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Course code – AGECON-601
Course title- Advance Micro Economic Analysis
Submitted to
Submitted by
Dr. BC Jain Ankur
Jaiswal
Model – Linear expenditure system
and
Almost ideal demand system
Introduction
Demand Model:-
 Primary function of demand models is to predict the
future using time series related or other data we have in
hand. Demand modeling uses statistical methods and
business intelligence inputs to generate accurate
demand forecasts and effectively address demand
variability.
Demand Model
Linear
Expenditure
System (LES)
Almost Ideal
Demand System
(AIDS)
Linear Expenditure System (LES)
 Developed by- Stone (1954)
 The Linear Expenditure System (LES) is an economic
model used to analyze consumer behavior in terms of
their spending patterns.
 It is a simple and classical model that assumes a linear
relationship between a consumer's income and their
expenditure on various goods and services.
 The LES is often used in microeconomics and consumer
theory to understand how changes in income affect
consumption.
Linear Expenditure System (LES)
 The basic idea behind the Linear Expenditure System
can be summarized in the following equation:
 Where:
 Ei is the expenditure on a specific good or service.
 Y represents the consumer's income.
 ai is the expenditure coefficient, which indicates the
proportion of income spent on that particular good or
service.
 biis the intercept term, representing the minimum
expenditure on the good or service, even if the
Ei​= aiY+bi
 Expenditure on a specific good or service (Ei): This
represents how much a consumer spends on a particular
product or service. In the LES, it is assumed to depend on
the consumer's income (Y) and other constants specific to
that good or service.
 Income (Y): This is the total amount of money a consumer
has available to spend on goods and services.
 Expenditure Coefficient (ai): This coefficient reflects the
proportion of a consumer's income spent on a specific good
or service. In other words, it represents how sensitive the
consumer's spending on that particular item is to changes in
their income. If ai is 0.2, it means that for every $1 increase
in income, the consumer will spend 20 cents more on that
item.
 Intercept Term (bi): This term indicates the minimum
expenditure on the good or service, even if the consumer
has zero income. It captures the idea that some level of
consumption may occur even when income is very low or
zero. For example, b could represent the minimum amount
 The LES model assumes that the expenditure
coefficients ai and intercept terms bi remain constant
over a certain range of income. However, in reality,
consumer spending patterns may not always follow a
perfectly linear relationship, especially at very low or
high income levels.
 The LES can be used to make predictions about how
changes in income or prices of goods and services will
affect a consumer's spending behavior. It is a basic tool
for analyzing demand and can be helpful in estimating
the effects of changes in government policies, such as
income taxes or subsidies, on consumer choices and
welfare.
Linear Expenditure System (LES)
ASSUMPTIONS
 Linearity
 Homogeneity
 Fixed Budget
 Stability
 No Time Dimension
 Perfect Information
 No External Influences
 Rational Behavior
Application of LES
 Demand Analysis: The LES is used to analyze and
predict consumer demand for specific goods and services.
By understanding how changes in income affect consumer
spending on different items, it helps businesses and
policymakers anticipate market behavior.
 Budgetary Planning: LES can be employed to estimate
how individuals or households allocate their income to
different categories of expenditure. This information is
crucial for financial planning, budgeting, and assessing the
impact of changes in income or expenses.
 Tax Policy Analysis: Economists and policymakers use
LES to evaluate the impact of tax policies on consumer
behavior. By understanding how consumers adjust their
spending in response to changes in income due to
Application of LES
 Economic Welfare Analysis: The model can be applied to
assess the welfare implications of economic policies. It helps
in understanding how changes in prices, income, or policies
affect the well-being of various income groups and can be
used to design policies that aim to reduce income inequality
and improve overall welfare.
 Market Research: LES is a useful tool for businesses to
forecast consumer behavior in response to changes in prices
or income. This information is invaluable for marketing,
product development, and pricing strategies.
 Government Subsidy Programs: It can help assess the
impact of subsidy programs on the consumption of specific
goods or services. Policymakers use LES to understand
whether subsidies effectively encourage the consumption of
Advantages of the Linear
Expenditure System (LES):
 Simplicity: The LES is a straightforward model that is
easy to understand and apply. It serves as a useful starting
point for teaching and learning about consumer behavior in
introductory economics courses.
 Analytical Tool: It provides a simple framework for
analyzing and predicting how changes in income or prices
affect consumer spending on specific goods and services.
This makes it a valuable tool for examining basic demand
relationships.
 Policy Analysis: The model can be used to evaluate the
impact of changes in government policies, such as income
taxes, subsidies, or welfare programs, on consumer
choices and overall welfare.
 Useful Benchmark: While the LES may be an
oversimplification of real-world consumer behavior, it can
Disadvantages of the Linear
Expenditure System (LES):
 Assumptions: The LES relies on several simplifying assumptions, such
as the linearity of expenditure coefficients and constant intercept terms,
which may not hold in reality. Consumer spending patterns are often
more complex and nonlinear.
 Limited Realism: The model does not capture the full range of factors
that influence consumer behavior, such as consumer preferences,
substitution effects, and complementarity between goods. It
oversimplifies the dynamics of real-world markets.
 Inflexibility: The LES assumes that the relationships between income
and spending on goods are fixed over a specific income range. In reality,
consumer behavior can change at different income levels, and spending
patterns may vary.
 Lack of Precision: The LES may not provide precise predictions of
consumer behavior because it doesn't consider many nuances and
factors that affect spending decisions.
 Not Suitable for All Goods: It may work well for certain categories of
goods and services that exhibit relatively stable consumption patterns
but may not be appropriate for goods with highly elastic or inelastic
demand.
 Limited Use for Long-Term Analysis: The LES is more suitable for
Almost ideal demand system
 The Almost Ideal Demand System (AIDS) is an
advanced economic model used to analyze consumer
behavior and demand for various goods and services. It
is an extension of the Linear Expenditure System (LES)
and offers more flexibility and realism in capturing how
consumers allocate their income among different goods.
 Developed by Angus Deaton and John Muellbauer in
the 1980s.
Key features and components of
the Almost Ideal Demand System:
 The Utility Function: The AIDS model is grounded in consumer utility
theory, which assumes that individuals seek to maximize their utility, a
measure of well-being or satisfaction, subject to budget constraints.
 Consumer Preferences: Unlike the LES, which assumes linear
relationships between income and spending, the AIDS model allows for
non-linear demand relationships. It captures consumer preferences more
accurately by considering the interdependence and substitution effects
between different goods. This means that as prices and incomes change,
consumers may shift their consumption patterns accordingly.
 Demands for Different Goods: The AIDS model typically includes a set
of demand equations, one for each good or category of goods that the
consumer purchases. These equations represent how consumers allocate
their income to different goods based on their preferences and the prices
of those goods.
 Price and Income Elasticities: The model provides estimates of price
and income elasticities for each good. These elasticities measure how the
quantity demanded of a good responds to changes in its price or the
Key features and components of
the Almost Ideal Demand System:
 Expenditure and Engel Curves: The AIDS model allows for
the estimation of expenditure and Engel curves, which
illustrate how the expenditure on a good or category of goods
changes with income. Engel curves provide insights into the
income elasticity of demand for different goods.
 Estimation Methods: To apply the AIDS model, econometric
techniques, such as Maximum Likelihood Estimation (MLE)
or Generalized Method of Moments (GMM), are often used to
estimate the parameters of the demand equations. This
involves using real-world data on prices, incomes, and
consumer choices.
 Versatility: The AIDS model is versatile and can be used to
analyze various aspects of consumer behavior, including
market demand, consumer welfare, the impact of tax policies,
and changes in consumer spending patterns over time.
Equation
 The Almost Ideal Demand System (AIDS) model
includes a set of demand equations, one for each good
or category of goods that consumers purchase. The
typical form of an AIDS equation is as follows:
Qi=αi+βi ln(pi​)+γi ln(Y)+ϵi
Equation
 Where:
 qi is the quantity demanded of the ith good.
 αi is the intercept term, which represents the baseline
demand for the ith good when prices and income are at
some reference level.
 βi is the price elasticity of demand for the ith good. It
measures how the quantity demanded of the good responds
to changes in its price.
 pi is the price of the ith good.
 γi is the income elasticity of demand for the ith good. It
measures how the quantity demanded of the good responds
to changes in consumer income (Y).
 Y is the consumer's income.
 ϵi is the error term, representing unexplained variations in
the quantity demanded. It captures factors other than price
and income that affect demand for the ith good.
 In the AIDS model, each equation represents the
demand for a specific good, and the parameters (α,
β, and γ) are estimated using econometric
techniques with real-world data on prices, incomes,
and quantities consumed. These estimated
parameters provide insights into how consumers
allocate their income among different goods and how
sensitive their consumption is to changes in prices
and income.
 It's important to note that the AIDS model allows for
non-linear relationships between prices, income, and
demand. This flexibility makes it a valuable tool for
analyzing consumer behavior and market dynamics
in a more realistic way compared to the simpler linear
models like the Linear Expenditure System (LES).
Structure
 1. Expenditure Share Equations:
 The expenditure share equations in the AIDS model
represent the share of the total expenditure allocated to
each individual good or commodity. These equations
account for how consumers distribute their budget
among various goods based on their preferences and
budget constraints.
 The expenditure share equations are typically estimated
as follows: For a given good i, the expenditure share
equation can be expressed as:
 si​
=
𝑒𝑖
𝐸
=
ai​
+∑nj=1 bij ln(Pj)+εi
𝐸
Where:
si represents the expenditure share of good i.
ei is the total expenditure on good i.
E is the total expenditure on all goods.
ai is a parameter representing the intercept for good i.
bij is a parameter representing the price elasticity of good i
with respect to the price of good j.
pj is the price of good j.
εi represents the error term for good i.
n is the total number of goods considered in the analysis.
2. Price Elasticity Equations:
 The price elasticity equations in the AIDS model are
used to estimate the responsiveness of the quantity
demanded for each good to changes in its own price
and the prices of other goods.
 These elasticity equations are crucial for understanding
how consumers make substitution choices when prices
change. The price elasticity equations are typically
estimated as follows:
 For good i, the price elasticity equation can be
expressed as:
∂ln(xi​
)
∂ln(pj​
)
=
𝑏𝑖𝑗 .𝑥𝑖
𝑠𝑖
 Where:

∂ln(xi​
)
∂ln(pj​
)
represents the price elasticity of demand
for good i with respect to the price of good j.
 bij​​is​the​parameter​representing​the​price​
elasticity of good i with respect to the price of
good j.
 xi​​is​the​quantity​demanded​of​good​i.
 si​​is​the​expenditure​share​for​good​i.
The AIDS model's structure is designed to capture how
consumers allocate their budget among different goods and
how they respond to changes in prices, making it a valuable
tool for analyzing consumer preferences and market
dynamics for multiple goods.
Advantages
 Incorporation of Both Price and Income Effects:
AIDS simultaneously considers how changes in prices
and incomes affect consumer behavior.
 Flexibility for Analyzing Multiple Goods: It is
adaptable for analyzing consumer choices across
various goods.
 Estimation of Price and Income Elasticities: AIDS
calculates the responsiveness of demand to price and
income changes.
 Captures Substitution Effects: It quantifies how
consumers switch between goods when prices change.
 Realistic Representation of Consumer Behavior: It
Limitations
 Data and Computation Demands: AIDS requires
extensive data and computational resources, limiting its
use in smaller-scale studies.
 Complex Mathematical Structure: The model's
complexity can be a barrier to understanding and
application.
 Assumption of Utility Maximization: It relies on the
assumption of rational utility-maximizing consumers,
which may not always hold in reality.
 Sensitivity to Model Specification: Results can vary
based on specific assumptions and functional forms
chosen, introducing subjectivity.
 Limited Causality: AIDS provides correlations but
doesn't explain causation in consumer choices.
Diffrences in LES and AIDS
Aspect
Linear Expenditure System
(LES) Almost Ideal Demand System (AIDS)
Type of Model Simplified budget allocation model Comprehensive demand analysis model
Budget
Constraint
Linear Non-linear and more flexible
Price Elasticities Limited to one good Provides price elasticities for all goods
Income Effects Ignores income effects Incorporates income effects
Price Effects Considers only price effects
Simultaneously accounts for price and
income effects
Substitution
Effects
Minimal representation of
substitution effects
Captures substitution patterns among
goods
Complexity Simpler and less data-intensive More complex and data-intensive
Realism
May not accurately represent
consumer behavior
Aligns with economic theory and provides
a more realistic portrayal of consumer
choices
Applicability
Suitable for basic demand
analysis
Applicable to analyzing complex consumer
preferences and diverse goods
Policy Analysis
Limited in its ability to assess
policy impacts
Valuable for policy analysis, including tax
and subsidy effects on consumer choices
Data
Requires less extensive data
Demands more data for parameter
Model –   Linear expenditure system.pptx

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Model – Linear expenditure system.pptx

  • 1. Course code – AGECON-601 Course title- Advance Micro Economic Analysis Submitted to Submitted by Dr. BC Jain Ankur Jaiswal Model – Linear expenditure system and Almost ideal demand system
  • 2. Introduction Demand Model:-  Primary function of demand models is to predict the future using time series related or other data we have in hand. Demand modeling uses statistical methods and business intelligence inputs to generate accurate demand forecasts and effectively address demand variability. Demand Model Linear Expenditure System (LES) Almost Ideal Demand System (AIDS)
  • 3. Linear Expenditure System (LES)  Developed by- Stone (1954)  The Linear Expenditure System (LES) is an economic model used to analyze consumer behavior in terms of their spending patterns.  It is a simple and classical model that assumes a linear relationship between a consumer's income and their expenditure on various goods and services.  The LES is often used in microeconomics and consumer theory to understand how changes in income affect consumption.
  • 4. Linear Expenditure System (LES)  The basic idea behind the Linear Expenditure System can be summarized in the following equation:  Where:  Ei is the expenditure on a specific good or service.  Y represents the consumer's income.  ai is the expenditure coefficient, which indicates the proportion of income spent on that particular good or service.  biis the intercept term, representing the minimum expenditure on the good or service, even if the Ei​= aiY+bi
  • 5.  Expenditure on a specific good or service (Ei): This represents how much a consumer spends on a particular product or service. In the LES, it is assumed to depend on the consumer's income (Y) and other constants specific to that good or service.  Income (Y): This is the total amount of money a consumer has available to spend on goods and services.  Expenditure Coefficient (ai): This coefficient reflects the proportion of a consumer's income spent on a specific good or service. In other words, it represents how sensitive the consumer's spending on that particular item is to changes in their income. If ai is 0.2, it means that for every $1 increase in income, the consumer will spend 20 cents more on that item.  Intercept Term (bi): This term indicates the minimum expenditure on the good or service, even if the consumer has zero income. It captures the idea that some level of consumption may occur even when income is very low or zero. For example, b could represent the minimum amount
  • 6.  The LES model assumes that the expenditure coefficients ai and intercept terms bi remain constant over a certain range of income. However, in reality, consumer spending patterns may not always follow a perfectly linear relationship, especially at very low or high income levels.  The LES can be used to make predictions about how changes in income or prices of goods and services will affect a consumer's spending behavior. It is a basic tool for analyzing demand and can be helpful in estimating the effects of changes in government policies, such as income taxes or subsidies, on consumer choices and welfare. Linear Expenditure System (LES)
  • 7. ASSUMPTIONS  Linearity  Homogeneity  Fixed Budget  Stability  No Time Dimension  Perfect Information  No External Influences  Rational Behavior
  • 8. Application of LES  Demand Analysis: The LES is used to analyze and predict consumer demand for specific goods and services. By understanding how changes in income affect consumer spending on different items, it helps businesses and policymakers anticipate market behavior.  Budgetary Planning: LES can be employed to estimate how individuals or households allocate their income to different categories of expenditure. This information is crucial for financial planning, budgeting, and assessing the impact of changes in income or expenses.  Tax Policy Analysis: Economists and policymakers use LES to evaluate the impact of tax policies on consumer behavior. By understanding how consumers adjust their spending in response to changes in income due to
  • 9. Application of LES  Economic Welfare Analysis: The model can be applied to assess the welfare implications of economic policies. It helps in understanding how changes in prices, income, or policies affect the well-being of various income groups and can be used to design policies that aim to reduce income inequality and improve overall welfare.  Market Research: LES is a useful tool for businesses to forecast consumer behavior in response to changes in prices or income. This information is invaluable for marketing, product development, and pricing strategies.  Government Subsidy Programs: It can help assess the impact of subsidy programs on the consumption of specific goods or services. Policymakers use LES to understand whether subsidies effectively encourage the consumption of
  • 10. Advantages of the Linear Expenditure System (LES):  Simplicity: The LES is a straightforward model that is easy to understand and apply. It serves as a useful starting point for teaching and learning about consumer behavior in introductory economics courses.  Analytical Tool: It provides a simple framework for analyzing and predicting how changes in income or prices affect consumer spending on specific goods and services. This makes it a valuable tool for examining basic demand relationships.  Policy Analysis: The model can be used to evaluate the impact of changes in government policies, such as income taxes, subsidies, or welfare programs, on consumer choices and overall welfare.  Useful Benchmark: While the LES may be an oversimplification of real-world consumer behavior, it can
  • 11. Disadvantages of the Linear Expenditure System (LES):  Assumptions: The LES relies on several simplifying assumptions, such as the linearity of expenditure coefficients and constant intercept terms, which may not hold in reality. Consumer spending patterns are often more complex and nonlinear.  Limited Realism: The model does not capture the full range of factors that influence consumer behavior, such as consumer preferences, substitution effects, and complementarity between goods. It oversimplifies the dynamics of real-world markets.  Inflexibility: The LES assumes that the relationships between income and spending on goods are fixed over a specific income range. In reality, consumer behavior can change at different income levels, and spending patterns may vary.  Lack of Precision: The LES may not provide precise predictions of consumer behavior because it doesn't consider many nuances and factors that affect spending decisions.  Not Suitable for All Goods: It may work well for certain categories of goods and services that exhibit relatively stable consumption patterns but may not be appropriate for goods with highly elastic or inelastic demand.  Limited Use for Long-Term Analysis: The LES is more suitable for
  • 12. Almost ideal demand system  The Almost Ideal Demand System (AIDS) is an advanced economic model used to analyze consumer behavior and demand for various goods and services. It is an extension of the Linear Expenditure System (LES) and offers more flexibility and realism in capturing how consumers allocate their income among different goods.  Developed by Angus Deaton and John Muellbauer in the 1980s.
  • 13. Key features and components of the Almost Ideal Demand System:  The Utility Function: The AIDS model is grounded in consumer utility theory, which assumes that individuals seek to maximize their utility, a measure of well-being or satisfaction, subject to budget constraints.  Consumer Preferences: Unlike the LES, which assumes linear relationships between income and spending, the AIDS model allows for non-linear demand relationships. It captures consumer preferences more accurately by considering the interdependence and substitution effects between different goods. This means that as prices and incomes change, consumers may shift their consumption patterns accordingly.  Demands for Different Goods: The AIDS model typically includes a set of demand equations, one for each good or category of goods that the consumer purchases. These equations represent how consumers allocate their income to different goods based on their preferences and the prices of those goods.  Price and Income Elasticities: The model provides estimates of price and income elasticities for each good. These elasticities measure how the quantity demanded of a good responds to changes in its price or the
  • 14. Key features and components of the Almost Ideal Demand System:  Expenditure and Engel Curves: The AIDS model allows for the estimation of expenditure and Engel curves, which illustrate how the expenditure on a good or category of goods changes with income. Engel curves provide insights into the income elasticity of demand for different goods.  Estimation Methods: To apply the AIDS model, econometric techniques, such as Maximum Likelihood Estimation (MLE) or Generalized Method of Moments (GMM), are often used to estimate the parameters of the demand equations. This involves using real-world data on prices, incomes, and consumer choices.  Versatility: The AIDS model is versatile and can be used to analyze various aspects of consumer behavior, including market demand, consumer welfare, the impact of tax policies, and changes in consumer spending patterns over time.
  • 15. Equation  The Almost Ideal Demand System (AIDS) model includes a set of demand equations, one for each good or category of goods that consumers purchase. The typical form of an AIDS equation is as follows: Qi=αi+βi ln(pi​)+γi ln(Y)+ϵi
  • 16. Equation  Where:  qi is the quantity demanded of the ith good.  αi is the intercept term, which represents the baseline demand for the ith good when prices and income are at some reference level.  βi is the price elasticity of demand for the ith good. It measures how the quantity demanded of the good responds to changes in its price.  pi is the price of the ith good.  γi is the income elasticity of demand for the ith good. It measures how the quantity demanded of the good responds to changes in consumer income (Y).  Y is the consumer's income.  ϵi is the error term, representing unexplained variations in the quantity demanded. It captures factors other than price and income that affect demand for the ith good.
  • 17.  In the AIDS model, each equation represents the demand for a specific good, and the parameters (α, β, and γ) are estimated using econometric techniques with real-world data on prices, incomes, and quantities consumed. These estimated parameters provide insights into how consumers allocate their income among different goods and how sensitive their consumption is to changes in prices and income.  It's important to note that the AIDS model allows for non-linear relationships between prices, income, and demand. This flexibility makes it a valuable tool for analyzing consumer behavior and market dynamics in a more realistic way compared to the simpler linear models like the Linear Expenditure System (LES).
  • 18. Structure  1. Expenditure Share Equations:  The expenditure share equations in the AIDS model represent the share of the total expenditure allocated to each individual good or commodity. These equations account for how consumers distribute their budget among various goods based on their preferences and budget constraints.  The expenditure share equations are typically estimated as follows: For a given good i, the expenditure share equation can be expressed as:
  • 19.  si​ = 𝑒𝑖 𝐸 = ai​ +∑nj=1 bij ln(Pj)+εi 𝐸 Where: si represents the expenditure share of good i. ei is the total expenditure on good i. E is the total expenditure on all goods. ai is a parameter representing the intercept for good i. bij is a parameter representing the price elasticity of good i with respect to the price of good j. pj is the price of good j. εi represents the error term for good i. n is the total number of goods considered in the analysis.
  • 20. 2. Price Elasticity Equations:  The price elasticity equations in the AIDS model are used to estimate the responsiveness of the quantity demanded for each good to changes in its own price and the prices of other goods.  These elasticity equations are crucial for understanding how consumers make substitution choices when prices change. The price elasticity equations are typically estimated as follows:  For good i, the price elasticity equation can be expressed as: ∂ln(xi​ ) ∂ln(pj​ ) = 𝑏𝑖𝑗 .𝑥𝑖 𝑠𝑖
  • 21.  Where:  ∂ln(xi​ ) ∂ln(pj​ ) represents the price elasticity of demand for good i with respect to the price of good j.  bij​​is​the​parameter​representing​the​price​ elasticity of good i with respect to the price of good j.  xi​​is​the​quantity​demanded​of​good​i.  si​​is​the​expenditure​share​for​good​i. The AIDS model's structure is designed to capture how consumers allocate their budget among different goods and how they respond to changes in prices, making it a valuable tool for analyzing consumer preferences and market dynamics for multiple goods.
  • 22. Advantages  Incorporation of Both Price and Income Effects: AIDS simultaneously considers how changes in prices and incomes affect consumer behavior.  Flexibility for Analyzing Multiple Goods: It is adaptable for analyzing consumer choices across various goods.  Estimation of Price and Income Elasticities: AIDS calculates the responsiveness of demand to price and income changes.  Captures Substitution Effects: It quantifies how consumers switch between goods when prices change.  Realistic Representation of Consumer Behavior: It
  • 23. Limitations  Data and Computation Demands: AIDS requires extensive data and computational resources, limiting its use in smaller-scale studies.  Complex Mathematical Structure: The model's complexity can be a barrier to understanding and application.  Assumption of Utility Maximization: It relies on the assumption of rational utility-maximizing consumers, which may not always hold in reality.  Sensitivity to Model Specification: Results can vary based on specific assumptions and functional forms chosen, introducing subjectivity.  Limited Causality: AIDS provides correlations but doesn't explain causation in consumer choices.
  • 24. Diffrences in LES and AIDS Aspect Linear Expenditure System (LES) Almost Ideal Demand System (AIDS) Type of Model Simplified budget allocation model Comprehensive demand analysis model Budget Constraint Linear Non-linear and more flexible Price Elasticities Limited to one good Provides price elasticities for all goods Income Effects Ignores income effects Incorporates income effects Price Effects Considers only price effects Simultaneously accounts for price and income effects Substitution Effects Minimal representation of substitution effects Captures substitution patterns among goods Complexity Simpler and less data-intensive More complex and data-intensive Realism May not accurately represent consumer behavior Aligns with economic theory and provides a more realistic portrayal of consumer choices Applicability Suitable for basic demand analysis Applicable to analyzing complex consumer preferences and diverse goods Policy Analysis Limited in its ability to assess policy impacts Valuable for policy analysis, including tax and subsidy effects on consumer choices Data Requires less extensive data Demands more data for parameter