Title: Economic Models
1Economic Models Consulting forPublic Decision
MakingREMI Training WorkshopJuly, 2003
- Regional Economic Models, Inc.
- Amherst, Massachusetts
2The Planners Monday Lament(or how to lose
millions painfully)
- Right back where we started from,
- Do-dah, do-dah,
- All the livelong day.
3Central Importance of the Economy
Epidemiology
Environment Land Use
Geography
Economy
Transportation
Demography
Energy
4Are You Involved In
- Formulating policy?
- Making recommendations?
- Collecting and analyzing data?
- Implementing models?
- Consulting, using consultants, other?
5Competition Advantage
- Competition is any area in the world with quality
goods and services to sell, and access to markets
and transportation. - Advantage goes to relatively productive total
resources, not to merely cheap labor. - Competition and advantage are regional.
6Assess Long-range Effects
- Workforce training and public health planning
- School, elderly, ethnic, and total populations
- Employment, budgets, taxes, land use planning
- Transportation alternatives (ports, corridors, )
- Cluster policy examples
- Communications
- Chemicals (e.g., polymers, plastics, )
- Motor Vehicles (e.g., multi-state regional
industry) - Furniture Industry and Lumber Industry products
- Misc Professional (e.g., geo-spatial NASA
spinoffs)
7- Where Does REMI Come In?
- REMI provides
- A software tool knowledgeable client support.
- Consulting economic analysis.
- Model integration.
8REMI Policy Insight Features
- Applies economic theory, inter-industry links
- Includes New Economic Geography Theory
- Is calibrated estimated using regional data
- Is dynamic and predicts when results will occur
- Cause effect model structure explains results
- Alternative structures allow sensitivity tests
- Is the leading Policy Analysis model in the U.S.
9REMI Model Applications
- Economic development
- Energy
- Transportation
- Environment/Regulation
- Taxation
- National-level applications
10Unexpected EventsModeling and Analysis
- Understanding the Problem
- REMIs Modeling Framework
- Application Examples
11Unexpected Event Applications
- Earthquakes for the U.S. Insurance Industry
- Flooding of the Mississippi River
- Hurricane Effects on Florida
- Port Disruption in the Northwest U.S. and Canada
- 9-11 Attacks Economic Effect on New York
- Potential Economic Effects of a Bio-terror Attack
in a Major U.S. City
12Energy Model
Energy Prices
Economic Activity
Travel Time Changes
Housing Demand
Policy Insight Economic and Demographic Model
Transportation Model
Land Use Model
Economic Flows
Land Prices
Economic Activity
Key Structural Breaks
Economic Effects
Flow Capital Funds
Financial and Exchange Rate Model
Key Security Constraints
13Examples of Model Integration
- Energy 2020
- E-GAS
- GIS
- UrbanSim
- HERS-ST
- NFIB
14How Does REMI Do It?
15REMI Policy Variable Examples
- Birth and Survival Rates (by cohort)
- Occupational Supply (by
- occupation)
- Production Costs (by industry)
- Fuel, Labor, Capital Costs (by
- industry)
- Prices (by consumer commodity)
- Exports to Non-local Markets (by
- industry)
- Imports from Non-local Markets (by
- industry e.g., import substitution)
- Output (by firm or industry)
- Spending (by demand type)
- Taxes or Subsidies
- Employment (firm, industry)
- Productivity (i.e., output per
- worker per year by industry)
- Migration (international,
- economic, retired)
- Non-pecuniary (amenity)
- Labor Force Participation
- Rates (by cohort)
16REMI Policy Insight Results Sample Results by
Industry
- Sector Employment (to 3 digits)
- Intermediate Output Demand Empl
- Local Consumption Employment
- Investment Activity Employment
- Government Demand Employment
- Export Employment (Gross)
- Relative Production Cost
- Relative Composite Labor Cost
- Relative Fuel Cost
- Relative Capital Cost
- Relative Composite Input Cost
- Relative Factor Productivity
- Regional Purchase Coefficient
- Labor Intensity
- Average Annual Wage Rate
- Industrial Mix Index
- Demand, Imports, Self Supply
- Exports Region, US, World
- Sector Output (to 3 digits)
- Value Added
- Wage Salary Disbursements
17REMI Policy Insight Results (Continued)
Aggregate Variables
Age/Gender/ Cohort Variables
- Personal Income
- Transfer Payments
- Taxes
- Disposable Personal Income
- Price (PCE) Index
- Real Disposable Income
- GRP (by 22 final demand
- categories, by sector)
- Empl (by demand, sector)
- Population
- Migrants
- Natality Rate
- Survival Rate
- Labor Force
- Participation
- Rate
18REMI Model Structure (2002 - )WITH ECONOMIC
GEOGRAPHY LINKAGES
Output
Population Labor Supply
Market Shares
Labor Capital Demand
Wages, Costs Prices
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21Integrated Modeling Approach
- REMI integrates Economic Geography (labor
product agglomeration, accounting for distance
costs non-homogenous factor product markets)
with key modeling tools -
-
22Types of Models
23Trade and Commuter Flow Linkages
Local Demand
Output
Local Demand
Output
Output
Local Demand
Flows based on estimated trade flows
24Steps in Model Building
- Data preparation
- Model building programs
- Quality assurance
- Ongoing research development
25The New Economic Geography
- Monopolistic Competition Base
- Labor Productivity Concepts
- Commodity Price Concepts
- Revised Equations
- New Policy Variables
- Nullify Variables
- Bulletin on Demand Variables
- Group Policy Variables
- Market Share/Trade Flow, Price Elasticities
- Transportation Costs Matrix
- Economic Geography Conclusion
26New Economic Geography(Based on Monopolistic
Competition)
- Increasing economies of scale for firms
(decreasing marginal costs). - Access to product varieties from different
regions. - Different delivered prices in the same industry
due to transportation or other distance
deterrence costs. - Cross hauling, cluster agglomeration, and labor
productivity are explained by microeconomic gains
from having choice and variety.
27New EG FeaturesLabor Productivity Concepts
- Labor Access Index
- Occupation industry effects of selecting best
workers - Composite Labor Cost
- Relative wage rate adjusted for labor access
index - Includes commuter distance cost blended into wage
rates - Occupation Codes
- Standard occupation codes (SOCs) are implemented
- Better groupings with sectors for analysis
display
28New EG FeaturesCommodity Price Concepts
- Delivered Price (wtd avg by sector at place of
use) - Source production cost transport cost to place
of use - Production transport costs reflect every source
location - Commodity Access Index (by sector at place of
use) - Producer consumer effects of better commodity
access - Reflects market share changes due to composite
price changes - Composite Price (by sector at place of use)
- Delivered price adjusted for commodity access
index - Production Cost (by sector at place of use)
- Includes intermediate inputs from all sectors
locations - Local production cost captures intermediate input
composite prices composite labor cost and
capital and fuel costs
29New EG FeaturesRevised Equations
- The Housing Price Equation
- Population Real Disposable Income Changes
- The Wage Equation
- Employment Opportunity Occupational Demand
- The Stock Adjustment Process
- New Parameters
- The Economic Migration Equation
- Empl Opportunity, RWR, Consumption Access Index
- The Market Share Equations
- Economic Geography New Price Elasticities
- More sensitive to production cost changes
30New EG FeaturesNew Policy Variables
- Industry Sales Industry Employment-nonlinear
- Ignores firms being displaced in a region by new
firms who are competing locally or in nearby
markets. - Treated as international exports for demand
source. - Applies input value less the local economys
indirect effects on international exports due to
production costs. - Firm Sales and Firm Employment-nonlinear
- Accounts for firms being displaced in a region by
new firms who are competing locally or in nearby
markets. - Displacement effect correlates strongly to the
degree to which current firms already serve
competitive markets.
31New EG FeaturesNullify Variables
- Industry Sales and Employment nullify applies.
- Firm Sales and Employment nullify not defined.
- Nullify Workaround (Firm Sales Employment)
- Defined for nullify investment only.
- Apply to non-residential capital stock variable
only, in same amounts, sign, year as the inputs
for detailed construction (any non-residential)
and for investment (non-residential). - Apply to residential capital stock variable only,
in same amounts, sign, year as the inputs for
detailed construction (any residential), and for
investment (residential). - Apportion as appropriate between non-residential
capital stock and residential capital stock for
the input to construction (non-detailed).
32New EG FeaturesBulletin on Demand Variables
- Demand Variables
- They now cause an output response in every
region which supplies the region with the changed
demand. The regional trade flow shares drive the
response. - Applicability
- Exogenous demand
- Intermediate demand
- Investment (structures) demand and PDE demand
- Consumer demand and government demand
- Indirect demand from bridge tables such as I-O
table, demand vector tables, and translator tables
33New Policy Insight FeaturesGroup Policy Variables
- Users can define several policy variables as one.
- Users can include input values or not as desired.
- Useful for applying the same variables to many
simulations, or applying then editing as needed. - Example define your own visitor days variables
as group variables, with or without values, e.g. - Consumer demand variables (include
transportation, food beverage, clothing
shoes, gasoline, other services, etc) - Hotel sector
- Amusement Recreation sector (or detailed output
sales) - Motion Picture sector (or detailed output sales)
34New EG FeaturesMarket Share/Trade Flow, Demand
Price Elasticities
- Market Share/Trade Flow Displays
- Share of local demand met by regions in model.
- Demand Price Elasticities
- Alternative elasticities option for new regional
controls. - For any given simulation, test your models
sensitivity.
35PRODUCTION COSTS - CREDIT FINANCE
36Delivered Price Credit Finance
37COMPOSITE PRICE - CREDIT FINANCE
38PRODUCTION COSTS - RETAIL TRADE
39COMPOSITE PRICE - RETAIL TRADE
40PRODUCTION COSTS - MOTOR VEHICLES
41Delivered Price Motor Vehicles
42COMPOSITE PRICE - MOTOR VEHICLES
43PRODUCTION COSTS - TEXTILES
44COMPOSITE PRICE - TEXTILES
45PRODUCTION COSTS - CHEMICALS
46COMPOSITE PRICE - CHEMICALS
47New EG FeaturesTransportation Costs Matrix
- The transportation cost matrix is a new
component of the economic geography model of REMI
Policy Insight. There are three components of
the matrix - Commuting costs
- Accessibility costs
- Transportation costs
- The three components respond to changes in the
effective distance between regions.
48Effective DistanceEffective Distance is Derived
as Follows
- Capture all trade flows among all counties.
- Back calculate the distance (effective
distance) which yields the observed trade flows,
given the gravity models distance decay
parameter (ß). - The ß parameter by economic sector is the factor
which best explains a change in regional output,
given a change in demand. Thus, the ß parameter
drives the regional purchase coefficient (RPC),
which is the ratio of self-supply to demand for
each economic sector.
49Commuting Costs
- Commuting costs affect the effective distance in
the occupational labor access productivity
equation (by adjusting labor cost relative to the
average wage rate), which feeds into industry
labor access productivity and from there into
composite wage rates, ultimately affecting both
the composite cost of production by industry and
the relative wage rate in the economic migration
equation.
50Accessibility Costs
- Accessibility costs affect the effective
distance in the intermediate input access index,
which reflects a price elasticity of demand
(price is sensitive to distance) and which feeds
into the moving average commodity access index.
The commodity access index feeds the composite
input cost equation and the consumer access
equation, ultimately affecting both the composite
cost of production by industry and the
consumption access index in the economic
migration equation.
51Transportation Costs
- Transportation costs affect the effective
distance in the delivered price equation for each
sector (relative to time and to wage rates, or
only to time if wage rates are unchanged), which
feeds into the composite input cost equation to
producers by sector and also into the consumption
equation to consumers by commodity, ultimately
affecting both the composite cost of production
by industry and the consumption access index in
the economic migration equation.
52Matrix Input Internal UsageEffective Distance
Equations
- Intermediate Input Access Index (Eq. 1-4)
- Labor Productivity by Occupation Due to Relative
Labor Access by Occupation, and - Relative Labor Productivity Due to Industry
- Concentration (Eq. 2-1a, 2-1b Commuting)
- Delivered Average Price (Eq. 4-3 Transport)
- Share of Domestic Demand Supplied (Eq. 5-1)
53Multi-Regional Price and Wage Linkages
Occupational Labor Access Productivity
At market impedance estimated costs based on
dynamically estimated price elasticity
Based on commuting in hours per day at one-half
of the daily wage
Composite Labor Costs
Industry Labor Access Productivity
Delivered Prices and Costs
Based on estimated transportation costs
Composite and Production Costs
Commodity Access
Industry Labor Access Productivity
Industry Labor Access Productivity
Commodity Access
Commodity Access
Composite Labor Costs
Composite and Production Costs
Composite and Production Costs
Occupational Labor Access Productivity
Occupational Labor Access Productivity
Composite Labor Costs
Delivered Prices and Costs
Delivered Prices and Costs
54Matrix Input ProcessingStandard Policy Variables
vs Matrix Inputs
- Standard Policy Variables
- In most simulations, inputs are made by sector
or demand source based on how each direct shock
will affect each part of the economy as an
element within the overall shock being assessed. - Matrix Inputs
- Economic Geography matrix inputs for Commuting,
Accessibility, and Transportation work their way
through all sectors and regions in a set-up
process before participating in the simulation
itself.
55Matrix Response SensitivityAssuming 1 Change in
Effective Distance
- Elasticity is inverse to the degree to which
- Region or state is compact in size and shape.
- Supply chain and labor sources are remote from
the region and from nearby compact regions or
states. - Shock is focused (i.e., degree to which shock
applies a matrix change to one directional
effective distance concept rather than
simultaneously to intra- and inter-distances).
56Economic Geography Conclusion
- A Forecasting and Policy Analysis Model that
includes product differentiation and distance
deterrence costs will enable the user to
incorporate endogenous agglomeration effects on
productivity and on consumer utility in the
users forecasts and policy analyses. This
should open the way to more realistic and
insightful simulations for use in regional
economic policy analysis. George Treyz
57REMIs Objective
Economic theory
Policy application