Complete In-Depth Economics Learning Roadmap

A comprehensive guide to mastering economics from foundations to advanced topics

PHASE 0: FOUNDATION & PREREQUISITES

Duration: 2-3 months | Building the essential mathematical and logical foundations

Mathematics for Economics

  • Basic Algebra
    • Linear equations and inequalities
    • Systems of equations
    • Functions and graphs
    • Polynomials and rational expressions
  • Calculus Fundamentals
    • Limits and continuity
    • Derivatives and differentiation rules
    • Optimization (finding maxima and minima)
    • Partial derivatives
    • Integration basics
    • Multivariable calculus
  • Linear Algebra
    • Vectors and matrices
    • Matrix operations
    • Determinants
    • Eigenvalues and eigenvectors
    • Linear transformations
  • Probability and Statistics
    • Probability theory basics
    • Probability distributions (normal, binomial, Poisson)
    • Expected value and variance
    • Descriptive statistics
    • Inferential statistics
    • Hypothesis testing
    • Regression analysis basics
    • Correlation and causation

Logical and Critical Thinking

  • Deductive and inductive reasoning
  • Understanding assumptions
  • Identifying fallacies
  • Constructing arguments
  • Reading academic papers

PHASE 1: MICROECONOMICS FOUNDATIONS

Duration: 3-4 months | Understanding individual decision-making and market mechanisms

Introduction to Economics

  • Economic Thinking
    • Scarcity and choice
    • Opportunity cost
    • Marginalism
    • Trade-offs
    • Incentives
  • Basic Economic Systems
    • Market economies
    • Command economies
    • Mixed economies
    • Traditional economies
  • Economic Models
    • Circular flow diagram
    • Production possibilities frontier (PPF)
    • Assumptions and simplifications
    • Positive vs normative economics

Supply and Demand

  • Demand Theory
    • Law of demand
    • Demand curves and schedules
    • Determinants of demand
    • Individual vs market demand
    • Changes in demand vs changes in quantity demanded
  • Supply Theory
    • Law of supply
    • Supply curves and schedules
    • Determinants of supply
    • Individual vs market supply
    • Changes in supply vs changes in quantity supplied
  • Market Equilibrium
    • Equilibrium price and quantity
    • Surplus and shortage
    • Market clearing
    • Comparative statics
  • Elasticity
    • Price elasticity of demand (PED)
    • Income elasticity of demand
    • Cross-price elasticity
    • Price elasticity of supply
    • Elasticity and revenue
    • Applications of elasticity

Consumer Theory

  • Utility Theory
    • Total utility and marginal utility
    • Law of diminishing marginal utility
    • Utility maximization
    • Cardinal vs ordinal utility
  • Indifference Curves
    • Properties of indifference curves
    • Marginal rate of substitution (MRS)
    • Budget constraints
    • Consumer equilibrium
    • Income and substitution effects
    • Giffen goods and inferior goods
  • Consumer Choice
    • Revealed preference theory
    • Behavioral economics insights
    • Bounded rationality
    • Prospect theory
    • Time preferences and discounting

Producer Theory

  • Production Functions
    • Short-run vs long-run production
    • Total, average, and marginal product
    • Law of diminishing returns
    • Returns to scale
    • Isoquants and isocosts
  • Cost Theory
    • Fixed costs and variable costs
    • Total, average, and marginal costs
    • Short-run cost curves
    • Long-run cost curves
    • Economies and diseconomies of scale
    • Economies of scope
  • Profit Maximization
    • Economic profit vs accounting profit
    • Marginal revenue and marginal cost
    • Shutdown conditions
    • Break-even analysis

Market Structures

  • Perfect Competition
    • Characteristics of perfect competition
    • Short-run equilibrium
    • Long-run equilibrium
    • Efficiency in perfect competition
    • Producer and consumer surplus
  • Monopoly
    • Sources of monopoly power
    • Monopoly pricing and output
    • Price discrimination (1st, 2nd, 3rd degree)
    • Deadweight loss
    • Natural monopoly
    • Regulation of monopolies
  • Monopolistic Competition
    • Product differentiation
    • Short-run and long-run equilibrium
    • Excess capacity
    • Advertising and branding
  • Oligopoly
    • Concentration ratios
    • Game theory applications
    • Cournot model
    • Bertrand model
    • Stackelberg model
    • Kinked demand curve
    • Collusion and cartels
    • Nash equilibrium

Factor Markets

  • Labor Markets
    • Labor supply and demand
    • Wage determination
    • Monopsony
    • Human capital theory
    • Discrimination in labor markets
  • Capital Markets
    • Interest rate determination
    • Present value and discounting
    • Investment decisions
  • Land and Natural Resources
    • Rent theory
    • Resource allocation
    • Exhaustible vs renewable resources

Market Failures and Government Intervention

  • Externalities
    • Positive externalities
    • Negative externalities
    • Coase theorem
    • Pigouvian taxes and subsidies
  • Public Goods
    • Characteristics (non-rivalry, non-excludability)
    • Free-rider problem
    • Provision of public goods
  • Asymmetric Information
    • Adverse selection
    • Moral hazard
    • Signaling and screening
    • Principal-agent problems
  • Government Intervention
    • Price controls (ceilings and floors)
    • Taxes and subsidies
    • Quotas and trade restrictions
    • Welfare analysis

PHASE 2: MACROECONOMICS FOUNDATIONS

Duration: 3-4 months | Understanding the overall economy and macroeconomic phenomena

National Income Accounting

  • Measuring Economic Output
    • Gross Domestic Product (GDP)
    • Gross National Product (GNP)
    • Net National Product (NNP)
    • National income
  • GDP Calculation Methods
    • Expenditure approach
    • Income approach
    • Production approach
  • Real vs Nominal GDP
    • GDP deflator
    • Chain-weighted GDP
    • Purchasing power parity (PPP)
  • Limitations of GDP
    • Underground economy
    • Non-market activities
    • Quality of life measures
    • Inequality considerations

Aggregate Demand and Supply

  • Aggregate Demand (AD)
    • Components of AD (C + I + G + NX)
    • AD curve derivation
    • Shifts in AD
  • Aggregate Supply (AS)
    • Short-run aggregate supply (SRAS)
    • Long-run aggregate supply (LRAS)
    • Classical vs Keynesian views
  • Macroeconomic Equilibrium
    • Short-run equilibrium
    • Long-run equilibrium
    • Recessionary and inflationary gaps
    • Self-correction mechanisms

Consumption and Investment

  • Consumption Theory
    • Keynesian consumption function
    • Average and marginal propensity to consume
    • Life-cycle hypothesis
    • Permanent income hypothesis
    • Random walk hypothesis
  • Investment Theory
    • Determinants of investment
    • Accelerator theory
    • Q-theory of investment
    • Business confidence
    • Interest rate sensitivity

Money and Banking

  • Money Fundamentals
    • Functions of money
    • Types of money
    • Money supply measures (M0, M1, M2, M3)
    • Money creation process
  • Banking System
    • Fractional reserve banking
    • Money multiplier
    • Central bank functions
    • Commercial bank operations
  • Monetary Policy
    • Tools of monetary policy (open market operations, discount rate, reserve requirements)
    • Expansionary vs contractionary policy
    • Transmission mechanisms
    • Money demand theory
    • Quantity theory of money
    • Taylor rule

Fiscal Policy

  • Government Spending and Taxation
    • Types of government expenditure
    • Tax systems (progressive, regressive, proportional)
    • Automatic stabilizers
  • Budget Deficits and Debt
    • Budget balance
    • Government debt dynamics
    • Debt sustainability
    • Ricardian equivalence
  • Fiscal Policy Effects
    • Fiscal multiplier
    • Crowding out
    • Expansionary vs contractionary fiscal policy
    • Supply-side economics

Unemployment

  • Types of Unemployment
    • Frictional unemployment
    • Structural unemployment
    • Cyclical unemployment
    • Seasonal unemployment
  • Measuring Unemployment
    • Unemployment rate
    • Labor force participation rate
    • Discouraged workers
    • Underemployment
  • Natural Rate of Unemployment
    • NAIRU (Non-Accelerating Inflation Rate of Unemployment)
    • Phillips curve
    • Job search theory
    • Efficiency wages

Inflation

  • Measuring Inflation
    • Consumer Price Index (CPI)
    • Producer Price Index (PPI)
    • GDP deflator
    • Core inflation
  • Types of Inflation
    • Demand-pull inflation
    • Cost-push inflation
    • Built-in inflation
  • Effects of Inflation
    • Real vs nominal interest rates
    • Fisher equation
    • Shoe-leather costs
    • Menu costs
    • Redistribution effects
  • Hyperinflation and Deflation
    • Causes and consequences
    • Historical examples
    • Deflationary spiral

Economic Growth

  • Growth Accounting
    • Sources of growth
    • Productivity measures
    • Total factor productivity (TFP)
  • Growth Models
    • Solow growth model
    • Steady state
    • Golden rule of capital accumulation
    • Technological progress
    • Endogenous growth theory
    • Human capital models
    • R&D and innovation

Business Cycles

  • Business Cycle Characteristics
    • Expansion and recession
    • Peak and trough
    • Leading, lagging, and coincident indicators
  • Business Cycle Theories
    • Keynesian theory
    • Real business cycle theory
    • Austrian business cycle theory
    • New Keynesian models

PHASE 3: INTERMEDIATE MICROECONOMICS

Duration: 2-3 months | Advanced theoretical frameworks and analytical tools

Advanced Consumer Theory

  • Duality Theory
    • Expenditure function
    • Hicksian demand
    • Marshallian demand
    • Slutsky equation
    • Compensating and equivalent variation
  • Intertemporal Choice
    • Two-period model
    • Borrowing and lending
    • Life-cycle consumption
    • Hyperbolic discounting
  • Choice Under Uncertainty
    • Expected utility theory
    • Risk aversion, neutrality, and loving
    • Insurance and gambling
    • Portfolio choice

Advanced Producer Theory

  • Production Theory
    • Homogeneous and homothetic production functions
    • Cobb-Douglas production function
    • CES production function
    • Leontief production function
    • Technical efficiency
  • Cost Functions
    • Cost minimization
    • Conditional factor demands
    • Shephard's lemma
    • Duality in production
  • Multi-product Firms
    • Joint production
    • Product transformation curves
    • Economies of scope

Game Theory

  • Static Games
    • Normal form games
    • Dominant strategies
    • Nash equilibrium
    • Mixed strategies
    • Coordination games
  • Dynamic Games
    • Extensive form games
    • Subgame perfect equilibrium
    • Backward induction
    • Repeated games
    • Folk theorem
  • Applications
    • Prisoner's dilemma
    • Battle of the sexes
    • Chicken game
    • Entry deterrence
    • Auctions
    • Voting and social choice

General Equilibrium Theory

  • Partial vs General Equilibrium
    • Interdependence of markets
    • Walrasian equilibrium
  • Edgeworth Box
    • Contract curve
    • Core allocations
    • Pareto efficiency
  • Welfare Economics
    • First fundamental theorem
    • Second fundamental theorem
    • Social welfare functions
    • Arrow's impossibility theorem

Information Economics

  • Adverse Selection
    • Lemons problem
    • Market unraveling
    • Screening mechanisms
    • Signaling models
  • Moral Hazard
    • Hidden action problems
    • Incentive contracts
    • Monitoring and bonding
  • Mechanism Design
    • Revelation principle
    • Incentive compatibility
    • Individual rationality
    • Optimal auctions

Behavioral Economics

  • Cognitive Biases
    • Anchoring and adjustment
    • Availability heuristic
    • Representativeness heuristic
    • Confirmation bias
  • Prospect Theory
    • Loss aversion
    • Reference dependence
    • Probability weighting
  • Time Inconsistency
    • Present bias
    • Commitment devices
    • Self-control problems
  • Social Preferences
    • Fairness and reciprocity
    • Altruism
    • Trust and cooperation

PHASE 4: INTERMEDIATE MACROECONOMICS

Duration: 2-3 months | Advanced macroeconomic models and analysis

IS-LM Model

  • IS Curve
    • Goods market equilibrium
    • Keynesian cross
    • Derivation of IS curve
    • Slope and shifts
  • LM Curve
    • Money market equilibrium
    • Liquidity preference theory
    • Derivation of LM curve
    • Slope and shifts
  • IS-LM Equilibrium
    • Simultaneous equilibrium
    • Fiscal policy effects
    • Monetary policy effects
    • Liquidity trap
  • IS-LM-BP Model
    • Balance of payments
    • Open economy extensions
    • Fixed vs flexible exchange rates
    • Policy effectiveness

AD-AS Model Extensions

  • New Keynesian AS Curve
    • Sticky prices and wages
    • Menu costs
    • Staggered price setting
  • Dynamic AD-AS
    • Inflation dynamics
    • Monetary policy rules
    • Output gaps
  • Supply Shocks
    • Oil price shocks
    • Productivity shocks
    • Stagflation

Consumption and Saving

  • Advanced Consumption Models
    • Precautionary saving
    • Buffer-stock saving
    • Liquidity constraints
    • Excess sensitivity
  • Empirical Evidence
    • Consumption smoothing
    • Campbell-Mankiw model
    • Behavioral consumption

Investment Models

  • Neoclassical Investment Theory
    • User cost of capital
    • Optimal capital stock
    • Tobin's Q
  • Investment Under Uncertainty
    • Real options
    • Irreversibility
    • Waiting value
  • Residential Investment
    • Housing demand
    • Housing supply
    • Housing price dynamics

Labor Markets

  • Labor Supply
    • Labor-leisure choice
    • Income and substitution effects
    • Reservation wage
    • Participation decisions
  • Labor Demand
    • Marginal productivity theory
    • Labor hoarding
    • Employment adjustment costs
  • Wage Determination
    • Competitive wage theory
    • Efficiency wage models
    • Insider-outsider models
    • Search and matching models

Financial Markets

  • Asset Pricing
    • Present value models
    • Dividend discount model
    • Gordon growth model
    • Capital Asset Pricing Model (CAPM)
  • Term Structure of Interest Rates
    • Yield curve
    • Expectations theory
    • Liquidity preference theory
    • Market segmentation theory
  • Financial Crises
    • Banking crises
    • Currency crises
    • Twin crises
    • Financial contagion
    • Minsky's financial instability hypothesis

Advanced Growth Theory

  • Solow Model Extensions
    • Technological progress variations
    • Convergence analysis
    • Growth accounting decomposition
  • Endogenous Growth Models
    • AK model
    • Romer model
    • Schumpeterian growth
    • Learning by doing
  • Inequality and Growth
    • Kuznets curve
    • Human capital inequality
    • Credit constraints

PHASE 5: ECONOMETRICS

Duration: 3-4 months | Statistical methods for economic analysis

Probability and Statistics Review

  • Probability Theory
    • Random variables
    • Probability distributions
    • Joint, marginal, and conditional distributions
    • Independence
    • Law of large numbers
    • Central limit theorem
  • Statistical Inference
    • Point estimation
    • Interval estimation
    • Hypothesis testing
    • Type I and Type II errors
    • P-values
    • Confidence intervals

Simple Linear Regression

  • Ordinary Least Squares (OLS)
    • OLS estimator derivation
    • Fitted values and residuals
    • Sum of squared residuals
    • Properties of OLS
    • Unbiasedness
    • Gauss-Markov theorem
    • BLUE (Best Linear Unbiased Estimator)
  • Inference in Regression
    • Standard errors
    • T-tests
    • F-tests
    • R-squared and adjusted R-squared
  • Regression Assumptions
    • Linearity
    • Exogeneity
    • Homoskedasticity
    • No autocorrelation
    • Normality of errors

Multiple Regression

  • Multivariate OLS
    • Matrix notation
    • Partial regression coefficients
    • Omitted variable bias
    • Multicollinearity
  • Specification Issues
    • Functional form
    • Interaction terms
    • Polynomial regression
    • Log transformations
  • Model Selection
    • Information criteria (AIC, BIC)
    • Adjusted R-squared
    • Out-of-sample testing
    • Cross-validation

Violations of Classical Assumptions

  • Heteroskedasticity
    • Detection (White test, Breusch-Pagan test)
    • Consequences
    • Robust standard errors
    • Weighted least squares
    • Generalized least squares (GLS)
  • Autocorrelation
    • Detection (Durbin-Watson test)
    • Consequences
    • Newey-West standard errors
    • Cochrane-Orcutt procedure
  • Endogeneity
    • Sources of endogeneity
    • Simultaneity bias
    • Measurement error
    • Instrumental variables (IV)
    • Two-stage least squares (2SLS)
    • Validity and relevance of instruments

Advanced Regression Topics

  • Panel Data Methods
    • Pooled OLS
    • Fixed effects
    • Random effects
    • Hausman test
    • Difference-in-differences
  • Limited Dependent Variables
    • Linear probability model
    • Logit and probit models
    • Tobit model
    • Heckman selection model
  • Time Series Analysis
    • Stationarity and unit roots
    • Autoregressive (AR) models
    • Moving average (MA) models
    • ARMA and ARIMA models
    • Cointegration
    • Vector autoregression (VAR)
    • Granger causality
  • Causal Inference
    • Randomized control trials
    • Natural experiments
    • Regression discontinuity design
    • Instrumental variables
    • Propensity score matching
    • Synthetic control methods

Forecasting

  • Forecast Evaluation
    • Mean squared error
    • Root mean squared error
    • Mean absolute error
    • Out-of-sample testing
  • Forecasting Methods
    • Exponential smoothing
    • ARIMA forecasting
    • VAR forecasting
    • Forecast combinations

PHASE 6: INTERNATIONAL ECONOMICS

Duration: 2-3 months | Trade theory and international finance

International Trade Theory

  • Classical Trade Theory
    • Absolute advantage
    • Comparative advantage
    • Ricardian model
    • Terms of trade
  • Neoclassical Trade Theory
    • Heckscher-Ohlin model
    • Factor price equalization
    • Stolper-Samuelson theorem
    • Rybczynski theorem
    • Leontief paradox
  • New Trade Theory
    • Economies of scale
    • Monopolistic competition in trade
    • Krugman model
    • Intra-industry trade
    • Product differentiation
  • Trade Policy
    • Tariffs
    • Quotas
    • Export subsidies
    • Voluntary export restraints
    • Trade agreements and WTO
    • Free trade areas vs customs unions
    • Political economy of trade policy

International Finance

  • Balance of Payments
    • Current account
    • Capital and financial account
    • Official reserves
    • Balance of payments identity
  • Exchange Rate Determination
    • Nominal vs real exchange rates
    • Purchasing power parity (PPP)
    • Interest rate parity
    • Monetary approach
    • Asset market approach
    • Overshooting model (Dornbusch)
  • Exchange Rate Regimes
    • Fixed exchange rates
    • Flexible exchange rates
    • Managed float
    • Currency boards
    • Dollarization
  • International Monetary System
    • Gold standard
    • Bretton Woods system
    • Current system
    • Special Drawing Rights (SDRs)
    • IMF and World Bank
  • International Capital Flows
    • Foreign direct investment (FDI)
    • Portfolio investment
    • Capital controls
    • Sudden stops
    • Original sin problem

Open Economy Macroeconomics

  • Mundell-Fleming Model
    • IS-LM-BP framework
    • Policy effectiveness under different regimes
    • Trilemma (impossible trinity)
  • Intertemporal Approach
    • Current account sustainability
    • Net foreign assets
    • Investment-saving balance
  • Currency Crises
    • First-generation models
    • Second-generation models
    • Third-generation models
    • Early warning systems

Global Economic Issues

  • Economic Integration
    • Regional trade agreements
    • European Union
    • NAFTA/USMCA
    • ASEAN
  • Globalization
    • Benefits and costs
    • Income inequality effects
    • Labor market effects
    • Environmental effects
  • Development Economics
    • Poverty measurement
    • Human Development Index
    • Growth strategies
    • Foreign aid effectiveness

PHASE 7: PUBLIC ECONOMICS

Duration: 2 months | Government finance and policy

Public Finance Theory

  • Role of Government
    • Market failures
    • Redistribution
    • Stabilization
    • Public goods provision
  • Public Choice Theory
    • Voting models
    • Median voter theorem
    • Rent-seeking
    • Bureaucracy theory
    • Political business cycles

Taxation

  • Tax Principles
    • Equity (horizontal and vertical)
    • Efficiency
    • Simplicity
    • Revenue adequacy
  • Tax Incidence
    • Statutory vs economic incidence
    • Partial equilibrium analysis
    • General equilibrium analysis
    • Tax capitalization
  • Optimal Taxation
    • Ramsey rule
    • Inverse elasticity rule
    • Optimal income taxation
    • Mirrlees model
  • Tax Types
    • Income tax
    • Corporate tax
    • Consumption tax (VAT, sales tax)
    • Property tax
    • Wealth tax
    • Pigouvian taxes

Government Expenditure

  • Expenditure Programs
    • Social security
    • Healthcare
    • Education
    • Infrastructure
    • Defense
  • Cost-Benefit Analysis
    • Social discount rate
    • Shadow prices
    • Distributional weights
    • Risk and uncertainty
  • Program Evaluation
    • Impact evaluation
    • Randomized control trials
    • Quasi-experimental methods

Fiscal Federalism

  • Decentralization Theory
    • Tiebout model
    • Optimal jurisdiction size
    • Fiscal competition
  • Intergovernmental Grants
    • Matching vs non-matching grants
    • Conditional vs unconditional grants
    • Flypaper effect
  • Local Public Finance
    • Property taxation
    • User fees
    • Municipal bonds

PHASE 8: FINANCIAL ECONOMICS

Duration: 2-3 months | Asset pricing and financial markets

Asset Pricing Theory

  • Portfolio Theory
    • Mean-variance analysis
    • Efficient frontier
    • Capital allocation line
    • Separation theorem
  • Capital Asset Pricing Model (CAPM)
    • Security market line
    • Beta and systematic risk
    • Testing CAPM
    • Anomalies
  • Arbitrage Pricing Theory (APT)
    • Factor models
    • Multi-factor models
    • Fama-French three-factor model
    • Five-factor model
  • Efficient Market Hypothesis
    • Weak form efficiency
    • Semi-strong form efficiency
    • Strong form efficiency
    • Market anomalies
    • Behavioral finance challenges

Fixed Income

  • Bond Pricing
    • Present value approach
    • Yield to maturity
    • Duration and convexity
    • Immunization strategies
  • Term Structure Models
    • Vasicek model
    • CIR model
    • Heath-Jarrow-Morton framework

PHASE 9: DEVELOPMENT ECONOMICS

Duration: 2-3 months | Economics of poverty and development

Theories of Development

  • Rostow's stages
  • Lewis dual sector model
  • Big push theory
  • Unified growth theory
  • Poverty traps
  • Institutional economics

Measurement

  • GDP per capita
  • PPP
  • Multidimensional poverty
  • Inequality measures (Gini, Theil, Atkinson)

Microeconomics of Development

  • Household economics
  • Agriculture/rural development
  • Credit markets
  • Microfinance
  • Labor markets

Macroeconomics of Development

  • Growth convergence
  • Structural transformation
  • Inflation/stabilization

Development Policy

  • Foreign aid
  • Trade and development
  • Institutions/governance
  • Social programs (CCTs, UBI debates)

PHASE 10: ADVANCED TOPICS & SPECIALIZATIONS

Duration: 2-3 months | Specialized areas in economics

Environmental/Resource Economics

  • Externalities
  • Pigouvian taxes
  • Hotelling's rule
  • Climate change economics

Health Economics

  • Grossman model
  • Health insurance (adverse selection, moral hazard)
  • Healthcare systems

Urban/Regional Economics

  • Agglomeration
  • Housing markets
  • Location theory
  • Spatial econometrics

Labor Economics

  • Human capital
  • Wage determination
  • Discrimination
  • Search/matching models

Industrial Organization

  • Market power
  • Strategic behavior
  • Antitrust
  • Network economics

Experimental Economics

  • Lab/field experiments
  • RCTs
  • Behavioral findings
  • Neuroeconomics

Computational Economics

  • Agent-based modeling
  • Machine learning
  • High-frequency econometrics

Economic History

  • Industrial Revolution
  • Financial crises
  • Institutional evolution

PHASE 11: MATHEMATICAL ECONOMICS

Duration: 2-3 months | Advanced mathematical methods

Optimization Theory

  • Lagrange multipliers
  • Kuhn-Tucker
  • Optimal control
  • Dynamic programming
  • Bellman equation

Advanced Game Theory

  • Cooperative games
  • Shapley value
  • Mechanism design
  • VCG mechanism

Advanced General Equilibrium

  • OLG models
  • Infinite horizon models
  • Ramsey model

Stochastic Economics

  • Markov chains
  • Itô's lemma
  • RBC models

PHASE 12: ADVANCED ECONOMETRIC METHODS

Duration: 2-3 months | Cutting-edge econometric techniques

Time Series

  • ARCH/GARCH
  • State space models
  • Structural VAR
  • Cointegration

Panel Data

  • Dynamic panels (Arellano-Bond, System GMM)
  • Nonlinear panels

Causal Inference

  • ATE/ATT/LATE
  • IV
  • RDD
  • DiD
  • Synthetic control
  • Matching

Structural Estimation

  • MLE
  • GMM
  • Simulation methods
  • Bayesian econometrics (MCMC)

Machine Learning

  • LASSO/Ridge
  • Causal forests
  • Double ML
  • Text analysis

ALGORITHMS, TECHNIQUES, AND TOOLS

Practical computational skills for economists

Optimization Methods

  • Newton-Raphson
  • Gradient descent
  • Simplex
  • Genetic algorithms

Equilibrium Methods

  • Fixed-point iteration
  • Homotopy methods

Simulation Techniques

  • Monte Carlo
  • MCMC
  • Bootstrap
  • Gibbs sampling

Software

  • Stata
  • R
  • Python
  • MATLAB
  • Dynare
  • Julia

Data Sources

  • FRED
  • World Bank
  • IMF
  • OECD
  • BLS
  • Bloomberg
  • CRSP

WORKING PRINCIPLES, DESIGNS, AND ARCHITECTURE

Framework for economic analysis and model building

Research Design Steps

  • Question formulation
  • Literature review
  • Model building
  • Empirical analysis
  • Interpretation

Model Building

  • Reverse engineering economic models
  • Building models from scratch (theoretical and empirical)

Microeconomic Architecture

  • Preferences
  • Constraints
  • Optimization

Macroeconomic Frameworks

  • IS-LM
  • AD-AS
  • Long-run growth

DSGE Model Structure

  • Households
  • Firms
  • Government
  • Shocks
  • Solution methods

Econometric Model Architecture

  • Panel data
  • Time series
  • Causal inference