SHARIAH PORTFOLIO MODEL WITH STOCHASTIC PURIFICATION ANDPROBABILISTIC ASSET SCREENING CONSTRAINTS

Abstract. The growth of Islamic financial assets has grown since 2012 and is expected to continue rising in 2024. This thesis researches the optimization of Shariah portfolios using stochastic purification processes and probabilistic constraints in asset screening. The stochastic purification pro...

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Main Author: Chairina, Muthia
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/79872
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:79872
spelling id-itb.:798722024-01-16T13:04:10ZSHARIAH PORTFOLIO MODEL WITH STOCHASTIC PURIFICATION ANDPROBABILISTIC ASSET SCREENING CONSTRAINTS Chairina, Muthia Indonesia Theses the Markowitz Portfolio, Shariah, Optimization, Purification, Screening INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/79872 Abstract. The growth of Islamic financial assets has grown since 2012 and is expected to continue rising in 2024. This thesis researches the optimization of Shariah portfolios using stochastic purification processes and probabilistic constraints in asset screening. The stochastic purification process aims to reduce investment returns from non-permissible income. Subsequently, the probabilistic constraints in asset screening are designed to ensure compliance with Shariah principles. The obtained results consist of numerical simulations, specifically the efficient frontier of the model categorized into two cases: the Markowitz portfolio and the mean-variance of the Shariah model. Furthermore, the Shariah portfolio screening process is divided into two cases, using cash ratio threshold values of u1 = 0.45 and u1 = 0.3. Shariah portfolios are categorized based on financial ratio screening with Normal and Beta-distributed. From these cases, it is observed that, for the same return, the Shariah portfolio screening with a threshold of u1 = 0.3 has higher risk compared to the Shariah portfolio screening with a threshold of u1 = 0.45. For an equivalent return, the Beta-distributed financial ratio screening portfolio is also riskier compared to the Normal-distributed. Furthermore, it is deduced that as the desired return increases, the associated risk also amplifies. 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 Abstract. The growth of Islamic financial assets has grown since 2012 and is expected to continue rising in 2024. This thesis researches the optimization of Shariah portfolios using stochastic purification processes and probabilistic constraints in asset screening. The stochastic purification process aims to reduce investment returns from non-permissible income. Subsequently, the probabilistic constraints in asset screening are designed to ensure compliance with Shariah principles. The obtained results consist of numerical simulations, specifically the efficient frontier of the model categorized into two cases: the Markowitz portfolio and the mean-variance of the Shariah model. Furthermore, the Shariah portfolio screening process is divided into two cases, using cash ratio threshold values of u1 = 0.45 and u1 = 0.3. Shariah portfolios are categorized based on financial ratio screening with Normal and Beta-distributed. From these cases, it is observed that, for the same return, the Shariah portfolio screening with a threshold of u1 = 0.3 has higher risk compared to the Shariah portfolio screening with a threshold of u1 = 0.45. For an equivalent return, the Beta-distributed financial ratio screening portfolio is also riskier compared to the Normal-distributed. Furthermore, it is deduced that as the desired return increases, the associated risk also amplifies.
format Theses
author Chairina, Muthia
spellingShingle Chairina, Muthia
SHARIAH PORTFOLIO MODEL WITH STOCHASTIC PURIFICATION ANDPROBABILISTIC ASSET SCREENING CONSTRAINTS
author_facet Chairina, Muthia
author_sort Chairina, Muthia
title SHARIAH PORTFOLIO MODEL WITH STOCHASTIC PURIFICATION ANDPROBABILISTIC ASSET SCREENING CONSTRAINTS
title_short SHARIAH PORTFOLIO MODEL WITH STOCHASTIC PURIFICATION ANDPROBABILISTIC ASSET SCREENING CONSTRAINTS
title_full SHARIAH PORTFOLIO MODEL WITH STOCHASTIC PURIFICATION ANDPROBABILISTIC ASSET SCREENING CONSTRAINTS
title_fullStr SHARIAH PORTFOLIO MODEL WITH STOCHASTIC PURIFICATION ANDPROBABILISTIC ASSET SCREENING CONSTRAINTS
title_full_unstemmed SHARIAH PORTFOLIO MODEL WITH STOCHASTIC PURIFICATION ANDPROBABILISTIC ASSET SCREENING CONSTRAINTS
title_sort shariah portfolio model with stochastic purification andprobabilistic asset screening constraints
url https://digilib.itb.ac.id/gdl/view/79872
_version_ 1822009013324218368