Data Transparency

Methodology & Sources

Complete documentation of every data point, source, and calculation used in this dashboard. All numbers are verifiable and traceable to official government statistics.

1. Raw Data Inputs

1.1 U.S. Auto Production Data
Physical production volumes and market metrics
MetricValueYearSource
U.S. Light Vehicle Production10.2 million units2024OICA / IHS Markit
Average Transaction Price (ATP)$48,7242024Kelley Blue Book
Global Auto Production92.0 million units2024OICA
U.S. Global Market Share11.09%2024Calculated (10.2M / 92.0M)
China Production31.0 million units2024OICA / CAAM
China Global Market Share33.7%2024Calculated (31.0M / 92.0M)
1.2 Value Added Data (BEA)
Economic output and value added from Bureau of Economic Analysis
MetricNAICS CodeValueSource
Motor Vehicles Value Added3361$98.2 billionBEA GDP by Industry
Motor Vehicle Bodies & Trailers3362$18.4 billionBEA GDP by Industry
Motor Vehicle Parts3363$69.3 billionBEA GDP by Industry
Total Auto Industry Value Added3361-3363$185.9 billion ≈ $186BSum of above
Total U.S. Manufacturing Value Added31-33$2,912 billionBEA GDP by Industry
U.S. GDP (Total)-$28,500 billionBEA / BLS
1.3 Gross Output Data (BEA)
Total industry output before netting intermediate inputs
MetricValueSource
Light Vehicle Sales (Domestic)~$500 billion10.2M × $48,724 ATP
Heavy Duty Trucks & Trailers~$220 billionBEA Gross Output
Vehicle Exports$77 billionITA / Census Bureau
Parts Exports$83 billionITA / Census Bureau
Aftermarket Parts (Domestic)~$90 billionAAIA / BEA
Total Industry Gross Output~$970 billionBEA Gross Output by Industry
1.4 Trade Data
Import and export flows for auto industry
FlowCountry/RegionValueSource
Total ExportsAll Countries$160 billionITA
Imports (Intermediate Inputs)Mexico~$42 billionCensus Bureau / Fed
Imports (Intermediate Inputs)Canada~$18 billionCensus Bureau / Fed
Imports (Intermediate Inputs)China~$12 billionCensus Bureau / Fed
Imports (Intermediate Inputs)Other~$28 billionCensus Bureau / Fed
Total Imported InputsAll Countries~$100 billionFederal Reserve Note

2. Multipliers & Coefficients

2.1 BEA Input-Output Multipliers
Economic multipliers from BEA Total Requirements tables
Multiplier TypeValueInterpretationSource
Direct Effect1.00Initial output from auto industryDefinition
Indirect Effect (Type I)3.45Supply chain purchases from other industriesBEA I-O Tables
Manufacturing Multiplier (Type I)4.45Direct + Indirect effects1.00 + 3.45
Induced Effect2.22Worker spending from wages earnedBEA I-O Tables
Total Multiplier (Type II)6.67Direct + Indirect + InducedBEA I-O Tables

Important Note on Multiplier Usage:

  • Type I (4.45x) is used for calculating Manufacturing Impact - the $827B figure
  • Type II (6.67x) is used for calculating Total Economic Impact - the $1.24T figure
  • Type II includes household spending effects and is appropriate for broader GDP impact analysis
2.2 Derived Coefficients
Calculated ratios used in analysis
CoefficientValueCalculation
Value Added per Vehicle$18,235$186B ÷ 10.2M vehicles
Auto Share of Manufacturing6.4%$186B ÷ $2,912B
Auto + Supply Chain Share of Manufacturing28.4%$827B ÷ $2,912B
Import Share of Intermediate Inputs~32%$100B ÷ ~$316B intermediate inputs

3. Equations & Calculations

3.1 Core Impact Calculations

EQUATION 1: Total Manufacturing Impact

Total Manufacturing Impact = Direct Value Added × Type I Multiplier
Calculation:
$827B = $186B × 4.45

This represents the total manufacturing value added generated by the auto industry, including both direct OEM output and all upstream manufacturing suppliers.

EQUATION 2: Total Economic Impact (GDP)

Total Economic Impact = Direct Value Added × Type II Multiplier
Calculation:
$1.24T = $186B × 6.67

This represents the total GDP impact including induced effects from worker spending. This is the appropriate figure for comparing to total U.S. GDP.

EQUATION 3: Supply Chain Value Added

Supply Chain Value = Total Manufacturing Impact - Direct Value Added
Calculation:
$641B = $827B - $186B

This is the indirect value added from upstream manufacturing suppliers (steel, aluminum, plastics, electronics, etc.).

EQUATION 4: Induced Spending Impact

Induced Impact = Total Economic Impact - Total Manufacturing Impact
Calculation:
$409B = $1,240B - $827B - (adjustment for non-manufacturing)

This represents the economic activity generated by workers spending their wages on goods and services throughout the economy.

3.2 Counterfactual Analysis Calculations
What-if scenarios comparing actual vs. hypothetical outcomes

EQUATION 5: Counterfactual Production

Counterfactual Production = Global Production × Baseline Market Share
Example (2024 vs 2015 Peak):
12.27M = 92.0M × 13.33%
If U.S. maintained 2015 peak share (13.33%), production would be 12.27M vs actual 10.2M

EQUATION 6: Lost Production Volume

Lost Production = Counterfactual Production - Actual Production
Calculation:
2.07M vehicles = 12.27M - 10.2M

EQUATION 7: Lost Direct Value Added

Lost Direct Value = Lost Production × Value Added per Vehicle
Calculation:
$37.7B = 2.07M × $18,235

EQUATION 8: Lost Manufacturing Impact

Lost Manufacturing Impact = Lost Direct Value × Type I Multiplier
Calculation:
$167.8B = $37.7B × 4.45

EQUATION 9: Lost GDP Impact

Lost GDP = Lost Direct Value × Type II Multiplier
Calculation:
$251.5B = $37.7B × 6.67
3.3 Market Share Calculations

EQUATION 10: Market Share

Market Share = (Country Production ÷ Global Production) × 100
U.S. 2024:
11.09% = (10.2M ÷ 92.0M) × 100
China 2024:
33.7% = (31.0M ÷ 92.0M) × 100

EQUATION 11: Share of Manufacturing

Auto Share of Mfg = Total Auto Impact ÷ Total Mfg Value Added
Calculation:
28.4% = $827B ÷ $2,912B
3.4 Reshoring Simulator Calculations

EQUATION 12: Reshored Value

Reshored Value = Total Imports × Reshore Percentage
Example (25% Reshoring):
$25B = $100B × 25%

EQUATION 13: Economic Boost from Reshoring

Economic Boost = Reshored Value × Type I Multiplier
Example (25% Reshoring):
$111.25B = $25B × 4.45

EQUATION 14: Jobs Created from Reshoring

Jobs Created = Reshored Value ÷ Value per Job × Job Multiplier
Assumptions:

• Average manufacturing output per job: ~$200,000

• Job multiplier (direct + indirect): ~2.5

4. Source Links

Primary Data Sources

Bureau of Economic Analysis (BEA)

Federal Reserve

International Trade Administration (ITA)

OICA (International Organization of Motor Vehicle Manufacturers)

Other Sources

  • Kelley Blue Book - Average Transaction Price (ATP) data
  • IHS Markit / S&P Global Mobility - Production forecasts
  • CAAM (China Association of Automobile Manufacturers) - China production data
  • U.S. Census Bureau - Trade statistics
Disclaimer & Limitations

Data Currency: Most data reflects 2023-2024 figures. BEA Input-Output tables are typically released with a 2-3 year lag; the most recent complete tables are from 2022.

Multiplier Assumptions: Economic multipliers are derived from BEA Total Requirements tables and represent average effects. Actual impacts may vary based on regional factors, capacity utilization, and supply chain conditions.

Counterfactual Analysis: "What-if" scenarios assume market share changes would translate directly to production changes. In reality, factors like capacity constraints, trade policies, and demand conditions would affect outcomes.

Rounding: Some figures are rounded for presentation. Calculations use full precision values.