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Simulation in Islamic Economics Sami al-Suwailem IRTI, IDB Group Thul Kiadah 1428H -- November 2007G Sami al-Suwailem IRTI, IDB Group Thul Kiadah 1428H -- November 2007G
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New Paradigm Limits to Neoclassical approach Features of Islamic Economics Need for a different approach Limits to Neoclassical approach Features of Islamic Economics Need for a different approach
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Neoclassical Approach Fixed and bounded choice set Maximization decision rule Deductive logic No discovery or creativity No entrepreneurship Fixed and bounded choice set Maximization decision rule Deductive logic No discovery or creativity No entrepreneurship
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Complex World Unbounded choice set Perpetual novelty Non-computable options Un-provable true statements Unbounded choice set Perpetual novelty Non-computable options Un-provable true statements
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Complexity Theory Model the process Ecological rationality Induction and exploration Model the process Ecological rationality Induction and exploration
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ComparisonComparison NTCT SimplifiedLandscapeProcess DecisionMaximizationAdaptation MethodologyDeductionInduction RationalityIndividualEcological
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Complex Systems Self-organization Emergence Self-organization Emergence
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Self-OrganizationSelf-Organization Local interactions Decentralized global order Examples Local interactions Decentralized global order Examples
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Bird Flocks Group of birds moving together Why? No leader Rules: Follow neighbors Keep a distance Avoid obstacles Group of birds moving together Why? No leader Rules: Follow neighbors Keep a distance Avoid obstacles
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SegregationSegregation Two groups mixed Rules: If < 30% of neighbors, move Else, stay Unintended segregation Two groups mixed Rules: If < 30% of neighbors, move Else, stay Unintended segregation
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EmergenceEmergence The whole is greater than the sum The system performs functions the components can’t Examples: Brain Ants & bees Markets The whole is greater than the sum The system performs functions the components can’t Examples: Brain Ants & bees Markets
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Structure of Complex Systems Behavior governed by two sets of variables: Independent variables Relative variables Behavior governed by two sets of variables: Independent variables Relative variables
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PropertiesProperties Connectedness Positive feedback Edge of chaos Connectedness Positive feedback Edge of chaos
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Economic Model
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Relative Behavior Widely observed Evidently documented Links complexity with psychology Widely observed Evidently documented Links complexity with psychology
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Relative Consumption Unequal consumption levels Consumption gap How to close the gap? Unequal consumption levels Consumption gap How to close the gap?
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RibaRiba Loan finances consumption Interest adds to lender’s income Lender’s consumption rises Average consumption rises The gap widens Loan finances consumption Interest adds to lender’s income Lender’s consumption rises Average consumption rises The gap widens
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Dynamics of Riba Interest causes feedback loop Debt accelerates till bankruptcy The system moves towards chaos Interest causes feedback loop Debt accelerates till bankruptcy The system moves towards chaos
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Markup Finance Finance restricted to new consumption No refinancing Problem of delay? Cap on installment Finance restricted to new consumption No refinancing Problem of delay? Cap on installment
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Dynamics of Markup Debt is bounded by income Feedback is limited System is stable Debt is bounded by income Feedback is limited System is stable
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CharityCharity Charity raises average consumption Donor’s consumption thus rises Aggregate consumption rises Charity raises average consumption Donor’s consumption thus rises Aggregate consumption rises
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SimulationSimulation Types of simulation: Mathematical simulation Agent-based simulation Types of simulation: Mathematical simulation Agent-based simulation
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Agent-based Simulation Tracks interactions of multiple agents Each agent with different properties Emergence of aggregate behavior Tracks interactions of multiple agents Each agent with different properties Emergence of aggregate behavior
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ABS Software Netlogo Agentsheets Repast Ascape Netlogo Agentsheets Repast Ascape
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Model Aspects Consumption Wealth Loans and Debt Bankruptcy Consumption Wealth Loans and Debt Bankruptcy
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ConsumptionConsumption Determined by: Income and wealth (indep. variables) Consumption of local neighbors Income is exogenous Wealth is accumulated savings Determined by: Income and wealth (indep. variables) Consumption of local neighbors Income is exogenous Wealth is accumulated savings
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Surpluses & Deficits Surpluses are managed centrally Deficits are financed from accumulated surpluses Loans are distributed equally to borrowers Surpluses are managed centrally Deficits are financed from accumulated surpluses Loans are distributed equally to borrowers
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WealthWealth Total assets = cash + credit Wealth = share in total assets – debt Share = acc. surplus / agg. surpluses Total credit = total debt Agg. wealth = total cash Total assets = cash + credit Wealth = share in total assets – debt Share = acc. surplus / agg. surpluses Total credit = total debt Agg. wealth = total cash
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EquationsEquations
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DebtDebt Debt = acc. loans – payments Interest accrues on loans + past-due Markup accrues on loans only Debt = acc. loans – payments Interest accrues on loans + past-due Markup accrues on loans only
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BankruptcyBankruptcy If installment > 2 mean income Out of the system 15 periods Wealth transferred to creditors If installment > 2 mean income Out of the system 15 periods Wealth transferred to creditors
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ResultsResults Cyclical consumption Concentrated wealth Low efficiency Cyclical consumption Concentrated wealth Low efficiency
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Consumption
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Net-income
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Lorenz Curve
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Wealth Distribution % of Agents StandardMarkupInterest 100.40.20.0 202.31.40.0 306.34.90.1 4012100.2 5020180.5 6030271.4 7042394.2 80575413 90757238
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EfficiencyEfficiency StandardMarkupInterest Acc. loans 10,55111,13711,485 Acc. repayment 9,96913,67723,430 Acc. surplus 2,4402,59510,459 Repayment per $ 0.9451.2282.040 Turnover4.324.291.10 Cost of finance 0%0.47%2.91% Rate of return 0%2.03%3.20%
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CharityCharity z = 0% z = 2.5% z = 5% z = 10% Mean C 74.078.179.078.9 Median C 72.976.477.377.1 C of Donors 84.8*85.085.184.9 C of Receivers 63.6*71.573.373.2 * Potential donors and receivers
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ConclusionConclusion The need for an alternative paradigm The importance of agent-based simulation A fresh look at Islamic economics The need for an alternative paradigm The importance of agent-based simulation A fresh look at Islamic economics
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