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Global evidence on productivity effects of road infrastructure incorporating spatial spillover effects

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  • Konno, Akio
  • Kato, Hironori
  • Takeuchi, Wataru
  • Kiguchi, Riku

Abstract

This paper empirically analyzes the productivity effects of road infrastructure incorporating spatial spillover effects using a global database, which was originally developed in 2010 at a grid-cell scale of 0.1-degree covering all land areas in the world by integrating national-level statistical socio-economic data with available global data sources of nighttime lights imagery, global population database, and global road network. A macroscopic Hicks-neutral Cobb-Douglas production function, containing input factors of capital stock, labor force, and road infrastructure is estimated with the global dataset of 14,565 aggregated grids at 1.0-degree grid-cell scale, using ordinary least squares, spatial error model, spatial lag model, and spatial Durbin model (SDM). The statistical tests suggest that there is significant spatial dependence particularly in the error term and the overall results of the model estimations indicate that the SDM outperforms other models. The estimates of SDM further show that the direct impact of road infrastructure is significantly negative, spatial spillover effect is significantly positive, and overall effect is positive but insignificant.

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  • Konno, Akio & Kato, Hironori & Takeuchi, Wataru & Kiguchi, Riku, 2021. "Global evidence on productivity effects of road infrastructure incorporating spatial spillover effects," Transport Policy, Elsevier, vol. 103(C), pages 167-182.
  • Handle: RePEc:eee:trapol:v:103:y:2021:i:c:p:167-182
    DOI: 10.1016/j.tranpol.2021.02.007
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    1. Angang Hu & Shenglong Liu, 2010. "Transportation, economic growth and spillover effects: The conclusion based on the spatial econometric model," Frontiers of Economics in China, Springer;Higher Education Press, vol. 5(2), pages 169-186, June.
    2. Richard Baldwin & Rikard Forslid & Philippe Martin & Gianmarco Ottaviano & Frederic Robert-Nicoud, 2005. "Economic Geography and Public Policy," Economics Books, Princeton University Press, edition 1, number 7524.
    3. Pelayo Arbués & Matias Mayor & José Ba-os, 2014. "Productivity and accessibility of road transportation infrastructure in Spain: a spatial econometric approach," Chapters, in: Ana Condeço-Melhorado & Aura Reggiani & Javier Gutiérrez (ed.), Accessibility and Spatial Interaction, chapter 9, pages 177-194, Edward Elgar Publishing.
    4. Rietveld, Piet, 1994. "Spatial economic impacts of transport infrastructure supply," Transportation Research Part A: Policy and Practice, Elsevier, vol. 28(4), pages 329-341, July.
    5. Mera, Koichi, 1973. "II. Regional production functions and social overhead capital: An analysis of the Japanese case," Regional and Urban Economics, Elsevier, vol. 3(2), pages 157-185, May.
    6. Bundervoet,Tom & Maiyo,Laban & Sanghi,Apurva, 2015. "Bright Lights, Big Cities : measuring national and subnational economic growth in Africa from outer space, with an application to Kenya and Rwanda," Policy Research Working Paper Series 7461, The World Bank.
    7. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    8. Canning, David & Bennathan, Esra, 2000. "The social rate of return on infrastructure investments," Policy Research Working Paper Series 2390, The World Bank.
    9. Sutton, Paul C. & Costanza, Robert, 2002. "Global estimates of market and non-market values derived from nighttime satellite imagery, land cover, and ecosystem service valuation," Ecological Economics, Elsevier, vol. 41(3), pages 509-527, June.
    10. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    11. Douglas Holtz-Eakin & Amy Schwartz, 1995. "Spatial productivity spillovers from public infrastructure: Evidence from state highways," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 2(3), pages 459-468, October.
    12. Tom Bundervoet & Laban Maiyo & Apurva Sanghi, 2015. "Bright Lights, Big Cities," World Bank Publications - Reports 22922, The World Bank Group.
    13. Dave Donaldson & Richard Hornbeck, 2016. "Railroads and American Economic Growth: A "Market Access" Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 799-858.
    14. Tong, Tingting & Yu, Tun-Hsiang Edward & Cho, Seong-Hoon & Jensen, Kimberly & De La Torre Ugarte, Daniel, 2013. "Evaluating the spatial spillover effects of transportation infrastructure on agricultural output across the United States," Journal of Transport Geography, Elsevier, vol. 30(C), pages 47-55.
    15. Pierre-Philippe Combes & Thierry Mayer & Jacques-François Thisse, 2008. "Economic Geography: The Integration of Regions and Nations," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-00311000, HAL.
    16. Schafer, Andreas & Victor, David G., 2000. "The future mobility of the world population," Transportation Research Part A: Policy and Practice, Elsevier, vol. 34(3), pages 171-205, April.
    17. Aschauer, David Alan, 1989. "Is public expenditure productive?," Journal of Monetary Economics, Elsevier, vol. 23(2), pages 177-200, March.
    18. Guy Michaels, 2008. "The Effect of Trade on the Demand for Skill: Evidence from the Interstate Highway System," The Review of Economics and Statistics, MIT Press, vol. 90(4), pages 683-701, November.
    19. Stanislav Stakhovych & Tammo H.A. Bijmolt, 2009. "Specification of spatial models: A simulation study on weights matrices," Papers in Regional Science, Wiley Blackwell, vol. 88(2), pages 389-408, June.
    20. Taotao Deng, 2013. "Impacts of Transport Infrastructure on Productivity and Economic Growth: Recent Advances and Research Challenges," Transport Reviews, Taylor & Francis Journals, vol. 33(6), pages 686-699, November.
    21. Nicholas Crafts, 2009. "Transport infrastructure investment: implications for growth and productivity," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 25(3), pages 327-343, Autumn.
    22. Garcia-Mila, Teresa & McGuire, Therese J., 1992. "The contribution of publicly provided inputs to states' economies," Regional Science and Urban Economics, Elsevier, vol. 22(2), pages 229-241, June.
    23. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    24. Pinnoi, Nat, 1994. "Public infrastructure and private production measuring relative contributions," Journal of Economic Behavior & Organization, Elsevier, vol. 23(2), pages 127-148, March.
    25. Melo, Patricia C. & Graham, Daniel J. & Brage-Ardao, Ruben, 2013. "The productivity of transport infrastructure investment: A meta-analysis of empirical evidence," Regional Science and Urban Economics, Elsevier, vol. 43(5), pages 695-706.
    26. Alicia H. Munnell, 1990. "Why has productivity growth declined? Productivity and public investment," New England Economic Review, Federal Reserve Bank of Boston, issue Jan, pages 3-22.
    27. Roberta Capello & Peter Nijkamp (ed.), 2009. "Handbook of Regional Growth and Development Theories," Books, Edward Elgar Publishing, number 12874.
    28. H. Kato & R. Shibasaki & César Ducruet, 2020. "Global Logistics Network Modelling and Policy. Quantification and Analysis for International Freight," Post-Print hal-03246516, HAL.
    29. Alicia H. Munnell, 1992. "Policy Watch: Infrastructure Investment and Economic Growth," Journal of Economic Perspectives, American Economic Association, vol. 6(4), pages 189-198, Fall.
    30. Luisa Corrado & Bernard Fingleton, 2012. "Where Is The Economics In Spatial Econometrics?," Journal of Regional Science, Wiley Blackwell, vol. 52(2), pages 210-239, May.
    31. Pace, R. Kelley & LeSage, James P., 2004. "Chebyshev approximation of log-determinants of spatial weight matrices," Computational Statistics & Data Analysis, Elsevier, vol. 45(2), pages 179-196, March.
    32. Trevor Tombe & Xiaodong Zhu, 2019. "Trade, Migration, and Productivity: A Quantitative Analysis of China," American Economic Review, American Economic Association, vol. 109(5), pages 1843-1872, May.
    33. Cohen, Jeffrey P., 2010. "The broader effects of transportation infrastructure: Spatial econometrics and productivity approaches," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(3), pages 317-326, May.
    34. J. Vernon Henderson & Adam Storeygard & David N. Weil, 2012. "Measuring Economic Growth from Outer Space," American Economic Review, American Economic Association, vol. 102(2), pages 994-1028, April.
    35. Yu, Nannan & de Jong, Martin & Storm, Servaas & Mi, Jianing, 2013. "Spatial spillover effects of transport infrastructure: evidence from Chinese regions," Journal of Transport Geography, Elsevier, vol. 28(C), pages 56-66.
    36. Daniel Chatman & Robert Noland, 2011. "Do Public Transport Improvements Increase Agglomeration Economies? A Review of Literature and an Agenda for Research," Transport Reviews, Taylor & Francis Journals, vol. 31(6), pages 725-742.
    37. Daniel J. Graham, 2007. "Agglomeration, Productivity and Transport Investment," Journal of Transport Economics and Policy, University of Bath, vol. 41(3), pages 317-343, September.
    38. Angang Hu & Shenglong Liu, 2010. "Transportation, Economic Growth and Spillover Effects: The Conclusion Based on the Spatial Econometric Model," Frontiers of Economics in China-Selected Publications from Chinese Universities, Higher Education Press, vol. 5(2), pages 169-186, June.
    39. Jean-François Arvis & Gaël Raballand & Jean-François Marteau, 2010. "The Cost of Being Landlocked : Logistics Costs and Supply Chain Reliability," World Bank Publications - Books, The World Bank Group, number 2489.
    40. John G. Fernald, 1999. "Roads to Prosperity? Assessing the Link between Public Capital and Productivity," American Economic Review, American Economic Association, vol. 89(3), pages 619-638, June.
    41. Jeffrey P. Cohen & Catherine J. Morrison Paul, 2004. "Public Infrastructure Investment, Interstate Spatial Spillovers, and Manufacturing Costs," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 551-560, May.
    42. Canning, David, 1999. "Infrastructure's contribution to aggregate output," Policy Research Working Paper Series 2246, The World Bank.
    43. Rosina Moreno & Enrique López-Bazo, 2007. "Returns to Local and Transport Infrastructure under Regional Spillovers," International Regional Science Review, , vol. 30(1), pages 47-71, January.
    44. Diego Puga, 2002. "European regional policies in light of recent location theories," Journal of Economic Geography, Oxford University Press, vol. 2(4), pages 373-406, October.
    45. Mercedes Gumbau Albert & Joaquín Maudos Villarroya & Pedro Cantos, 2002. "Transport Infrastructures And Regional Growth: Evidence Of The Spanish Case," Working Papers. Serie EC 2002-27, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    46. Garcia-Mila, Teresa & McGuire, Therese J & Porter, Robert H, 1996. "The Effect of Public Capital in State-Level Production Functions Reconsidered," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 177-180, February.
    47. Evans, Paul & Karras, Georgios, 1994. "Are Government Activities Productive? Evidence from a Panel of U.S. States," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 1-11, February.
    48. Gilles Duranton & Matthew A. Turner, 2012. "Urban Growth and Transportation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(4), pages 1407-1440.
    49. Arbués, Pelayo & Baños, José F. & Mayor, Matías, 2015. "The spatial productivity of transportation infrastructure," Transportation Research Part A: Policy and Practice, Elsevier, vol. 75(C), pages 166-177.
    50. Leah M. Cook & Alicia H. Munnell, 1990. "How does public infrastructure affect regional economic performance?," New England Economic Review, Federal Reserve Bank of Boston, issue Sep, pages 11-33.
    51. Benjamin Faber, 2014. "Trade Integration, Market Size, and Industrialization: Evidence from China's National Trunk Highway System," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(3), pages 1046-1070.
    52. Kelejian, Harry H. & Prucha, Ingmar R., 2004. "Estimation of simultaneous systems of spatially interrelated cross sectional equations," Journal of Econometrics, Elsevier, vol. 118(1-2), pages 27-50.
    53. Banerjee, Abhijit & Duflo, Esther & Qian, Nancy, 2020. "On the road: Access to transportation infrastructure and economic growth in China," Journal of Development Economics, Elsevier, vol. 145(C).
    54. Álvarez, Inmaculada C. & Barbero, Javier & Zofío, José L., 2016. "A spatial autoregressive panel model to analyze road network spillovers on production," Transportation Research Part A: Policy and Practice, Elsevier, vol. 93(C), pages 83-92.
    55. Doll, Christopher N.H. & Muller, Jan-Peter & Morley, Jeremy G., 2006. "Mapping regional economic activity from night-time light satellite imagery," Ecological Economics, Elsevier, vol. 57(1), pages 75-92, April.
    56. Harry H. Kelejian & Dennis P. Robinson, 1997. "Infrastructure Productivity Estimation And Its Underlying Econometric Specifications: A Sensitivity Analysis," Papers in Regional Science, Wiley Blackwell, vol. 76(1), pages 115-131, January.
    57. Charles Moss, 2000. "Estimation of the Cobb-Douglas with zero input levels: bootstrapping and substitution," Applied Economics Letters, Taylor & Francis Journals, vol. 7(10), pages 677-679.
    58. James P. LeSage & R. Kelley Pace, 2014. "The Biggest Myth in Spatial Econometrics," Econometrics, MDPI, vol. 2(4), pages 1-33, December.
    59. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    60. Ana Condeço-Melhorado & Aura Reggiani & Javier Gutiérrez (ed.), 2014. "Accessibility and Spatial Interaction," Books, Edward Elgar Publishing, number 15267.
    61. Joseph Berechman & Dilruba Ozmen & Kaan Ozbay, 2006. "Empirical analysis of transportation investment and economic development at state, county and municipality levels," Transportation, Springer, vol. 33(6), pages 537-551, November.
    62. Jetpan Wetwitoo & Hironori Kato, 2017. "Inter-regional transportation and economic productivity: a case study of regional agglomeration economies in Japan," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 59(2), pages 321-344, September.
    63. Nathaniel Baum-Snow & Loren Brandt & J. Vernon Henderson & Matthew A. Turner & Qinghua Zhang, 2016. "Highways, Market Access and Urban Growth in China," SERC Discussion Papers 0200, Centre for Economic Performance, LSE.
    64. Addison,Douglas M. & Stewart,Benjamin P., 2015. "Nighttime lights revisited : the use of nighttime lights data as a proxy for economic variables," Policy Research Working Paper Series 7496, The World Bank.
    65. Keola, Souknilanh & Andersson, Magnus & Hall, Ola, 2015. "Monitoring Economic Development from Space: Using Nighttime Light and Land Cover Data to Measure Economic Growth," World Development, Elsevier, vol. 66(C), pages 322-334.
    66. William F. Laurance & Gopalasamy Reuben Clements & Sean Sloan & Christine S. O’Connell & Nathan D. Mueller & Miriam Goosem & Oscar Venter & David P. Edwards & Ben Phalan & Andrew Balmford & Rodney Van, 2014. "A global strategy for road building," Nature, Nature, vol. 513(7517), pages 229-232, September.
    67. Ozbay, Kaan & Ozmen-Ertekin, Dilruba & Berechman, Joseph, 2007. "Contribution of transportation investments to county output," Transport Policy, Elsevier, vol. 14(4), pages 317-329, July.
    68. Brian Sloboda & Vincent Yao, 2008. "Interstate spillovers of private capital and public spending," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 42(3), pages 505-518, September.
    69. Holl, Adelheid, 2016. "Highways and productivity in manufacturing firms," Journal of Urban Economics, Elsevier, vol. 93(C), pages 131-151.
    70. Adelheid Holl, 2012. "Market potential and firm-level productivity in Spain," Journal of Economic Geography, Oxford University Press, vol. 12(6), pages 1191-1215, November.
    71. Jonathan Eaton & Samuel Kortum, 2002. "Technology, Geography, and Trade," Econometrica, Econometric Society, vol. 70(5), pages 1741-1779, September.
    72. Mark Roberts & Martin Melecky & Théophile Bougna & Yan (Sarah) Xu, 2020. "Transport corridors and their wider economic benefits: A quantitative review of the literature," Journal of Regional Science, Wiley Blackwell, vol. 60(2), pages 207-248, March.
    73. Barilla, David & Carlucci, Fabio & Cirà, Andrea & Ioppolo, Giuseppe & Siviero, Lucio, 2020. "Total factor logistics productivity: A spatial approach to the Italian regions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 136(C), pages 205-222.
    74. Jan K. Brueckner, 2003. "Strategic Interaction Among Governments: An Overview of Empirical Studies," International Regional Science Review, , vol. 26(2), pages 175-188, April.
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