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Spatial Autocorrelation Panel Regression: Agricultural Production and Transport Connectivity

Author

Listed:
  • Atsushi Iimi

    (Transport Global Practice, World Bank Group)

  • Liangzhi You

    (International Food Policy Research Institute (IFPRI))

  • Ulrike Wood-Sichra

    (International Food Policy Research Institute (IFPRI))

Abstract

Transport infrastructure is an important determinant of agricultural productivity. Using various new spatial data, the paper measures different types of transport accessibility and estimates their impacts in Ethiopia. The paper takes advantage of a historical event that Ethiopia, a landlocked country, ceased freight rail operations connecting its capital and the main seaport in the late 2000s. Using the substantial changes in transport accessibility, the spatial autocorrelation panel regression is applied to show that the proximity to close markets and the access to the port are of particular importance for agricultural production. The elasticity is estimated at about −0.05 to −0.13, depending on type of accessibility. It is also found that there are considerable spillover effects that come from the spatial autocorrelation errors, meaning that crop production at one place is affected by its neighborhood environment, possibly including land fertility and weather conditions.

Suggested Citation

  • Atsushi Iimi & Liangzhi You & Ulrike Wood-Sichra, 2020. "Spatial Autocorrelation Panel Regression: Agricultural Production and Transport Connectivity," Networks and Spatial Economics, Springer, vol. 20(2), pages 529-547, June.
  • Handle: RePEc:kap:netspa:v:20:y:2020:i:2:d:10.1007_s11067-019-09489-y
    DOI: 10.1007/s11067-019-09489-y
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    1. Andrew Dillon, 2011. "Do Differences in the Scale of Irrigation Projects Generate Different Impacts on Poverty and Production?," Journal of Agricultural Economics, Wiley Blackwell, vol. 62(2), pages 474-492, June.
    2. Elbadawi, Ibrahim & Mengistae, Taye & Zeufack, Albert, 2006. "Market access, supplier access, and Africa's manufactured exports : an analysis of the role of geography and institutions," Policy Research Working Paper Series 3942, The World Bank.
    3. Atsushi Iimi & Haileysus Adamtei & James Markland & Eyasu Tsehaye, 2019. "Port rail connectivity and agricultural production: evidence from a large sample of farmers in Ethiopia," Journal of Applied Economics, Taylor & Francis Journals, vol. 22(1), pages 152-173, January.
    4. You, Liangzhi & Wood, Stanley & Wood-Sichra, Ulrike & Wu, Wenbin, 2014. "Generating global crop distribution maps: From census to grid," Agricultural Systems, Elsevier, vol. 127(C), pages 53-60.
    5. 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.
    6. Binswanger, Hans P. & Khandker, Shahidur R. & Rosenzweig, Mark R., 1993. "How infrastructure and financial institutions affect agricultural output and investment in India," Journal of Development Economics, Elsevier, vol. 41(2), pages 337-366, August.
    7. Ken Gwilliam, 2011. "Africa's Transport Infrastructure : Mainstreaming Maintenance and Management," World Bank Publications - Books, The World Bank Group, number 2275.
    8. Zenaida M Sumalde & Donald B. Villanueva & Valerien O Pede & Yolanda T Garcia & U-Primo E Rodriguez, 2017. "Assessment of Neighborhood and Spillover Effects on Technical Efficiency of Irrigated Rice Farmers," Asian Journal of Agriculture and Development, Southeast Asian Regional Center for Graduate Study and Research in Agriculture (SEARCA), vol. 14(2), pages 103-125, December.
    9. You, Liangzhi & Wood, Stanley, 2006. "An entropy approach to spatial disaggregation of agricultural production," Agricultural Systems, Elsevier, vol. 90(1-3), pages 329-347, October.
    10. Zhiying Xu & Zhengfei Guan & T.S. Jayne & Roy Black, 2009. "Factors influencing the profitability of fertilizer use on maize in Zambia," Agricultural Economics, International Association of Agricultural Economists, vol. 40(4), pages 437-446, July.
    11. Khandker, Shahidur R. & Koolwal, Gayatri B., 2011. "Estimating the long-term impacts of rural roads : a dynamic panel approach," Policy Research Working Paper Series 5867, The World Bank.
    12. 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).
    13. Shahidur R. Khandker & Zaid Bakht & Gayatri B. Koolwal, 2009. "The Poverty Impact of Rural Roads: Evidence from Bangladesh," Economic Development and Cultural Change, University of Chicago Press, vol. 57(4), pages 685-722, July.
    14. Paul Dorosh & Hyoung Gun Wang & Liangzhi You & Emily Schmidt, 2012. "Road connectivity, population, and crop production in Sub‐Saharan Africa," Agricultural Economics, International Association of Agricultural Economists, vol. 43(1), pages 89-103, January.
    15. Datta, Saugato, 2012. "The impact of improved highways on Indian firms," Journal of Development Economics, Elsevier, vol. 99(1), pages 46-57.
    16. Brenton, Paul & Portugal-Perez, Alberto & Regolo, Julie, 2014. "Food prices, road infrastructure, and market integration in Central and Eastern Africa," Policy Research Working Paper Series 7003, The World Bank.
    17. World Bank, 2009. "Geography in Motion: World Development Report 2009 (excerpt)," Transnational Corporations Review, Ottawa United Learning Academy, vol. 1(3), pages 40-46, September.
    18. Zhong, Shaopeng & Bushell, Max, 2017. "Built environment and potential job accessibility effects of road pricing: A spatial econometric perspective," Journal of Transport Geography, Elsevier, vol. 60(C), pages 98-109.
    19. Lall, Somik V. & Mengistae, Taye, 2005. "The impact of business environment and economic geography on plant-level productivity : an analysis of Indian industry," Policy Research Working Paper Series 3664, The World Bank.
    20. David M. Drukker & Ingmar Prucha & Rafal Raciborski, 2013. "Maximum likelihood and generalized spatial two-stage least-squares estimators for a spatial-autoregressive model with spatial-autoregressive disturbances," Stata Journal, StataCorp LP, vol. 13(2), pages 221-241, June.
    21. You, Liangzhi & Wood, Stanley & Wood-Sichra, Ulrike, 2009. "Generating plausible crop distribution maps for Sub-Saharan Africa using a spatially disaggregated data fusion and optimization approach," Agricultural Systems, Elsevier, vol. 99(2-3), pages 126-140, February.
    22. Claudio Bravo-Ortega & Daniel Lederman, 2004. "Agricultural productivity and its determinants: revisiting international experiences," Estudios de Economia, University of Chile, Department of Economics, vol. 31(2 Year 20), pages 133-163, December.
    23. Pedro V. Amaral & Luc Anselin, 2014. "Finite sample properties of Moran's I test for spatial autocorrelation in tobit models," Papers in Regional Science, Wiley Blackwell, vol. 93(4), pages 773-781, November.
    24. George E. Battese, 1997. "A Note On The Estimation Of Cobb‐Douglas Production Functions When Some Explanatory Variables Have Zero Values," Journal of Agricultural Economics, Wiley Blackwell, vol. 48(1‐3), pages 250-252, January.
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    Cited by:

    1. Atsushi Iimi, 2022. "Agriculture Production and Transport Connectivity: Evidence from Mozambique," Journal of Development Studies, Taylor & Francis Journals, vol. 58(12), pages 2483-2502, December.
    2. Huang, Danyang & Hu, Wei & Jing, Bingyi & Zhang, Bo, 2023. "Grouped spatial autoregressive model," Computational Statistics & Data Analysis, Elsevier, vol. 178(C).

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    More about this item

    Keywords

    Spatial autoregressive model; Agriculture production; Transport infrastructure;
    All these keywords.

    JEL classification:

    • H54 - Public Economics - - National Government Expenditures and Related Policies - - - Infrastructures
    • H41 - Public Economics - - Publicly Provided Goods - - - Public Goods
    • Q12 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Micro Analysis of Farm Firms, Farm Households, and Farm Input Markets
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C34 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Truncated and Censored Models; Switching Regression Models

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