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Regional Economic Development Impacts
of Transportation Investments
Transportation Decision-making – Principles of Project Evaluation and Programming
Kumares C. Sinha and Samuel Labi
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Contents of this PresentationContents of this Presentation
BackgroundBackground
ED Impacts ED Impacts –– What units are used to measure them?What units are used to measure them?
ED Impacts ED Impacts –– How does it happen (Impact How does it happen (Impact Mechanisms)Mechanisms)
ED Impact Assessment ED Impact Assessment –– The StepsThe Steps
A Review of Some Past StudiesA Review of Some Past Studies
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BackgroundBackground
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Role of Transportation InfrastructureRole of Transportation Infrastructure
Transportation systems: backbone of an Transportation systems: backbone of an economyeconomy
Transportation closely related to economic Transportation closely related to economic outputoutput
Good transportation system essential for Good transportation system essential for getting goods to market (customers) getting goods to market (customers)
workers to/from businesses, etc.workers to/from businesses, etc.
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Passenger and Freight Transport in U.S. (1960Passenger and Freight Transport in U.S. (1960--1998)1998)
GDPGross Domestic Product
Transportation of Humans
Transportation of Freight
Source: US Department of Transportation, Bureau of Transportation Statistics, 1999 National Transportation Statistics
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National VMT/GDP Trends (1960National VMT/GDP Trends (1960--1998)1998)
Source: US Department of Transportation, Bureau of Transportation Statistics, 1999 National Transportation Statistics
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ED Impact Assessment – Why the Emphasis on Highways?
Freight transportation increasingly dominated by the highway mode
0
10
20
30
40
50
60
70
1980 1990 1998
Modal share of highways
in freight trsp. (%)
YearYear
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Transportation/Economy: A Symbiotic RelationshipTransportation/Economy: A Symbiotic Relationship
Transportation
The Economy
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Transportation
The Economy
Every $1 billion invested in transportation infrastructure Every $1 billion invested in transportation infrastructure -- generates > $2 billion in economic activity and generates > $2 billion in economic activity and -- creates up to 42,000 American jobs.creates up to 42,000 American jobs.
The transportation The transportation constructionconstruction industry:industry:-- generates $200 billion in annual economic activity generates $200 billion in annual economic activity -- sustains > 2.2 million American jobs.sustains > 2.2 million American jobs.
11.3 million Americans (approx. 10% of working 11.3 million Americans (approx. 10% of working population) have population) have transportationtransportation--related related jobs.jobs.
Source: ARTBA, An Economic Analysis of the U.S. Transportation Construction Industry , 1999.
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Transportation
The Economy
Highway constructionHighway construction alone directly generates 8 jobs per alone directly generates 8 jobs per $1 million spent (1996$) on construction $1 million spent (1996$) on construction
(Source: “FHWA Jobs Generation,” 1996).(Source: “FHWA Jobs Generation,” 1996).
Public TransportationPublic Transportation directly supports an average of directly supports an average of 24.5 jobs per million passenger24.5 jobs per million passenger--miles miles
(Source: “APTA Report,).(Source: “APTA Report,).
AirportsAirports support an average of 75 to 1,000 onsupport an average of 75 to 1,000 on--site jobs site jobs per 100,000 annual passengers per 100,000 annual passengers
(Source: studies at selected airports).(Source: studies at selected airports).
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Transportation
The Economy
Increased number or size of: Factories, Schools, Service CompaniIncreased number or size of: Factories, Schools, Service Companies, es, etc.. etc..
-- Increased need for movement of people, goods, servicesIncreased need for movement of people, goods, services-- Increased travelIncreased travel-- Higher need for physical transportation facilitiesHigher need for physical transportation facilities
This need is This need is felt felt by private sectorby private sector
Statement of Need is Statement of Need is formalizedformalized by transportation planner, city by transportation planner, city planners, legislators, general public, etc.planners, legislators, general public, etc.
Decision to fulfillDecision to fulfill the need is legislated by the need is legislated by -- public sector public sector (federal/state/local government)(federal/state/local government)
FundingFunding for the transportation facility provided by public sector, for the transportation facility provided by public sector, private sector, or both. private sector, or both.
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So, Why Assess ED Impacts of our So, Why Assess ED Impacts of our TranspoTranspo Projects?Projects?
Project planning/program development:Project planning/program development:Forecasting future impacts of proposed projectsForecasting future impacts of proposed projects
-- Identify costIdentify cost--effective projects.effective projects.-- Efficient allocation of fundsEfficient allocation of funds-- DecisionDecision--making to select the best projectmaking to select the best project-- Justify the value of transportation investment. Justify the value of transportation investment.
Investigate if a completed project has achieved it goalsInvestigate if a completed project has achieved it goalsPublic information.Public information.
Fulfilling federal requirements (NEPA, TEAFulfilling federal requirements (NEPA, TEA--21).21).
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ED Impacts ED Impacts –– What Units are Used to Measure?What Units are Used to Measure?
JobsJobs
IncomeIncome
Business SalesBusiness Sales
ProductivityProductivity
Property valuesProperty values
Quality of lifeQuality of life
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ED Impact MechanismsED Impact Mechanisms
TranspTransp. Impacts on Impacts ED : How does it happen?. Impacts on Impacts ED : How does it happen?Link key centers in region to national marketsLink key centers in region to national markets
Provide for more efficient flows of commerceProvide for more efficient flows of commerce
Provide access to new services and employment opportunitiesProvide access to new services and employment opportunities
Provide local access roads to stimulate retail developmentProvide local access roads to stimulate retail development
Open up new sites for commercial/industrial developmentOpen up new sites for commercial/industrial development
Support new business initiativesSupport new business initiatives
Promote tourism/recreational developmentPromote tourism/recreational development
Provide quality of life benefitsProvide quality of life benefits
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ED Impact MechanismsED Impact Mechanisms
Economic Development Impacts: How do they happen?Economic Development Impacts: How do they happen?Link key centers in region to national marketsLink key centers in region to national markets
Provide for more efficient flows of commerceProvide for more efficient flows of commerce
Provide access to new services and employment opportunitiesProvide access to new services and employment opportunities
Provide local access roads to stimulate retail developmentProvide local access roads to stimulate retail development
Open up new sites for commercial/industrial developmentOpen up new sites for commercial/industrial development
Support new business initiativesSupport new business initiatives
Promote tourism/recreational developmentPromote tourism/recreational development
Provide quality of life benefitsProvide quality of life benefits
Can we categorize these mechanisms?
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Categories of ED Impact MechanismsCategories of ED Impact Mechanisms
Direct mechanismsDirect mechanisms
Indirect mechanismsIndirect mechanisms
Induced mechanismsInduced mechanisms
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Categories of ED Impact MechanismsCategories of ED Impact Mechanisms
Transportation System Improvement
Change in Business Costs and Markets
Change in Average and Total Worker
Wages
Change in Supply Purchases (Capital
Investments)
Change in Earnings Retention (Profit, Reinvestment)
Direct Impacts Indirect Impacts Induced Impacts
Change in Business
Activity (Output) of Directly Affected
Businesses
Change in Business Activity of
Suppliers
Change in Business Activity of
Consumers
Total Direct, Indirect and Induced Impacts
Regional Output (Business Sales), Gross Regional Product (Value Added) Wages (Personal Income), Jobs (Employment)
Dynamic Impacts Related to Economic Development
Property Values Land Use/Development Environment Government Revenue and Costs
Change in Transportation System Parameters (Travel Time, etc.)
Change in User Costs
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Categories of ED Impact MechanismsCategories of ED Impact Mechanisms
Transportation System Improvement
Change in Business Costs and Markets
Change in Average and Total Worker
Wages
Change in Supply Purchases (Capital
Investments)
Change in Earnings Retention (Profit, Reinvestment)
Direct Impacts Indirect Impacts Induced Impacts
Change in Business
Activity (Output) of Directly Affected
Businesses
Change in Business Activity of
Suppliers
Change in Business Activity of
Consumers
Total Direct, Indirect and Induced Impacts
Regional Output (Business Sales), Gross Regional Product (Value Added) Wages (Personal Income), Jobs (Employment)
Dynamic Impacts Related to Economic Development
Property Values Land Use/Development Environment Government Revenue and Costs
Change in Transportation System Parameters (Travel Time, etc.)
Change in User Costs
↓ Crashes, ↓Safety Cost, ↓Workers lost to crashes
↑Travel Speed, ↓ Travel Time, ↓Time spent in production
↓Decreased VOC, ↓Cost of fleet maintenance
For a Business organization:
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Categories of ED Impact MechanismsCategories of ED Impact Mechanisms
Transportation System Improvement
Change in Business Costs and Markets
Change in Average and Total Worker
Wages
Change in Supply Purchases (Capital
Investments)
Change in Earnings Retention (Profit, Reinvestment)
Direct Impacts Indirect Impacts Induced Impacts
Change in Business
Activity (Output) of Directly Affected
Businesses
Change in Business Activity of
Suppliers
Change in Business Activity of
Consumers
Total Direct, Indirect and Induced Impacts
Regional Output (Business Sales), Gross Regional Product (Value Added) Wages (Personal Income), Jobs (Employment)
Dynamic Impacts Related to Economic Development
Property Values Land Use/Development Environment Government Revenue and Costs
Change in Transportation System Parameters (Travel Time, etc.)
Change in User Costs
Savings from reduced costs of travel time, safety and VOC
Thus, increased funding available for:- purchasing new equipment, etc- pay workers more- declare higher profits
For a Business organization:
↓ Business Travel CostsBusiness Travel Costs↑ Business Market ReachBusiness Market Reach
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Categories of ED Impact MechanismsCategories of ED Impact Mechanisms
Transportation System Improvement
Change in Business Costs and Markets
Change in Average and Total Worker
Wages
Change in Supply Purchases (Capital
Investments)
Change in Earnings Retention (Profit, Reinvestment)
Direct Impacts Indirect Impacts Induced Impacts
Change in Business
Activity (Output) of Directly Affected
Businesses
Change in Business Activity of
Suppliers
Change in Business Activity of
Consumers
Total Direct, Indirect and Induced Impacts
Regional Output (Business Sales), Gross Regional Product (Value Added) Wages (Personal Income), Jobs (Employment)
Dynamic Impacts Related to Economic Development
Property Values Land Use/Development Environment Government Revenue and Costs
Change in Transportation System Parameters (Travel Time, etc.)
Change in User Costs
Savings from reduced costs of travel time, safety and VOC
Thus, increased funding available for:- purchasing new equipment, etc- pay workers more- declare higher profits
Overall, improved environment for increased investment
For a Business organization:
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Categories of ED Impact MechanismsCategories of ED Impact Mechanisms
Transportation System Improvement
Change in Business Costs and Markets
Change in Average and Total Worker
Wages
Change in Supply Purchases (Capital
Investments)
Change in Earnings Retention (Profit, Reinvestment)
Direct Impacts Indirect Impacts Induced Impacts
Change in Business
Activity (Output) of Directly Affected
Businesses
Change in Business Activity of
Suppliers
Change in Business Activity of
Consumers
Total Direct, Indirect and Induced Impacts
Regional Output (Business Sales), Gross Regional Product (Value Added) Wages (Personal Income), Jobs (Employment)
Dynamic Impacts Related to Economic Development
Property Values Land Use/Development Environment Government Revenue and Costs
Change in Transportation System Parameters (Travel Time, etc.)
Change in User Costs
Increased incomes
Increased purchasing power
Increased patronage of services, retail, schooling, etc.
For Workers and their Families in a Region:
↓ Personal Travel CostsPersonal Travel Costs↑ Job AccessJob Access
↑ Quality of LifeQuality of Life
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Categories of ED Impact MechanismsCategories of ED Impact Mechanisms
Transportation System Improvement
Change in Business Costs and Markets
Change in Average and Total Worker
Wages
Change in Supply Purchases (Capital
Investments)
Change in Earnings Retention (Profit, Reinvestment)
Direct Impacts Indirect Impacts Induced Impacts
Change in Business
Activity (Output) of Directly Affected
Businesses
Change in Business Activity of
Suppliers
Change in Business Activity of
Consumers
Total Direct, Indirect and Induced Impacts
Regional Output (Business Sales), Gross Regional Product (Value Added) Wages (Personal Income), Jobs (Employment)
Dynamic Impacts Related to Economic Development
Property Values Land Use/Development Environment Government Revenue and Costs
Change in Transportation System Parameters (Travel Time, etc.)
Change in User Costs
User Benefit Corresponding Cost Savings to Business
Time Savings—business travel (“on-the-clock” worker time)
Value of additional productive labor hours (for non-salaried portion of workers)
Time Savings—other trips (includes commuting)
(May lead to additional spending or affects wages for recruiting workers.)
Operating Cost Savings—business travel (pickups and deliveries)
Direct cost savings
Operating Cost Savings—other travel (includes commuting)
Increase in disposable personal income. (May also affect wage rates.)
Safety Improvements—business travel (“on-the-clock” worker time)
Reduction in insurance costs and worker absenteeism
Safety Improvements—other travel Reduction in insurance cost, raising disposable income
A Summary …
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Economic Impact Analysis FrameworkEconomic Impact Analysis Framework1. Identify the Type of Transportation Project
2. Identify the Purpose of the Analysis
3. Select the Base Case and the Transportation
Alternatives4. Select the Appropriate
Geographical Study Area
5. Select the Appropriate Time
Period for the Study
6. Select the Appropriate Impact Measure
7. Select the Appropriate Analysis Methods
8. Apply Data to Calculate the Economic Impacts
9. Present Results
[Sources: [Sources: WeisbrodWeisbrod, 1997; , 1997; WeisbrodWeisbrod and and ForkenbrockForkenbrock, 2001], 2001]
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Step 1: Identify Characteristics of the Transportation ProjectStep 1: Identify Characteristics of the Transportation Project
What is the What is the modemode of the transportation improvement: of the transportation improvement: highway, railway, waterway, air transportation?highway, railway, waterway, air transportation?
What is the What is the network featurenetwork feature of the system under of the system under investigation:investigation:
-- line feature (highway or railway linkline feature (highway or railway link-- node feature (intersection, interchange, rest stops, node feature (intersection, interchange, rest stops, terminals, etc.)?terminals, etc.)?
What is the What is the entityentity to be transported: freight or passengers or to be transported: freight or passengers or both?both?
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Step 1 (continued)Step 1 (continued)
ScopeScope of the project: Does new (or improved) of the project: Does new (or improved) system cover a specific site, strip or corridor, or entire system cover a specific site, strip or corridor, or entire systemsystem--wide area such as city or county? wide area such as city or county?
Intended Intended efficacyefficacy: Will the project …: Will the project …(i) maintain(i) maintain(ii) expand (ii) expand (iii) upgrade (iii) upgrade
service for an existing service for an existing transportation systemtransportation system
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Step 2: Establish the Purpose of the AnalysisStep 2: Establish the Purpose of the Analysis
Evaluation to Support (or Oppose) Proposed Investments Evaluation to Support (or Oppose) Proposed Investments
Part of a Special Economic Development ProgramPart of a Special Economic Development Program
Responding to Stated Local ConcernsResponding to Stated Local Concerns
Planning Purposes and Fulfillment of Regulatory MandatePlanning Purposes and Fulfillment of Regulatory Mandate
PostPost--Implementation EvaluationImplementation Evaluation
Public EducationPublic Education
Concern about Possible Adverse ImpactsConcern about Possible Adverse Impacts
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Step 3: Define the Base Case and Other AlternativesStep 3: Define the Base Case and Other Alternatives
Base case typically is the “DoBase case typically is the “Do--Nothing” AlternativeNothing” Alternative
Base case should provide a realistic representation Base case should provide a realistic representation of conditions (past, current, or possible future) of conditions (past, current, or possible future) associated with the base case.associated with the base case.
Base case scenario and other scenarios may differ Base case scenario and other scenarios may differ on the basis of mode, facility size, type and location, on the basis of mode, facility size, type and location, area served, or other attributes etc.area served, or other attributes etc.
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Step 4: Define the Spatial (Geographic) ScopeStep 4: Define the Spatial (Geographic) Scope
The area of jurisdiction for the agency or The area of jurisdiction for the agency or government that is sponsoring the study government that is sponsoring the study (neighborhood, city, county, state or province, nation, or an (neighborhood, city, county, state or province, nation, or an economic community of nations). economic community of nations).
The area of direct project influence The area of direct project influence (area within which (area within which users and nonusers and non--users are affected by the transportation users are affected by the transportation stimulus). stimulus).
Spatial scope definition reflects an interest in Spatial scope definition reflects an interest in distributional ED impacts in an area. distributional ED impacts in an area.
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Step 5. Establish a Time Period of AnalysisStep 5. Establish a Time Period of Analysis
From Step 2, if the Purpose of the Analysis is … Then the time period should be …
Impact assessment of proposed new services A future year or period of time after new service opens
Benefit Cost analysis for proposed new services A period of time from start of financing through life span of project
Public education on existing services
The current year
Public education on proposed new services A future year or period of time after new service opens
Research study of existing services Period of time including pre- and post- project time periods
Then the Time Period for the ED Evaluation should be …
From Step, If the Purpose of the Analysis is to carry out …
[Source: [Source: WeisbrodWeisbrod and and WeisbrodWeisbrod, 1997], 1997]
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Step 6. Select Your ED Impact MeasuresStep 6. Select Your ED Impact Measures
Regional outputRegional outputGross regional product (GRP)Gross regional product (GRP)Jobs (Nr. and Quality)Jobs (Nr. and Quality)Wages and other incomeWages and other incomeNumber of businessesNumber of businessesBusiness volume and sales;Business volume and sales;Private investment in buildings, plant, and Private investment in buildings, plant, and equipmentequipmentReal estate valuesReal estate valuesPopulationPopulation
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Step 7: Select the Step 7: Select the Tool(sTool(s) for Your Analysis) for Your Analysis
Surveys and InterviewsSurveys and Interviews
Case StudiesCase Studies
Econometric ModelsEconometric Models-- Multiple Regression ModelsMultiple Regression Models-- Cluster AnalysisCluster Analysis
Economic ModelsEconomic Models-- I/O Accounting Models (IMPLAN, RIMS II)I/O Accounting Models (IMPLAN, RIMS II)-- Simulation Models (REMI)Simulation Models (REMI)
Hybrid ModelsHybrid Models-- Traffic and Economic Models (MCIBAS)Traffic and Economic Models (MCIBAS)-- LandLand--Use and Economic Models (TELUS, MEPLAN)Use and Economic Models (TELUS, MEPLAN)
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Step 7. Analysis Tools (contStep 7. Analysis Tools (cont’’d)d)
[Source: [Source: CalspanCalspan--UB Research Center, Inc. et al., 2001UB Research Center, Inc. et al., 2001 ]]
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STEP 7 STEP 7 --continued continued ((What is IWhat is I--O Analysis?)O Analysis?)
II--O models, capture O models, capture interinter--industry linkagesindustry linkages of a of a regional economy and estimate output, income and regional economy and estimate output, income and employment economic multipliers.employment economic multipliers.
With some expectations on the direct effects, IWith some expectations on the direct effects, I--O O models estimate associated indirect and induced models estimate associated indirect and induced effects.effects.
Applicable for estimating the effects of construction Applicable for estimating the effects of construction spending. spending.
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STEP 7 STEP 7 --continued continued (Existing Models for I(Existing Models for I--O Analysis)O Analysis)
RIMS II (BEA): RIMS II (BEA): Spreadsheet Analysis based on Spreadsheet Analysis based on BEA’sBEA’s National INational I--O Table and O Table and BEA’sBEA’s Regional Economic Accounts.Regional Economic Accounts.
Low cost; user friendly; readyLow cost; user friendly; ready--toto--use tables of multipliers.use tables of multipliers.Multipliers can be compared across areas.Multipliers can be compared across areas.No need to inflate or deflate the data.No need to inflate or deflate the data.Approximate orderApproximate order--ofof--magnitude estimates of impacts; best suited for magnitude estimates of impacts; best suited for estimating the impacts of small changes on a regional economy.estimating the impacts of small changes on a regional economy.
IMPLAN (Minnesota IMPLAN Group, Inc.):IMPLAN (Minnesota IMPLAN Group, Inc.):Flexibility in model construction.Flexibility in model construction.Individual estimates of direct, indirect and induced effects.Individual estimates of direct, indirect and induced effects.More costly and more complex than RIMS II.More costly and more complex than RIMS II.Need to inflate or deflate the dataNeed to inflate or deflate the data
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STEP 7 STEP 7 --continued continued
The Regional Economic Simulation Model (REMI)The Regional Economic Simulation Model (REMI)
Dynamic/longDynamic/long--term effects.term effects.Suitable for estimating impacts resulting from Suitable for estimating impacts resulting from transportation investments.transportation investments.Provide wide range of outputs.Provide wide range of outputs.Consider population migration changes.Consider population migration changes.
High level of complexity. High level of complexity. Extensive amount of data required.Extensive amount of data required.Special staff training.Special staff training.High cost.High cost.
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STEP 7 STEP 7 --continued continued
The Regional Economic Simulation Model (REMI)The Regional Economic Simulation Model (REMI)
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STEP 7 STEP 7 --continued continued
The Regional Economic Simulation Model (REMI)The Regional Economic Simulation Model (REMI)
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STEP 7 STEP 7 --continued continued
The Regional Economic Simulation Model (REMI)The Regional Economic Simulation Model (REMI)
Models that link an econometric model to an IModels that link an econometric model to an I--O Model.O Model.
Dynamic/longDynamic/long--term effects.term effects.Suitable for estimating impacts resulting from Suitable for estimating impacts resulting from transportation investments.transportation investments.Provide wide range of outputs.Provide wide range of outputs.
High level of complexity. High level of complexity. Extensive amount of data required.Extensive amount of data required.Special staff training.Special staff training.High cost. High cost.
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Step 8. Apply Data to Estimate ED ImpactsStep 8. Apply Data to Estimate ED Impacts
Business Cost SavingsBusiness Cost Savings
Economic Benefits Economic Benefits -- Direct effects of construction spendingDirect effects of construction spending-- Indirect and induced effectsIndirect and induced effects-- LongLong--term benefitsterm benefits
Increased JOBSIncreased JOBSIncreased OUTPUT and PRODUCTIVITYIncreased OUTPUT and PRODUCTIVITYIncreased INCOMEIncreased INCOME
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Step 9. Present Your ResultsStep 9. Present Your Results
Description of benefits resulting in a given yearDescription of benefits resulting in a given year-- applicable for impact assessments, public relations applicable for impact assessments, public relations evaluations, and research studies in which there is a evaluations, and research studies in which there is a stable poststable post--project impact.project impact.
Description of benefits as a stream over time Description of benefits as a stream over time -- aapplicable for impact assessments, public relations pplicable for impact assessments, public relations evaluations, and research studies in which the postevaluations, and research studies in which the post--project impact varies over time.project impact varies over time.
ED Impacts could be used for ED Impacts could be used for -- MultiMulti--objective Analysis objective Analysis -- Economic Efficiency (if all benefits can be monetized)Economic Efficiency (if all benefits can be monetized)
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A Review of Past EDI StudiesA Review of Past EDI Studies
Early 1960sEarly 1960s--focus on econ. dev. impacts of Interstate constructionfocus on econ. dev. impacts of Interstate constructionSince 1980sSince 1980s--focus on the link between transportation & econ. dev. focus on the link between transportation & econ. dev. 1990s1990s-- studies claimed substantial econ. growth impactsstudies claimed substantial econ. growth impacts2000s2000s-- studies claim declining returns on transportation investmentstudies claim declining returns on transportation investment
AASHTO, 1990AASHTO, 1990--role of transportation in the economyrole of transportation in the economyNCHRP Reports 389 (1997), 418 (1998), 456 (2001)NCHRP Reports 389 (1997), 418 (1998), 456 (2001)NCHRP Synthesis 290 (2000)NCHRP Synthesis 290 (2000)-- current practicescurrent practicesFHWAFHWA--national productivity impacts of hwy spending (1990s)national productivity impacts of hwy spending (1990s)FHWA, 2001FHWA, 2001--empirical info to measure econ impacts of empirical info to measure econ impacts of hwyshwysEDR Group EDR Group ––review of state econ dev programsreview of state econ dev programs
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A Review of Past EDI StudiesA Review of Past EDI Studies
Early 1960sEarly 1960s--focus on econ. dev. impacts of Interstate constructionfocus on econ. dev. impacts of Interstate constructionSince 1980sSince 1980s--focus on the link between focus on the link between hwyshwys & econ. dev. & econ. dev. 1990s1990s--studies claimed substantial econ. growth impactsstudies claimed substantial econ. growth impacts
AASHTO, 1990AASHTO, 1990--role of transportation in the economyrole of transportation in the economyNCHRP Reports 389 (1997), 418 (1998), 456 (2001)NCHRP Reports 389 (1997), 418 (1998), 456 (2001)NCHRP Synthesis 290 (2000)NCHRP Synthesis 290 (2000)-- current practicescurrent practicesTCHRP 35 (1998)TCHRP 35 (1998)-- econ. impact analysis of transit investmentsecon. impact analysis of transit investmentsFHWAFHWA--national productivity impacts of hwy spending (1990s)national productivity impacts of hwy spending (1990s)FHWA, 2001FHWA, 2001--empirical info to measure econ impacts of empirical info to measure econ impacts of hwyshwys
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Thank youThank you