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What’s So Spatial about Diversification in Nigeria?

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  • Corral, Paul
  • Radchenko, Natalia

Abstract

Many households in developing countries allocate their productive assets among various income generating activities in order to develop a portfolio of income from occupations with different degrees of risk, expected returns and seasonal and liquidity constraints. The push and pull factors influencing diversification decisions of households are widely discussed in the literature; however, no study to date has taken into account spatial interdependence of household decisions in spite of various channels of neighborhood effects such as information flow, learning from others, social networks and agglomeration economies. This paper fills in the gap by incorporating spatial dependence in the choice model of diversification using a spatial auto-regressive probit model and an advanced Bayesian strategy to its estimation.

Suggested Citation

  • Corral, Paul & Radchenko, Natalia, 2017. "What’s So Spatial about Diversification in Nigeria?," World Development, Elsevier, vol. 95(C), pages 231-253.
    • Handle: RePEc:eee:wdevel:v:95:y:2017:i:c:p:231-253
    DOI: 10.1016/j.worlddev.2017.02.028
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    as
    1. Loomis, John B. & Mueller, Julie M., 2013. "A Spatial Probit Modeling Approach to Account for Spatial Spillover Effects in Dicotomous Choice Contingent Valuation Surveys," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 45(1), pages 1-11, February.
    2. Escobal, Javier, 2001. "The Determinants of Nonfarm Income Diversification in Rural Peru," World Development, Elsevier, vol. 29(3), pages 497-508, March.
    3. Garth Holloway & Ma. Lucila A. Lapar, 2007. "How Big is Your Neighbourhood? Spatial Implications of Market Participation Among Filipino Smallholders," Journal of Agricultural Economics, Wiley Blackwell, vol. 58(1), pages 37-60, February.
    4. Canagarajah, S. & Newman, C. & Bhattamishra, R., 2001. "Non-farm income, gender, and inequality: evidence from rural Ghana and Uganda," Food Policy, Elsevier, vol. 26(4), pages 405-420, August.
    5. Paul Andres Corral Rodas & Vasco Molini & Gbemisola Oseni, 2019. "No Condition is Permanent: Middle Class in Nigeria in the Last Decade," Journal of Development Studies, Taylor & Francis Journals, vol. 55(2), pages 294-310, February.
    6. Raja Chakir & Olivier Parent, 2009. "Determinants of land use changes: A spatial multinomial probit approach," Papers in Regional Science, Wiley Blackwell, vol. 88(2), pages 327-344, June.
    7. Babatunde, Raphael O. & Qaim, Matin, 2010. "Impact of off-farm income on food security and nutrition in Nigeria," Food Policy, Elsevier, vol. 35(4), pages 303-311, August.
    8. Woldenhanna, T. & Oskam, A., 2001. "Income diversification and entry barriers: evidence from the Tigray region of northern Ethiopia," Food Policy, Elsevier, vol. 26(4), pages 351-365, August.
    9. Winters, Paul & Davis, Benjamin & Carletto, Gero & Covarrubias, Katia & Quiñones, Esteban J. & Zezza, Alberto & Azzarri, Carlo & Stamoulis, Kostas, 2009. "Assets, Activities and Rural Income Generation: Evidence from a Multicountry Analysis," World Development, Elsevier, vol. 37(9), pages 1435-1452, September.
    10. Garth Holloway & Donald Lacombe & James P. LeSage, 2007. "Spatial Econometric Issues for Bio‐Economic and Land‐Use Modelling," Journal of Agricultural Economics, Wiley Blackwell, vol. 58(3), pages 549-588, September.
    11. 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.
    12. Benjamin Davis & Paul Winters & Thomas Reardon & Kostas Stamoulis, 2009. "Rural nonfarm employment and farming: household‐level linkages," Agricultural Economics, International Association of Agricultural Economists, vol. 40(2), pages 119-123, March.
    13. Edward L. Glaeser, 2010. "Introduction to "Agglomeration Economics"," NBER Chapters, in: Agglomeration Economics, pages 1-14, National Bureau of Economic Research, Inc.
    14. Yiyi Wang & Kara Kockelman & Paul Damien, 2014. "A spatial autoregressive multinomial probit model for anticipating land-use change in Austin, Texas," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 52(1), pages 251-278, January.
    15. Bernardin Senadza, 2012. "Non-farm Income Diversification in Rural Ghana: Patterns and Determinants," African Development Review, African Development Bank, vol. 24(3), pages 233-244, September.
    16. Alessandro De Pinto & Gerald C. Nelson, 2007. "Modelling Deforestation and Land‐Use Change: Sparse Data Environments," Journal of Agricultural Economics, Wiley Blackwell, vol. 58(3), pages 502-516, September.
    17. Liu, Zhen & Lan, Jing, 2015. "The Sloping Land Conversion Program in China: Effect on the Livelihood Diversification of Rural Households," World Development, Elsevier, vol. 70(C), pages 147-161.
    18. Edward L. Glaeser, 2010. "Agglomeration Economics," NBER Books, National Bureau of Economic Research, Inc, number glae08-1, June.
    19. Deon Filmer & Lant Pritchett, 2001. "Estimating Wealth Effects Without Expenditure Data—Or Tears: An Application To Educational Enrollments In States Of India," Demography, Springer;Population Association of America (PAA), vol. 38(1), pages 115-132, February.
    20. James P. LeSage & R. Kelley Pace, 2014. "The Biggest Myth in Spatial Econometrics," Econometrics, MDPI, vol. 2(4), pages 1-33, December.
    21. Barrett, C. B. & Reardon, T. & Webb, P., 2001. "Nonfarm income diversification and household livelihood strategies in rural Africa: concepts, dynamics, and policy implications," Food Policy, Elsevier, vol. 26(4), pages 315-331, August.
    22. Gunnar Breustedt & Hendrik Habermann, 2011. "The Incidence of EU Per‐Hectare Payments on Farmland Rental Rates: A Spatial Econometric Analysis of German Farm‐Level Data," Journal of Agricultural Economics, Wiley Blackwell, vol. 62(1), pages 225-243, February.
    23. Gbemisola Oseni & Paul Winters, 2009. "Rural nonfarm activities and agricultural crop production in Nigeria," Agricultural Economics, International Association of Agricultural Economists, vol. 40(2), pages 189-201, March.
    24. Gbemisola Oseni & Paul Corral & Markus Goldstein & Paul Winters, 2015. "Explaining gender differentials in agricultural production in Nigeria," Agricultural Economics, International Association of Agricultural Economists, vol. 46(3), pages 285-310, May.
    25. de Janvry, Alain & Sadoulet, Elisabeth & Zhu, Nong, 2005. "The Role of Non-Farm Incomes in Reducing Rural Poverty and Inequality in China," CUDARE Working Papers 25043, University of California, Berkeley, Department of Agricultural and Resource Economics.
    26. Michael Brady & Elena Irwin, 2011. "Accounting for Spatial Effects in Economic Models of Land Use: Recent Developments and Challenges Ahead," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 48(3), pages 487-509, March.
    27. Eva Schmidtner & Christian Lippert & Barbara Engler & Anna Maria Häring & Jaochim Aurbacher & Stephan Dabbert, 2012. "Spatial distribution of organic farming in Germany: does neighbourhood matter?," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 39(4), pages 661-683, September.
    28. Case, Anne, 1992. "Neighborhood influence and technological change," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 491-508, September.
    29. Bin Zhou & Kara Kockelman, 2008. "Neighborhood impacts on land use change: a multinomial logit model of spatial relationships," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 42(2), pages 321-340, June.
    30. Kurt J. Beron & Wim P. M. Vijverberg, 2004. "Probit in a Spatial Context: A Monte Carlo Analysis," Advances in Spatial Science, in: Luc Anselin & Raymond J. G. M. Florax & Sergio J. Rey (ed.), Advances in Spatial Econometrics, chapter 8, pages 169-195, Springer.
    31. Anping Chen & Marlon Boarnet & Mark Partridge & Raffaella Calabrese & Johan A. Elkink, 2014. "Estimators Of Binary Spatial Autoregressive Models: A Monte Carlo Study," Journal of Regional Science, Wiley Blackwell, vol. 54(4), pages 664-687, September.
    32. Barrett, Christopher B. & Bezuneh, Mesfin & Aboud, Abdillahi, 2001. "Income diversification, poverty traps and policy shocks in Cote d'Ivoire and Kenya," Food Policy, Elsevier, vol. 26(4), pages 367-384, August.
    33. Pinkse, Joris & Slade, Margaret E., 1998. "Contracting in space: An application of spatial statistics to discrete-choice models," Journal of Econometrics, Elsevier, vol. 85(1), pages 125-154, July.
    34. Lanjouw, Peter, 2001. "Nonfarm Employment and Poverty in Rural El Salvador," World Development, Elsevier, vol. 29(3), pages 529-547, March.
    35. Lucia Breierova & Esther Duflo, 2003. "The Impact of Education on Fertility and Child Mortality: Do Fathers Really Matter Less Than Mothers?," OECD Development Centre Working Papers 217, OECD Publishing.
    36. Holloway, Garth & Shankar, Bhavani & Rahman, Sanzidur, 2002. "Bayesian spatial probit estimation: a primer and an application to HYV rice adoption," Agricultural Economics, Blackwell, vol. 27(3), pages 383-402, November.
    37. Klier, Thomas & McMillen, Daniel P, 2008. "Clustering of Auto Supplier Plants in the United States," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 460-471.
    38. Assaad, Ragui & Krafft, Caroline, 2014. "The economics of marriage in North Africa," WIDER Working Paper Series 067, World Institute for Development Economic Research (UNU-WIDER).
    39. Abdulai, Awudu & CroleRees, Anna, 2001. "Determinants of income diversification amongst rural households in Southern Mali," Food Policy, Elsevier, vol. 26(4), pages 437-452, August.
    40. Bernardin Senadza, 2012. "Non-farm Income Diversification in Rural Ghana: Patterns and Determinants," African Development Review, African Development Bank, vol. 24(3), pages 233-244.
    41. Mark M. Fleming, 2004. "Techniques for Estimating Spatially Dependent Discrete Choice Models," Advances in Spatial Science, in: Luc Anselin & Raymond J. G. M. Florax & Sergio J. Rey (ed.), Advances in Spatial Econometrics, chapter 7, pages 145-168, Springer.
    42. Babatunde, Raphael O. & Qaim, Matin, 2010. "Impact of Off-farm Income on Food Security and Nutrition in Nigeria," 2010 AAAE Third Conference/AEASA 48th Conference, September 19-23, 2010, Cape Town, South Africa 97332, African Association of Agricultural Economists (AAAE).
    43. Edward Miguel & Shanker Satyanath & Ernest Sergenti, 2004. "Economic Shocks and Civil Conflict: An Instrumental Variables Approach," Journal of Political Economy, University of Chicago Press, vol. 112(4), pages 725-753, August.
    44. Florencia Torche, 2010. "Educational assortative mating and economic inequality: A comparative analysis of three Latin American countries," Demography, Springer;Population Association of America (PAA), vol. 47(2), pages 481-502, May.
    45. Corral, Leonardo & Reardon, Thomas, 2001. "Rural Nonfarm Incomes in Nicaragua," World Development, Elsevier, vol. 29(3), pages 427-442, March.
    46. Awudu Abdulai & Christopher L. Delgado, 1999. "Determinants of Nonfarm Earnings of Farm-Based Husbands and Wives in Northern Ghana," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 81(1), pages 117-130.
    47. Nelson, Gerald C., 2002. "Introduction to the special issue on spatial analysis for agricultural economists," Agricultural Economics, Blackwell, vol. 27(3), pages 197-200, November.
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    3. Véronique Sophie Ávila-Foucat & Daniel Revollo-Fernández & Carolina Navarrete, 2021. "Determinants of Livelihood Diversification: The Case of Community-Based Ecotourism in Oaxaca, Mexico," Sustainability, MDPI, vol. 13(20), pages 1-17, October.

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