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Infrastructure, services, and smallholder income growth: evidence from Kenyan panel data

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  • Chamberlin, Jordan

Abstract

This essay investigates the relationship between rural household income growth and access to electricity, extension services and roads. Following Dercon et al (2009), I outline a household income growth model that includes access to these public goods as growth conditioners. I estimate the model using panel data on Kenyan smallholders covering the period 2000-2010. I find that the expansion of electricity, feeder roads and agricultural extension services are all important conditioners. Access to agricultural extension services has a particularly strong impact on growth. As an extension of the growth model, I investigate whether spatial spillovers in public goods exist and to what extent these spillovers contribute to household growth. I find strong evidence of spatial dependence in the growth process. Specification tests support a spatial Durbin model which allows for both endogenous spatial dependence in outcomes and exogenous spatial dependence through access conditions in neighboring areas. Direct and indirect spatial spillover effects have the greatest impact through feeder roads, suggesting that conventional (non-spatial) estimates of partial effects may be particularly prone to downward bias. Results from this study also indicate the importance of rural services and electricity to household growth outcomes, suggesting that studies of rural infrastructure which focus exclusively on road networks will miss important dimensions of rural accessibility and economic remoteness.

Suggested Citation

  • Chamberlin, Jordan, 2013. "Infrastructure, services, and smallholder income growth: evidence from Kenyan panel data," 2013 Fourth International Conference, September 22-25, 2013, Hammamet, Tunisia 161269, African Association of Agricultural Economists (AAAE).
  • Handle: RePEc:ags:aaae13:161269
    DOI: 10.22004/ag.econ.161269
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    1. Kelejian, Harry H & Prucha, Ingmar R, 1998. "A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 99-121, July.
    2. Kelejian, Harry H & Prucha, Ingmar R, 1999. "A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(2), pages 509-533, May.
    3. Timothy G. Conley & Christopher R. Udry, 2010. "Learning about a New Technology: Pineapple in Ghana," American Economic Review, American Economic Association, vol. 100(1), pages 35-69, March.
    4. Hollis Chenery† & T.N. Srinivasan (ed.), 1988. "Handbook of Development Economics," Handbook of Development Economics, Elsevier, edition 1, volume 1, number 1.
    5. Stefan Dercon & Daniel O. Gilligan & John Hoddinott & Tassew Woldehanna, 2009. "The Impact of Agricultural Extension and Roads on Poverty and Consumption Growth in Fifteen Ethiopian Villages," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(4), pages 1007-1021.
    6. Oriana Bandiera & Imran Rasul, 2006. "Social Networks and Technology Adoption in Northern Mozambique," Economic Journal, Royal Economic Society, vol. 116(514), pages 869-902, October.
    7. Alene, Arega D. & Manyong, V.M. & Omanya, G. & Mignouna, H.D. & Bokanga, M. & Odhiambo, G., 2008. "Smallholder market participation under transactions costs: Maize supply and fertilizer demand in Kenya," Food Policy, Elsevier, vol. 33(4), pages 318-328, August.
    8. 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.
    9. Franzese, Robert J. & Hays, Jude C., 2007. "Spatial Econometric Models of Cross-Sectional Interdependence in Political Science Panel and Time-Series-Cross-Section Data," Political Analysis, Cambridge University Press, vol. 15(2), pages 140-164, April.
    10. Kelejian, Harry H. & Prucha, Ingmar R., 2010. "Specification and estimation of spatial autoregressive models with autoregressive and heteroskedastic disturbances," Journal of Econometrics, Elsevier, vol. 157(1), pages 53-67, July.
    11. J. Paul Elhorst, 2014. "Dynamic Spatial Panels: Models, Methods and Inferences," SpringerBriefs in Regional Science, in: Spatial Econometrics, edition 127, chapter 0, pages 95-119, Springer.
    12. Won Kim, Chong & Phipps, Tim T. & Anselin, Luc, 2003. "Measuring the benefits of air quality improvement: a spatial hedonic approach," Journal of Environmental Economics and Management, Elsevier, vol. 45(1), pages 24-39, January.
    13. Minten, Bart & Randrianarison, Lalaina & Swinnen, Johan F.M., 2009. "Global Retail Chains and Poor Farmers: Evidence from Madagascar," World Development, Elsevier, vol. 37(11), pages 1728-1741, November.
    14. Chamberlin, Jordan & Jayne, Thomas S., 2009. "Has Kenyan Farmers’ Access to Markets and Services Improved? Panel Survey Evidence, 1997-2007," Food Security Collaborative Working Papers 58545, Michigan State University, Department of Agricultural, Food, and Resource Economics.
    15. Anselin, Luc & Bera, Anil K. & Florax, Raymond & Yoon, Mann J., 1996. "Simple diagnostic tests for spatial dependence," Regional Science and Urban Economics, Elsevier, vol. 26(1), pages 77-104, February.
    16. Millo, Giovanni & Piras, Gianfranco, 2012. "splm: Spatial Panel Data Models in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 47(i01).
    17. Nigel Key & Elisabeth Sadoulet & Alain De Janvry, 2000. "Transactions Costs and Agricultural Household Supply Response," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 82(2), pages 245-259.
    18. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    19. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    20. Jan Mutl & Michael Pfaffermayr, 2011. "The Hausman test in a Cliff and Ord panel model," Econometrics Journal, Royal Economic Society, vol. 14, pages 48-76, February.
    21. Deichmann, Uwe & Shilpi, Forhad & Vakis, Renos, 2009. "Urban Proximity, Agricultural Potential and Rural Non-farm Employment: Evidence from Bangladesh," World Development, Elsevier, vol. 37(3), pages 645-660, March.
    22. Barrett, Christopher B., 2008. "Smallholder market participation: Concepts and evidence from eastern and southern Africa," Food Policy, Elsevier, vol. 33(4), pages 299-317, August.
    23. Harry Kelejian, 2008. "A spatial J-test for model specification against a single or a set of non-nested alternatives," Letters in Spatial and Resource Sciences, Springer, vol. 1(1), pages 3-11, April.
    24. Minten, Bart & Kyle, Steven, 1999. "The effect of distance and road quality on food collection, marketing margins, and traders' wages: evidence from the former Zaire," Journal of Development Economics, Elsevier, vol. 60(2), pages 467-495, December.
    25. Langyintuo, Augustine S. & Mekuria, Mulugetta, 2008. "Assessing the influence of neighborhood effects on the adoption of improved agricultural technologies in developing agriculture," African Journal of Agricultural and Resource Economics, African Association of Agricultural Economists, vol. 2(2), pages 1-19, August.
    26. Arega, D.A. & Manyong, Victor M. & Omanya, G. & Mignouna, H.D. & Bokanga, M. & Odhiambo, George D., 2008. "Smallholder marketed surplus and input use under transactions costs: maize supply and fertilizer demand in Kenya," 2007 Second International Conference, August 20-22, 2007, Accra, Ghana 52074, African Association of Agricultural Economists (AAAE).
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