ANALYSIS OF DYNAMIC MODELS OF TWO BANKS WITHINTERACTION USING SYSTEMS OF FINITE DIFFERENCE EQUATIONS

Banking is one of the sectors that continues to grow in line with the times, and today the banking industry is evolving by providing various digital services. This industry, which plays a vital role in the country’s economy and society’s life, is undoubtedly an interesting subject for research. I...

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Main Author: Francis Jayadi, Cornelius
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/81427
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:81427
spelling id-itb.:814272024-06-26T08:31:26ZANALYSIS OF DYNAMIC MODELS OF TWO BANKS WITHINTERACTION USING SYSTEMS OF FINITE DIFFERENCE EQUATIONS Francis Jayadi, Cornelius Indonesia Theses Balance sheet model of two banks, interaction, minimum reserve requirement, equilibrium and stability, parameter sensitivity INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/81427 Banking is one of the sectors that continues to grow in line with the times, and today the banking industry is evolving by providing various digital services. This industry, which plays a vital role in the country’s economy and society’s life, is undoubtedly an interesting subject for research. In practice, banks cannot operate independently without other banks and the central bank as regulators. Therefore, this study constructs a balance sheet model for banks that includes deposits, loans, and bank equity with interactions between two banks, also involving the minimum reserve requirement. The model is developed into a system of 4 finite difference equations by incorporating interaction combinations in deposits and loans between banks. The data used in this study include monthly balance sheet data from 4 banks belonging to different groups based on core capital (KBMI). Thus, in each system, there will be 12 cases/bank pairs studied. Additionally, deposit and loan interest rates for each type of bank based on ownership will be modeled using Fourier series so that the interest rates will be periodic following macroeconomic conditions. All parameters, except for the minimum reserve requirement parameters set by Bank Indonesia, will be estimated using the spiral optimization algorithm. The parameter estimation results provide an average overall mean absolute percentage error of 12%, with a maximum value of less than 20%. Furthermore, each model yields one equilibrium point obtained through numerical and computational methods, along with local asymptotic stability using the eigenvalues of the system’s Jacobian matrix. Sensitivity analysis of several parameters on equilibrium and system stability is also conducted. Changes in the parameters of deposit withdrawals and non-performing loans affect the system’s equilibrium values and even its stability. Meanwhile, the minimum reserve requirement parameter generally does not significantly affect the system’s equilibrium or stability. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Banking is one of the sectors that continues to grow in line with the times, and today the banking industry is evolving by providing various digital services. This industry, which plays a vital role in the country’s economy and society’s life, is undoubtedly an interesting subject for research. In practice, banks cannot operate independently without other banks and the central bank as regulators. Therefore, this study constructs a balance sheet model for banks that includes deposits, loans, and bank equity with interactions between two banks, also involving the minimum reserve requirement. The model is developed into a system of 4 finite difference equations by incorporating interaction combinations in deposits and loans between banks. The data used in this study include monthly balance sheet data from 4 banks belonging to different groups based on core capital (KBMI). Thus, in each system, there will be 12 cases/bank pairs studied. Additionally, deposit and loan interest rates for each type of bank based on ownership will be modeled using Fourier series so that the interest rates will be periodic following macroeconomic conditions. All parameters, except for the minimum reserve requirement parameters set by Bank Indonesia, will be estimated using the spiral optimization algorithm. The parameter estimation results provide an average overall mean absolute percentage error of 12%, with a maximum value of less than 20%. Furthermore, each model yields one equilibrium point obtained through numerical and computational methods, along with local asymptotic stability using the eigenvalues of the system’s Jacobian matrix. Sensitivity analysis of several parameters on equilibrium and system stability is also conducted. Changes in the parameters of deposit withdrawals and non-performing loans affect the system’s equilibrium values and even its stability. Meanwhile, the minimum reserve requirement parameter generally does not significantly affect the system’s equilibrium or stability.
format Theses
author Francis Jayadi, Cornelius
spellingShingle Francis Jayadi, Cornelius
ANALYSIS OF DYNAMIC MODELS OF TWO BANKS WITHINTERACTION USING SYSTEMS OF FINITE DIFFERENCE EQUATIONS
author_facet Francis Jayadi, Cornelius
author_sort Francis Jayadi, Cornelius
title ANALYSIS OF DYNAMIC MODELS OF TWO BANKS WITHINTERACTION USING SYSTEMS OF FINITE DIFFERENCE EQUATIONS
title_short ANALYSIS OF DYNAMIC MODELS OF TWO BANKS WITHINTERACTION USING SYSTEMS OF FINITE DIFFERENCE EQUATIONS
title_full ANALYSIS OF DYNAMIC MODELS OF TWO BANKS WITHINTERACTION USING SYSTEMS OF FINITE DIFFERENCE EQUATIONS
title_fullStr ANALYSIS OF DYNAMIC MODELS OF TWO BANKS WITHINTERACTION USING SYSTEMS OF FINITE DIFFERENCE EQUATIONS
title_full_unstemmed ANALYSIS OF DYNAMIC MODELS OF TWO BANKS WITHINTERACTION USING SYSTEMS OF FINITE DIFFERENCE EQUATIONS
title_sort analysis of dynamic models of two banks withinteraction using systems of finite difference equations
url https://digilib.itb.ac.id/gdl/view/81427
_version_ 1822009476633329664