Epidemiol, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
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Midwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA
Chou, Shih Yung
Luo, Jiaxi
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Midwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA
Luo, Jiaxi
Ramser, Charles
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Midwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA