Taxonomy Distribution Report

Overview

• Total Concepts: 206
• Number of Taxonomies: 13
• Average Concepts per Taxonomy: 15.8

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
MICRO	MICRO	42	20.4%	✅
PUBEC	PUBEC	21	10.2%	✅
MACRO	MACRO	20	9.7%	✅
Foundation Concepts - Prerequisites	FOUND	18	8.7%	✅
POLICY	POLICY	17	8.3%	✅
PFIN	PFIN	17	8.3%	✅
MONEY	MONEY	13	6.3%	✅
INTL	INTL	13	6.3%	✅
DIGITAL	DIGITAL	13	6.3%	✅
MKSTR	MKSTR	11	5.3%	✅
INVEST	INVEST	10	4.9%	✅
CAPSTONE	CAPSTONE	6	2.9%	ℹ️ Under
THINK	THINK	5	2.4%	ℹ️ Under

Visual Distribution

MICRO  ██████████  42 ( 20.4%)
PUBEC  █████  21 ( 10.2%)
MACRO  ████  20 (  9.7%)
FOUND  ████  18 (  8.7%)
POLICY ████  17 (  8.3%)
PFIN   ████  17 (  8.3%)
MONEY  ███  13 (  6.3%)
INTL   ███  13 (  6.3%)
DIGITAL ███  13 (  6.3%)
MKSTR  ██  11 (  5.3%)
INVEST ██  10 (  4.9%)
CAPSTONE █   6 (  2.9%)
THINK  █   5 (  2.4%)

Balance Analysis

✅ No Over-Represented Categories

All categories are under the 30% threshold. Good balance!

ℹ️ Under-Represented Categories (<3%)

• CAPSTONE (CAPSTONE): 6 concepts (2.9%)
• Note: Small categories are acceptable for specialized topics
• THINK (THINK): 5 concepts (2.4%)
• Note: Small categories are acceptable for specialized topics

Category Details

MICRO (MICRO)

Count: 42 concepts (20.4%)

Concepts:

• 1. Demand
• 1. Law of Demand
• 1. Demand Curve
• 1. Change in Demand
• 1. Determinants of Demand
• 1. Normal Goods
• 1. Inferior Goods
• 1. Substitute Goods
• 1. Complementary Goods
• 1. Supply
• 1. Law of Supply
• 1. Supply Curve
• 1. Change in Supply
• 1. Determinants of Supply
• 1. Market Equilibrium
• ...and 27 more

PUBEC (PUBEC)

Count: 21 concepts (10.2%)

Concepts:

• 1. Market Failure
• 1. Externalities
• 1. Negative Externality
• 1. Positive Externality
• 1. Public Goods
• 1. Free Rider Problem
• 1. Common Resources
• 1. Tragedy of the Commons
• 1. Deadweight Loss
• 1. Government Intervention
• 1. Taxes
• 1. Subsidies
• 1. Pigouvian Tax
• 1. Regulation
• 1. Antitrust Policy
• ...and 6 more

MACRO (MACRO)

Count: 20 concepts (9.7%)

Concepts:

• 1. Gross Domestic Product
• 1. GDP Calculation
• 1. Nominal GDP
• 1. Real GDP
• 1. Per Capita GDP
• 1. Economic Growth
• 1. Standard of Living
• 1. Unemployment
• 1. Unemployment Rate
• 1. Labor Force
• 1. Frictional Unemployment
• 1. Structural Unemployment
• 1. Cyclical Unemployment
• 1. Inflation
• 1. Consumer Price Index
• ...and 5 more

Foundation Concepts - Prerequisites (FOUND)

Count: 18 concepts (8.7%)

Concepts:

• 1. Economics
• 1. Scarcity
• 1. Opportunity Cost
• 1. Trade-offs
• 1. Marginal Analysis
• 1. Incentives
• 1. Rational Decision Making
• 1. Economic Models
• 1. Positive Economics
• 1. Normative Economics
• 1. Microeconomics
• 1. Macroeconomics
• 1. Market Economy
• 1. Command Economy
• 1. Mixed Economy
• ...and 3 more

POLICY (POLICY)

Count: 17 concepts (8.3%)

Concepts:

• 1. Fiscal Policy
• 1. Government Spending
• 1. Taxation
• 1. Budget Deficit
• 1. National Debt
• 1. Expansionary Fiscal Policy
• 1. Contractionary Fiscal Policy
• 1. Monetary Policy
• 1. Expansionary Monetary Policy
• 1. Contractionary Monetary Policy
• 1. Aggregate Demand
• 1. Aggregate Supply
• 1. Multiplier Effect
• 1. Crowding Out
• 1. Stagflation
• ...and 2 more

PFIN (PFIN)

Count: 17 concepts (8.3%)

Concepts:

• 1. Personal Budget
• 1. Income
• 1. Saving
• 1. Compound Interest
• 1. Time Value of Money
• 1. Present Value
• 1. Rule of 72
• 1. Credit
• 1. Credit Score
• 1. Debt
• 1. Loans
• 1. Mortgages
• 1. Financial Literacy
• 1. Emergency Fund
• 1. Financial Goals
• ...and 2 more

MONEY (MONEY)

Count: 13 concepts (6.3%)

Concepts:

• 1. Money
• 1. Functions of Money
• 1. Medium of Exchange
• 1. Store of Value
• 1. Fiat Money
• 1. Money Supply
• 1. Banks
• 1. Fractional Reserve Banking
• 1. Federal Reserve
• 1. Central Bank
• 1. Interest Rates
• 1. Open Market Operations
• 1. Quantitative Easing

INTL (INTL)

Count: 13 concepts (6.3%)

Concepts:

• 1. International Trade
• 1. Exports
• 1. Imports
• 1. Trade Balance
• 1. Absolute Advantage
• 1. Comparative Advantage
• 1. Specialization
• 1. Tariffs
• 1. Free Trade
• 1. Protectionism
• 1. Exchange Rates
• 1. Currency Appreciation
• 1. Globalization

DIGITAL (DIGITAL)

Count: 13 concepts (6.3%)

Concepts:

• 1. Digital Economy
• 1. Network Effects
• 1. Platform Economics
• 1. Two-Sided Markets
• 1. Winner-Take-All Markets
• 1. Information Goods
• 1. Marginal Cost of Digital
• 1. Attention Economy
• 1. Sharing Economy
• 1. Gig Economy
• 1. E-commerce
• 1. Cryptocurrency
• 1. Blockchain

MKSTR (MKSTR)

Count: 11 concepts (5.3%)

Concepts:

• 1. Market Structure
• 1. Perfect Competition
• 1. Price Taker
• 1. Monopoly
• 1. Natural Monopoly
• 1. Price Maker
• 1. Oligopoly
• 1. Monopolistic Competition
• 1. Product Differentiation
• 1. Barriers to Entry
• 1. Market Power

INVEST (INVEST)

Count: 10 concepts (4.9%)

Concepts:

• 1. Investment
• 1. Stocks
• 1. Bonds
• 1. Mutual Funds
• 1. Diversification
• 1. Risk
• 1. Return
• 1. Risk-Return Trade-off
• 1. Stock Market
• 1. Retirement Savings

CAPSTONE (CAPSTONE)

Count: 6 concepts (2.9%)

Concepts:

• 1. Working in Teams
• 1. Selecting a Project
• 1. Dividing the Work
• 1. Integrating the Findings
• 1. Presenting Findings
• 1. Using AI

THINK (THINK)

Count: 5 concepts (2.4%)

Concepts:

• 1. Economic Misinformation
• 1. Correlation vs Causation
• 1. Data Interpretation
• 1. Cost-Benefit Analysis
• 1. Systems Thinking

Recommendations

• ✅ Good balance: Categories are reasonably distributed (spread: 18.0%)
• ✅ MISC category minimal: Good categorization specificity

Educational Use Recommendations

• Use taxonomy categories for color-coding in graph visualizations
• Design curriculum modules based on taxonomy groupings
• Create filtered views for focused learning paths
• Use categories for assessment organization
• Enable navigation by topic area in interactive tools

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Report generated by learning-graph-reports/taxonomy_distribution.py