Table of Contents Final Report 282828282828282828 Sub-Saharan Africa Refinery Project Health Study: Volume I-A Health Study June 2009 Submitted to: The World Bank and The African Refiners Association Submitted by: ICF International 33 Hayden Avenue Lexington, MA USA Tel: 1 781 676 4000 Fax: 1.781 676 4005 & Lisa Robinson, Independent Consultant & James Hammitt, Harvard School of Public Health Valuation Subcontractors 1 World Bank Volume I-A: Health Study Final Report June, 2009 Prepared for: The World Bank and The African Refiners Association Prepared by: ICF International 33 Hayden Avenue Lexington, MA 02421 781 676 4000 with Lisa Robinson and James Hammitt, Valuation Subcontractors 3 bbllaannkk ppaaggee 4 Volume I-A: Health Study Final Report Table of Contents Table of Contents Health Study: Volume I-A 1. Purpose of the Health Study ..................................................................................................... 1-1 2. Overview of Health Study ......................................................................................................... 2-1 3. Emissions and Air Modeling ..................................................................................................... 3-1 3.1 Selection of Analysis Locations ....................................................................................... 3-1 3.2 Modeling Scenarios ...................................................................................................... 3-3 3.3 Pollutants and Averaging Periods ..................................................................................... 3-5 3.4 Air Quality Model ......................................................................................................... 3-6 3.4.1 Development of Emission Inventories ................................................................ 3-6 3.4.2 Geophysical Data (Land-Use and Terrain Elevation) ............................................. 3-9 3.4.3 Meteorological Data and Modeling .................................................................. 3-10 3.4.4 CALPUFF Modeling .................................................................................... 3-10 3.5 Regional Analyses ..................................................................................................... 3-10 3.5.1 Eastern Region .......................................................................................... 3-10 3.5.2 Western Region ......................................................................................... 3-24 3.5.3 Southern Region ........................................................................................ 3-41 3.6 Uncertainties Associated with the Air Modeling .................................................................. 3-58 3.6.1 Kampala, Uganda ....................................................................................... 3-58 3.6.2 Cotonou, Benin .......................................................................................... 3-59 3.6.3 Johannesburg, RSA .................................................................................... 3-59 3.6.4 Alternate Assumptions for Base Case Emissions Inventory .................................. 3-59 4. Health Impact Assessment ....................................................................................................... 4-1 4.1 Health Endpoints Associated with Key Air Pollutants ............................................................. 4-1 4.1.1 Determine Health Endpoints ............................................................................ 4-1 4.1.2 Health Endpoints Not Selected ........................................................................ 4-3 4.2 Selection of Health Studies ............................................................................................. 4-4 4.2.1 Initial Screening of Health Studies .................................................................... 4-4 4.2.2 Exposure-Response Functions ........................................................................ 4-5 4.2.3 Summary of Selected Studies .......................................................................... 4-6 4.3 Air Pollution/Health Studies from Sub-Saharan Africa ............................................................ 4-8 4.4 Compilation of Health Study Parameters ............................................................................ 4-9 4.4.1 Concentrations Used in the Health Assessment ................................................... 4-9 4.4.2 Compilation of Baseline Health Statistics ............................................................ 4-9 4.5 Uncertainties Associated with the Health Impact Assessment ............................................... 4-12 5. Health Valuation ...................................................................................................................... 5-1 5.1 Valuation Approaches ................................................................................................... 5-1 5.2 Mortality Risk Reductions ............................................................................................... 5-2 ICF International World Bank June 2009 Volume I-A: Health Study Final Report Table of Contents 5.2.1 VSL Literature Review ................................................................................... 5-3 5.2.2 VSL Recommendations ................................................................................. 5-4 5.2.3 Selected Values for Mortality Risk Valuations ...................................................... 5-5 5.3 Morbidity Risk Reductions .............................................................................................. 5-5 5.3.1 Chronic Bronchitis ........................................................................................ 5-6 5.3.2 Asthma Exacerbations ................................................................................... 5-6 5.3.3 Selected Values for Morbidity Risk Valuations ..................................................... 5-6 5.4 Uncertainties Associated with the Health Valuation ............................................................... 5-7 6. Calculation of Health Impacts and Monetary Benefits .................................................................... 6-1 6.1 East Region................................................................................................................ 6-1 6.1.1 Quantitative City Evaluation - East Region .......................................................... 6-1 6.1.2 Qualitative City Evaluations - East Region .......................................................... 6-2 6.1.3 Regional Analysis - East Region ...................................................................... 6-2 6.2 West Region ............................................................................................................... 6-3 6.2.1 Quantitative City Evaluation - West SSA Region .................................................. 6-3 6.2.2 Qualitative City Evaluations - West SSA Region ................................................... 6-4 6.2.3 Regional Analysis - West SSA Region ............................................................... 6-4 6.3 South SSA Region ....................................................................................................... 6-5 6.3.1 Quantitative City Evaluation - South SSA Region.................................................. 6-5 6.3.2 Qualitative City Assessment - South SSA Region ................................................. 6-5 6.3.3 Regional Analysis - South SSA Region .............................................................. 6-6 6.4 Summary of Study Uncertainties ...................................................................................... 6-6 7. Health Study Summary and Discussion ...................................................................................... 7-1 8. References ............................................................................................................................. 8-1 ICF International World Bank June 2009 Volume I-A: Health Study Final Report Table of Contents List of Tables Table 3-1: Cities Selected for Analysis ............................................................................................... 3-2 Table 3-2: AFRI-4 Standards for Sulfur and Benzene Content in Fuel ........................................................ 3-4 Table 3-3: Vehicle Activity Percentages for Different Vehicle Types in Kampala ......................................... 3-11 Table 3-4: Summary of Total Emissions in Base Case Inventory for Kampala, Uganda ................................ 3-14 Table 3-5: Summary of Total Emissions in Scenario 1 Inventory for Kampala, Uganda ................................ 3-15 Table 3-6: Summary of Total Emissions in Scenario 2 Inventory for Kampala, Uganda ................................ 3-15 Table 3-7: Base Case Modeling Results for Kampala, Uganda .............................................................. 3-16 Table 3-8: Scenario 1 (AFRI-4 Fuel Specifications) Modeling Results for Kampala, Uganda ......................... 3-16 Table 3-9: Scenario 2 (AFRI-4 Fuel Specifications with Control Technologies) Modeling Results for Kampala, Uganda ........................................................................................... 3-16 Table 3-10: Modeled Annual Average (Spatially Averaged) Air Contaminant Concentrations in Densely Populated Areas - Kampala ............................................................................................... 3-17 Table 3-11: Alternate Assumptions: Modeled Annual Average (Spatially Averaged) Air Contaminant Concentrations in Densely Populated Areas - Kampala .................................................. 3-17 Table 3-12: Air Pollution Emission Summary for Nairobi, Kenya ............................................................. 3-18 Table 3-13: Estimated Emissions for Dar Es Salaam City, Tanzania for Industry and Other Sources ............... 3-20 Table 3-14: Qualitative Assessment for the Eastern SSA Region (Based on Comparison with Kampala) .......... 3-22 Table 3-15: Vehicle Activity Percentages for Different Vehicle Types in Cotonou ....................................... 3-25 Table 3-16. Shares of Modes of Transport in Use in 14 African Cities ...................................................... 3-27 Table 3-17: Summary of Total Emissions in Base Case Inventory for Cotonou, Benin .................................. 3-30 Table 3-18: Summary of Total Emissions in Scenario 1 Inventory for Cotonou, Benin .................................. 3-30 Table 3-19: Summary of Total Emissions in Scenario 2 Inventory for Cotonou, Benin .................................. 3-31 Table 3-20: Base Case Modeling Results for Cotonou ......................................................................... 3-32 Table 3-21: Scenario 1 Modeling Results (AFRI-4 Fuel Specifications) for Cotonou .................................... 3-33 Table 3-22: Scenario 2 Modeling Results (AFRI-4 Fuel Specifications with Control Technologies) for Cotonou .. 3-33 Table 3-23: Modeled Annual Average (Spatially Averaged) Air Contaminant Concentrations in Densely Populated Areas - Cotonou ............................................................................................... 3-34 Table 3-24: Alternate Assumptions: Modeled Annual Average (Spatially Averaged) Total PM Concentrations in Densely Population Areas - Cotonou ........................................................... 3-34 Table 3-25: Citywide Base Case Emissions by Source Category in Ouagadougou, Burkina Faso ................... 3-36 Table 3-26: Citywide Scenario 1 Emissions by Source Category in Ouagadougou, Burkina Faso ................... 3-36 Table 3-27: Citywide Base Case Emissions by Source Category in Lagos, Nigeria ..................................... 3-37 Table 3-28: Citywide Scenario 1 Emissions by Source Category in Lagos, Nigeria ...................................... 3-37 Table 3-29: Qualitative Assessment for the West SSA Region (Based on Comparison with Cotonou) .............. 3-39 Table 3-30: Summary of Total Emissions in Base Case Inventory for Johannesburg, South Africa .................. 3-45 Table 3-31: Summary of Total Emissions in Scenario 1 Inventory for Johannesburg, South Africa .................. 3-46 Table 3-32: Summary of Total Emissions in Scenario 2 Inventory for Johannesburg, South Africa .................. 3-46 Table 3-33: Monitoring Data for Johannesburg Air Quality, for Evaluation of Model Output ........................... 3-48 ICF International World Bank June 2009 Volume I-A: Health Study Final Report Table of Contents Table 3-34: Base Case CALPUFF Modeling Results for Johannesburg .................................................... 3-49 Table 3-35: Scenario 1 (AFRI-4 Fuel Specifications) Modeling Results for Johannesburg ........................... 3-49 Table 3-36: Scenario 2 (AFRI-4 Fuel Specifications With Control Technologies) Modeling Results for Johannesburg ................................................................................................ 3-49 Table 3-37: Modeled Annual Average (Spatially Averaged) Air Contaminant Concentrations in Densely Populated Areas for Johannesburg...................................................................................... 3-50 Table 3-38: Vehicle Counts for Cape Town from October 200878 with VKT, Fuel Economy, and Fuel Usage Information from 199679 .......................................................................................... 3-51 Table 3-39: Base Case Emissions Estimates for Cape Town ................................................................. 3-51 Table 3-40: Vehicle Counts for Maputo Approximately Representing Year 2000 ......................................... 3-53 Table 3-41: Base Emissions Estimates for Maputo ............................................................................. 3-54 Table 3-42: Qualitative Assessment for the South SSA Region (Based on Comparison with Johannesburg) ..... 3-55 Table 4-1: Key Air Pollutants and Associated Health Effects ................................................................... 4-1 Table 4-2: Adjusted Mortality Relative Risks Associated with a 10 µg/m3 Change in PM .............................. 4-7 2.5 Table 4-3. WHO Regions Used in the Health Assessment (classified as high mortality developing) ................. 4-10 Table 4-4: Size of Populations Used in the Health Assessment .............................................................. 4-10 Table 4-5. Mortality Rates Used in the Health Assessment1 .................................................................. 4-11 Table 4-6: Prevalence Rates for Asthma Used in the Health Assessment ............................................... 4-12 Table 6-1: Summary of Health Study Results for the East Region City (Kampala, Uganda) ............................ 6-1 Table 6-2: Health Study East SSA Regional Analysis Results Using Alternate 2-Stroke Motorcycle Assumptions ................................................................................ 6-3 Table 6-3: Summary of Health Study Results for the West SSA Region City (Cotonou, Benin) ........................ 6-3 Table 6-4: Health Study West SSA Regional Analysis Results Using Alternate 2-Stroke Motorcycle Assumptions ................................................................................ 6-4 Table 6-5: Summary of Health Study Results for the South SSA Region City (Johannesburg, South Africa) ....... 6-5 Table 6-6: Health Study South Region Analysis Results1 ....................................................................... 6-6 Table 7-1: Key Assumptions for the Development of Emissions Inventories, Base Case ................................. 7-1 Table 7-2: Key Changes for the Development of Scenario 1 Emissions Inventory as Compared with Base Case .. 7-4 Table 7-3: Key Changes for the Development of Scenario 2 Emissions Inventory as Compared with Scenario 1 .. 7-5 Table 7-4: Industrial Sources .......................................................................................................... 7-6 List of Figures Figure 3-1: Regions and Cities Considered in the Health Study ............................................................... 3-1 Figure 3-2: Land Use Map for Cotonou, Benin ................................................................................... 3-29 Figure 3-3: Cotonou Monitoring Locations Figure ............................................................................. 3-32 Figure 3-4: Map of Geographic Extent of Ouagadougou, Burkina Faso .................................................... 3-35 Figure 3-5: Map of Geographic Extent of Lagos, Nigeria ...................................................................... 3-38 Figure 3-6: Location of the City of Johannesburg Ambient Air Quality Monitoring Stations. ........................... 3-47 ICF International World Bank June 2009 Volume I-A: Health Study Final Report Table of Contents Health Study Volume I-B: Appendices Appendix A: Qualitative Assessment Template Appendix B: Air Modeling Background Information Appendix C: Emissions Inventory Development Appendix D: Summary of Health Effects of Modeled Air Pollutants Appendix E: Summary of Air Pollution/Health Studies Conducted in Sub-Saharan Africs Appendix F: The Value of Reducing Air Pollution Risks in Sub-Saharan Africa ICF International World Bank June 2009 Volume I-A: Health Study Final Report List of Acronyms and Definitions of Terms Used in the Report List of Acronyms and Definitions of Terms Used in the Report ACS American Cancer Society AFRI Fuel specifications adopted by the Africa Refiners Association AFRO D Africa Sub-Region D, classified based on mortality data; WHO Global Burden of Disease project AFRO E Africa Sub-Region E, classified based on mortality data; WHO Global Burden of Disease project AP-42 Air Pollution-42, US EPA's Compilation of Air Pollutant Emission Factors ARA African Refiners Association asl Above sea level AVHRR Advanced Very High Resolution Radiometer BenMAP US EPA's Environmental Benefits Mapping and Analysis Program BTU British thermal units CI Confidence interval CO Carbon monoxide COEE Canada Office of Energy Efficiency COI Cost of illness CPS-II Cancer Prevention Study II DAAPs South Africa’s Dynamic Air Pollution Prediction System DALY Disability-adjusted life-year deg Degrees °C Degrees centigrade DEM Digital elevation model DHS Demographic and Health Surveys DOC Diesel oxidation catalyst EPA California Environmental Protection Agency E-R Exposure-response EURO European Commission, Transport & Environment standards for gasoline and diesel g/kg Grams/kilogram gal Gallons GDP Gross domestic product ICF International World Bank June 2009
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