Analyzing The Development of Cashless Society Using the Structural Equation Modeling

Authors

  • Muhammad Rafi Hasan Nurdin Departement of Statistics, Faculty of Mathematics and Natural Sciences, Brawijaya University Author
  • Adji Achmad Rinaldo Fernandes Departement of Statistics, Faculty of Mathematics and Natural Sciences, Brawijaya University Author
  • Eni Sumarminingsih Departement of Statistics, Faculty of Mathematics and Natural Sciences, Brawijaya University Author
  • Solimun Departement of Statistics, Faculty of Mathematics and Natural Sciences, Brawijaya University Author
  • Muhammad Ohid Ullah Shahjalal University of Science and Technology Author

DOI:

https://doi.org/10.15294/edaj.v13i4.15874

Keywords:

Cashless Society, Discourse Network Analysis, Financial Technology, Mobile Banking, Structural Equation Model

Abstract

Payment systems continue to evolve alongside advancements in information technology, driving the digitization of financial services and payment instruments. This study examines the influence of Psychological, Socio-Cultural, and Personal Factors on adopting electronic money and the growth of a cashless society, with Financial Technology as a moderating variable. The research involved 1,000 Bank BNI customers in the Jabodetabek area (Jakarta, Bogor, Depok, Tangerang, and Bekasi) actively using BNI Mobile Banking services. The analytical methods employed include Discourse Network Analysis and Structural Equation Modeling to develop a comprehensive analysis model. The results indicate that psychological and personal factors—such as motivation, perception, learning, positive attitude, modern lifestyle, and openness to change—significantly influence electronic money usage. However, socio-cultural factors do not exhibit a significant impact, primarily due to persistent cash usage habits and a lack of trust in technology. This study highlights the need for financial education to promote awareness of electronic money benefits and security, develop tailored financial products, and enhance regulatory collaboration between the government and relevant institutions.

Author Biographies

  • Muhammad Rafi Hasan Nurdin, Departement of Statistics, Faculty of Mathematics and Natural Sciences, Brawijaya University

    Departement Statistics

  • Muhammad Ohid Ullah , Shahjalal University of Science and Technology

    Departement of Statistics, Shahjalal Univeristy of Science and Technology, University Ave

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Article ID

15874

Published

2025-03-24