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Title page 1
Contents 7
Foreword 13
Acknowledgments 15
About the Authors 17
Key Messages 20
Executive Summary 23
Abbreviations 36
PART 1 38
1. A Framework to Assess Infrastructure Capital Investment 39
KEY MESSAGES 39
INTRODUCTION 40
THE INFRASTRUCTURE CHALLENGE: DEFINING PRIORITIES 41
THE FRAMEWORK OF INFRASTRUCTURE CAPITAL INVESTMENT 44
THE DATA 47
ANNEX 1A. BACKGROUND PAPERS AND DATA SUMMARY TABLE 48
NOTES 49
REFERENCES 50
2. A World of Unequal Endowments 52
KEY MESSAGES 52
INTRODUCTION 53
PHYSICAL CAPITAL STOCKS AND COUNTRY INCOME 53
CAPITAL STOCKS AS A SHARE OF GDP 57
THE SHIFTING COMPOSITION OF INFRASTRUCTURE CAPITAL ALONG THE DEVELOPMENT PATH 64
ANNEX 2A. COMPARISON TO OTHER CAPITAL STOCK MEASURES 66
NOTE 67
REFERENCE 67
3. Social Rates of Return and Efficiency Ratios 68
KEY MESSAGES 68
INTRODUCTION 69
SOCIAL RATES OF RETURN AND EFFICIENCY RATIOS: ENERGY AND TRANSPORTATION 70
PRIORITIZATION AND COMPLEMENTARITY 81
SOCIAL RATES OF RETURN AND EFFICIENCY RATIOS: DIGITAL 84
FUTURE WORK 87
ANNEX 3A. ADDITIONAL SOCIAL RATES OF RETURN AND EFFICIENCY RATIOS RESULTS 88
NOTES 93
REFERENCES 93
Spotlight 3.1. Zooming in on Specific Country Cases 95
PART 2 100
4. Mapping Infrastructure Physical Stocks 101
KEY MESSAGES 101
INTRODUCTION 101
ENERGY 102
TRANSPORTATION 109
DIGITAL 111
ANNEX 4A. DATA SOURCES AND METHODOLOGY FOR MAPPING PHYSICAL STOCKS 121
ANNEX 4B. DETAILED DESCRIPTION OF THE METHODOLOGY FOR TRANSPORTATION 122
ANNEX 4C. ESTIMATION OF PHYSICAL SITES FROM MOBILE CELLS DATA 123
NOTES 124
REFERENCES 125
5. Unit Replacement Costs 126
KEY MESSAGES 126
INTRODUCTION 127
OVERVIEW OF METHODOLOGY 128
ENERGY 129
TRANSPORTATION 134
DIGITAL 141
ANNEX 5A. DATA AND METHODOLOGY FOR UNIT COST ESTIMATION 147
ANNEX 5B. POWER GENERATION: SOURCE AND LEVEL OF DISAGGREGATED INFORMATION BY TECHNOLOGY 149
NOTES 149
REFERENCES 149
6. Infrastructure Capital Stocks 151
KEY MESSAGES 151
INTRODUCTION 152
METHODOLOGY 152
ENERGY 154
TRANSPORTATION 158
DIGITAL 161
NOTES 165
REFERENCES 166
7. Measuring Benefits 167
KEY MESSAGES 167
THE CURRENT STATE OF THE ART 168
META-ANALYSIS RESULTS 169
ANNEX 7A. PAPERS USED IN THE ANALYSIS 174
NOTES 181
REFERENCES 181
Spotlight 7.1. Highways and Local Growth: A Comparative Perspective 182
Spotlight 7.2. Keeping the Lights On: A Direct Measure of the Benefits of Power Sector Investment 189
FIGURE ES.1. Physical infrastructure stocks per capita versus GDP per capita, by type of infrastructure 25
FIGURE ES.2. Shares of total infrastructure capital, by sector and income decile 28
FIGURE ES.3. Total infrastructure stocks over GDP, by sector and region 29
FIGURE ES.4. Energy infrastructure efficiency ratio versus GDP per capita, by region 31
FIGURE ES.5. Transportation infrastructure efficiency ratio versus GDP per capita, by region 31
FIGURE ES.6. Optimal allocation of 10 percent of GDP investment between energy and transportation, by region and level of energy investment 34
FIGURE 1.1. Distribution of estimated elasticities from the literature 43
FIGURE 2.1. Physical infrastructure stocks per capita versus GDP per capita, by type of infrastructure 54
FIGURE 2.2. Distribution of power generation capacity, by region and generation technology 55
FIGURE 2.3. Trends in digital infrastructure expansion, by region and type of infrastructure, 2000-25 58
FIGURE 2.4. Energy capital-output ratio versus GDP per capita, by region 60
FIGURE 2.5. Digital capital-output ratio versus GDP per capita, by region 61
FIGURE 2.6. Transportation capital-output ratio versus GDP per capita, by region 62
FIGURE 2.7. Shares of total infrastructure capital, by sector and income decile 64
FIGURE 2.8. Infrastructure capital-output ratio versus GDP per capita, by region 65
FIGURE 2.9. Infrastructure capital-output ratio, by sector and region 65
FIGURE 3.1. Transportation social rates of return versus GDP per capita, by region 71
FIGURE 3.2. Energy social rates of return versus GDP per capita, by region 71
FIGURE 3.3. Energy infrastructure efficiency ratio versus GDP per capita, by region 75
FIGURE 3.4. Transportation infrastructure efficiency ratio versus GDP per capita, by region 75
FIGURE 3.5. Optimal allocation of 10 percent of GDP investment between energy and transportation 82
FIGURE 3.6. Digital social rate of return versus GDP per capita, by region 85
FIGURE 3.7. Digital efficiency ratio versus GDP per capita, by region 85
FIGURE 4.1. On-grid and off-grid electric power system architecture 103
FIGURE 4.2. Per capita power generation capacity, by region 105
FIGURE 4.3. Distribution of power generation capacity, by region and generation technology 105
FIGURE 4.4. Architecture of the digital ecosystem 113
FIGURE 4.5. Trends in digital infrastructure expansion, by region and type of infrastructure, 2000-25 115
FIGURE 4.6. Number of IXPs, by region and capacity 117
FIGURE 4.7. Terrestrial fiber density and fixed download speed, by region 117
FIGURE 4.8. Countries with submarine cable landing points, by income level 118
FIGURE 5.1. Unit cost of fossil and nuclear technologies, by type of technology, selected countries and regions 130
FIGURE 5.2. Installed unit cost of selected renewable technologies, by year 132
FIGURE 5.3. Installed cost of hydro power, 2016-23 133
FIGURE 5.4. Unit cost for transmission lines, selected regions and subregions 134
FIGURE 5.5. Count and unit cost of linear transportation projects, by income group 137
FIGURE 5.6. Unit cost of roads, by project characteristics 138
FIGURE 5.7. Unit cost of railways, by project characteristics 139
FIGURE 5.8. Modeling results for the unit cost of roads, by project characteristics, income level, and region 140
FIGURE 5.9. Modeling results for the unit cost of railways, by project characteristics, income level, and region 141
FIGURE 5.10. Costs of cell towers, by region 142
FIGURE 5.11. Costs of data centers, by country income level 144
FIGURE 5.12. Costs of terrestrial FOC, by region 145
FIGURE 5.13. Costs of submarine cables, by decade 146
FIGURE 6.1. Energy capital assets, by region 155
FIGURE 6.2. Energy capital assets per capita, by region 156
FIGURE 6.3. Transportation capital assets, by region 160
FIGURE 6.4. Transportation capital assets per capita, by region 160
FIGURE 6.5. Digital capital assets, by region and component 163
FIGURE 6.6. Digital capital assets per capita, by region and component 164
Boxes 9
BOX 2.1. Adjusting for countries' fundamental characteristics: Residualized capital-output ratio 62
BOX 3.1. Estimating the country-specific cost of borrowing 72
BOX 3.2. Determinants of the dispersion of efficiency ratios 77
BOX 3.3. Determining optimal investment allocation 83
BOX 5.1. Power generation unit cost: Benchmarking with machine learning validation 131
BOX 5.2. Transportation sector unit cost: Framework and empirical modeling 135
BOX 6.1. Estimating capital depreciation 152
BOX 7.1. A meta-analysis approach to estimating infrastructure average impacts 170
Maps 11
MAP ES.1. Subnational generation capacity (MW), Brazil 26
MAP ES.2. Subnational generation capacity (MW), Nigeria 26
MAP ES.3. Total transportation capital stock, by country 27
MAP 2.1. Global distribution of transmission and distribution lines 55
MAP 2.2. Global distribution of transportation infrastructure 56
MAP 2.3. Digital infrastructure expansion, selected Asian economies, 2015 versus 2025 59
MAP 4.1. Global distribution of transmission and distribution lines 106
MAP 4.2. Subnational generation capacity (MW), Brazil and Nigeria 107
MAP 4.3. Subnational transmission and distribution lines (km), Brazil and Nigeria 108
MAP 4.4. Global distribution of line transportation infrastructure, roads and railways 110
MAP 4.5. Subnational distribution of line transportation infrastructure, Dominican Republic and Uzbekistan 112
MAP 4.6. Digital infrastructure in Africa, by type of technology, 2025 119
MAP 4.7. Expansion of digital infrastructure in Côte D'Ivoire, 2010 versus 2025 120
MAP 6.1. Spatial distribution of energy capital assets 155
MAP 6.2. Subnational-level energy capital assets, Argentina and Brazil, 2024 157
MAP 6.3. Spatial distribution of transportation capital assets 159
MAP 6.4. Subnational distribution of transportation physical and capital assets at the state level, Nigeria 161
MAP 6.5. Subnational distribution of road capital assets per capita value at the district level, Dominican Republic and Haiti 162
MAP 6.6. Spatial distribution of digital capital assets 162
MAP 6.7. Subnational distribution of digital capital assets, Ecuador 165
FIGURE B2.1.1. Residualized capital-output ratio versus GDP per capita, by sector 63
FIGURE B3.1.1. Cost of borrowing versus GDP per capita, by region 74
FIGURE B3.2.1. Efficiency ratios: Generation costs, capital stocks, and borrowing costs 79
Spotlight Tables 11
TABLE S7.1.1. Highway impact elasticities, selected countries 187
Spotlight Figures 11
FIGURE S7.1.1. Trends of roads and highways, by region, 2014-25 183
FIGURE S7.1.2. Illustration of the event study based on SDID estimation, selected countries 185
FIGURE S7.2.1. Direct benefit implied output elasticities versus income, by region 190
FIGURE S7.2.2. Direct benefit implied output elasticities versus meta-analysis estimates, by region 191
Spotlight Maps 11
MAP S3.1.1. The roads of Hispaniola 97
MAP S7.1.1. Map of gridded global highways, 0.25-degree resolution, 2025 184
FIGURE 2A.1. Public capital versus total infrastructure stocks, by region 66
FIGURE 2A.2. Capital stocks versus total infrastructure depreciated capital, by region 67
FIGURE 3A.1. Efficiency ratios for energy and transportation, with regional elasticities, selected regions 93
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