"Journal of Data Science
Vol. 4 No. 01 (2026): Journal Of Data Science, 2026

Analysis of Implementation Barriers and Gaps in the Adoption of Chip-Based (Cashless) E-Money in Non-Cash Payment Systems in Pontianak City

Sri Haryaningsih (Fakultas Ilmu Sosial dan Ilmu Politik, Universitas Tanjungpura, Pontianak, Indonesia)
Farah Devi Andriani (Fakultas Ilmu Sosial dan Ilmu Politik, Universitas Tanjungpura, Pontianak, Indonesia)
Rizal Ubaydillah (Fakultas Ilmu Sosial dan Ilmu Politik, Universitas Tanjungpura, Pontianak, Indonesia)
Hansen Hansen (Fakultas Ilmu Sosial dan Ilmu Politik, Universitas Tanjungpura, Pontianak, Indonesia)



Article Info

Publish Date
12 May 2025

Abstract

Digital transformation in payment systems encourages the use of non-cash instruments, including chip-based e-money which has advantages in transaction speed and efficiency. However, its implementation at the regional level still faces various obstacles. This research aims to analyze implementation barriers and gaps in the adoption of chip-based e-money in Pontianak City. The method used is a quantitative approach with an explanatory research design. Data was collected through a questionnaire among people who use chip-based e-money and analyzed using SEM-PLS. The research results show that the factors perceived ease of use, benefits, security, trust, digital financial literacy, as well as infrastructure and policy support influence the adoption of chip-based e-money. Apart from that, it was found that there was a gap between the designed policies and the reality of implementation in the field. This research recommends strengthening digital literacy, improving infrastructure, and optimizing policies to encourage wider use of chip-based e-money.

Copyrights © 2026






Journal Info

Abbrev

visualization

Publisher

Subject

Automotive Engineering Computer Science & IT

Description

The "Journal of Data Science" is a real journal that focuses on the field of data science. It covers a wide range of topics related to data analysis, machine learning, statistics, data mining, and related areas. The journal aims to publish high-quality research papers, reviews, and technical notes ...