Implementation of Markov Chain on MSME Data for QRIS Users in Medan City

Elisabet Desy Yulianawati  Hia; Marlina Setia  Sinaga

doi:10.55927/ajcs.v1i4.1556

Authors

Elisabet Desy Yulianawati Hia Universitas Negeri Medan
Marlina Setia Sinaga Universitas Negeri Medan

DOI:

https://doi.org/10.55927/ajcs.v1i4.1556

Keywords:

QRIS, UMKM, Markov, Chain, Steady State, MAPE

Abstract

QRIS (Quick Response Indonesian Standard) is a non-cash payment system innovation initiated by Bank Indonesia in collaboration with the Indonesian Payment System Association. This is one response to the era of digitalization and industry 4.0. Since January 2020, Bank Indonesia has required ( implemented) QRIS for non-cash payments, especially for micro, small and medium enterprises (SMEs), because it is a sector that contributes to Gross Domestic Product. Therefore, this study is intended to predict the number of SMEs using QRIS in Medan in the future based on the Markov Chain method. The data used is the number of MSMEs that use QRIS as a cashless payment in Medan City from Bank Indonesia North Sumatra in December 2019 to June 2022. The results show that there is a balance in October 2022 with a 52.2% chance percentage with declining conditions; 30.4% with an increasing condition, and 8.7% with a strongly increasing and decreasing condition. This good accuracy is checked with Mean Absolute Percentage Error (MAPE).

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References

Amalia, V., d., (2020): Ostergaard's Model in Campaigning QRCode Indonesian Standards (QRIS), Public Relations: Journal of Public Relations , 3 (4), 311–328.

Aritonang, K., d., (2020): Analysis of the Increase in Covid-19 Patients in Indonesia use Method chain Markov, Journal Manipulation System industry , 9 (2), 69–76.

Azman, M., (2019): Comparative Analysis of Moving Average Accuracy Value and Exponential smooth for System Forecasting Income on Company XYZ, Journal System and informatics , 13 (2), 36–45.

TWO (2019): blueprint 2025.

Hull, JC, (2015): Options, Features, and Other Derivatives Ninth Edition , McGraw-Hill Higher Education, Toronto.

Isaacson, D. d. RM, (1976): Markov Chain Theory and Application , John Wiley and Boy, New York.

Kulkarni, V., (2011): introduction to Modeling and Analysis from stochastic system , Jumper Science, Union Country.

Kurniawati, ET, d., (2021): Literacy and Education of Non-Cash Payments QR Code Indonesian Standard (QRIS) Application for Millennial Groups, studies Case Innovation economy , 5 (1), 23–30.

Laksono, BC, NW, (2021): Modeling Markov Chain Analysis to Identify estimate Potency Case Drugs in Indonesia, Seminar National Official Statistics 2021 , 1 (1), 1–10.

Loen, M., (2019): Analysis of the Financial Statements of Micro, Small and Medium Enterprises (MSME) Industry Bag and Shoe New Hunteria With Close Standard accountancy finance Entity Micro small and Intermediate (SAKEMKM), Journal accountancy and Business Krisnadwipayana , 6 (2), 20-30.

Mayanti, R., (2020): Factors Which Influence Reception User Towards the Application of Indonesia Standard Quick Response as a Technology Payment On purse Digital, Journal Scientific Economy business , 25 (2), 123– 135.

muqorobin, M. M., d., (2021): Effect Open Banking based Open FIRE on Banking Existence, MAXIMUM University Accounting Media Muhammadiyah Semarang , 11 (2), 75–84.

Putri, NN, TM, (2021): Markov Chain Analysis in Predicting Status COVID-19 Patients in Indonesia, Indonesian Journal of Applied Mathematics , 1 (2), 44–50.

Ross, S., (2010): Introduction to Probability Models Tenth Edition , Academic Press, America.

Sahin, I., (2017): Markov Chain Model for the Distribution of Delay on Train Schedules: Assessing the Effectiveness of Time Allowance, Railroad Transport Journal Planning and management , 7 (3), 103-113.

Setiawan IWA, d. LP, (2020): QRIS in the Eyes of MSMEs Perception Exploration and Intense MSME use QRIS, journal Economy and Business University POWER , 9 (10), 921-946.

hello, J, d., (2020): Implementation of Quick Response Payment System Indonesia Standard For Development MSME in Medan, Journal Management business , 17 (2), 287–297.

Sinaga, Marlina S., HI. P. H. N., (2020): Limited Markov Chain in Inventory Control, Journal of Industrial Systems Engineering, 1 (2),1-2

Suwandi, MA, EA, (2018): Factors Affecting the Use of E- money in the Millennial Generation (Case Study on Undergraduate Students of IPB), e- continue from management , 5 (3), 3104–3111