An economic analysis of participation in credit market and credit rationing among farmers in Kano State, Nigeria

Apart from providing fertilizer and machineries, agricultural credit provides access to all other resources, which may lead to remarkable improvement in output. However, due to lack of farm credit, agricultural production particularly in Kano-State, Nigeria does not significantly improve over the ye...

Full description

Saved in:
Bibliographic Details
Main Author: Kofarmata, Ibrahim Yusuf
Format: Thesis
Language:eng
eng
Published: 2016
Subjects:
Online Access:https://etd.uum.edu.my/6220/1/s95480_01.pdf
https://etd.uum.edu.my/6220/2/s95480_02.pdf
Tags: Add Tag
No Tags, Be the first to tag this record!
id my-uum-etd.6220
record_format uketd_dc
institution Universiti Utara Malaysia
collection UUM ETD
language eng
eng
advisor Applanaidu, Shri Dewi
Hassan, Sallahuddin
topic HC Economic History and Conditions
HG Finance
spellingShingle HC Economic History and Conditions
HG Finance
Kofarmata, Ibrahim Yusuf
An economic analysis of participation in credit market and credit rationing among farmers in Kano State, Nigeria
description Apart from providing fertilizer and machineries, agricultural credit provides access to all other resources, which may lead to remarkable improvement in output. However, due to lack of farm credit, agricultural production particularly in Kano-State, Nigeria does not significantly improve over the years. Therefore, this study aims at estimating the demographic and socio-economic indicators that are responsible for influencing farmers’ decision to participate in credit market and factors that constraint them from accessing the farm credit. Micro data is used in this study involving 835 households and 45 microfinance banks, respectively. The result of the logistic model reveals that commercial farming, credit information, neighbourhood credit participation, traditional title and possession of radio and television relate positively to the credit market participation whereas a negative impact is noticed on the application of traditional tools. Similarly, results from the discrete choice models show that farmers who are either being engaged in subsistence farming or trading have a significant effect on the choice of credit market and credit rationing with the greatest impacts found on the farm profit and farmers’ location. Moreover, the result of the partial proportional odds model indicates that the amount of credit received by farmers shows a positive relationship on irrigation, vehicle, farm record, number of creditors, financial literacy and location, albeit negatively related to subsistence farming. Even though proximity to lenders seems to play a role in credit supply equation, creditworthiness in general and its staff in particular are even more important. In conclusion, this research attests that poorer farmers are more likely to be excluded from the credit market than better‐off households. Consequently, the finding in the credit market model recommends that there is need to build trust, encourage commercial farming, apply modern farming tools, strengthen property rights and increase financial literacy among farmers
format Thesis
qualification_name Ph.D.
qualification_level Doctorate
author Kofarmata, Ibrahim Yusuf
author_facet Kofarmata, Ibrahim Yusuf
author_sort Kofarmata, Ibrahim Yusuf
title An economic analysis of participation in credit market and credit rationing among farmers in Kano State, Nigeria
title_short An economic analysis of participation in credit market and credit rationing among farmers in Kano State, Nigeria
title_full An economic analysis of participation in credit market and credit rationing among farmers in Kano State, Nigeria
title_fullStr An economic analysis of participation in credit market and credit rationing among farmers in Kano State, Nigeria
title_full_unstemmed An economic analysis of participation in credit market and credit rationing among farmers in Kano State, Nigeria
title_sort economic analysis of participation in credit market and credit rationing among farmers in kano state, nigeria
granting_institution Universiti Utara Malaysia
granting_department School of Economics, Finance & Banking
publishDate 2016
url https://etd.uum.edu.my/6220/1/s95480_01.pdf
https://etd.uum.edu.my/6220/2/s95480_02.pdf
_version_ 1747828039378534400
spelling my-uum-etd.62202021-04-05T03:14:27Z An economic analysis of participation in credit market and credit rationing among farmers in Kano State, Nigeria 2016 Kofarmata, Ibrahim Yusuf Applanaidu, Shri Dewi Hassan, Sallahuddin School of Economics, Finance & Banking School of Economics, Finance and Banking HC Economic History and Conditions HG Finance Apart from providing fertilizer and machineries, agricultural credit provides access to all other resources, which may lead to remarkable improvement in output. However, due to lack of farm credit, agricultural production particularly in Kano-State, Nigeria does not significantly improve over the years. Therefore, this study aims at estimating the demographic and socio-economic indicators that are responsible for influencing farmers’ decision to participate in credit market and factors that constraint them from accessing the farm credit. Micro data is used in this study involving 835 households and 45 microfinance banks, respectively. The result of the logistic model reveals that commercial farming, credit information, neighbourhood credit participation, traditional title and possession of radio and television relate positively to the credit market participation whereas a negative impact is noticed on the application of traditional tools. Similarly, results from the discrete choice models show that farmers who are either being engaged in subsistence farming or trading have a significant effect on the choice of credit market and credit rationing with the greatest impacts found on the farm profit and farmers’ location. Moreover, the result of the partial proportional odds model indicates that the amount of credit received by farmers shows a positive relationship on irrigation, vehicle, farm record, number of creditors, financial literacy and location, albeit negatively related to subsistence farming. Even though proximity to lenders seems to play a role in credit supply equation, creditworthiness in general and its staff in particular are even more important. In conclusion, this research attests that poorer farmers are more likely to be excluded from the credit market than better‐off households. Consequently, the finding in the credit market model recommends that there is need to build trust, encourage commercial farming, apply modern farming tools, strengthen property rights and increase financial literacy among farmers 2016 Thesis https://etd.uum.edu.my/6220/ https://etd.uum.edu.my/6220/1/s95480_01.pdf text eng public https://etd.uum.edu.my/6220/2/s95480_02.pdf text eng public Ph.D. doctoral Universiti Utara Malaysia Abideen, A., Huq, A., & Mydin, A. K. (2012). A measurement model of the determinants of financial exclusion among muslim micro-entrepreneurs in Ilorin. Journal of Islamic Finance, 1(1), 30–43. Acock, A. C. (2014). A gentle introduction to Stata (4th ed.). College Station, TX: Stata Press. Stata press. Acquah, H. D., & Addo, J. (2012). Socio-economic determinants of rice farmers’ loan size in shama, Ghana. American-Eurasian Journal of Agriculture and Environmental Science, 12(4), 516–520. Adams, D. W., Graham, D. H., & Von Pischke, J. D. (1984). Undermining rural development with cheap credit. Westview Press, Colorado. Adebayo, I. (2016). Dawanau: The story of Africa’s largest grain market. Daily Trust, 141693. Retrieved from http://www.dailytrust.com.ng. Adesina, A. (2013). FG Frets over Nigeria’s $11bn Annual Food Importation Bill. This day. http://www.thisdaylive.com/153381. Agbo, A. D. (2015). Why Nigerian Commodity Exchange should be re-positioned. Daily Trust, 118950. Retrieved from http://www.dailytrust.com.ng. Akanji, O. (2006). Microfinance as a strategy for poverty reduction. CBN Economic and Financial Review, 39(4), 1–20. Akanni, K. A. (2007). Effect of micro-finance on small scale poultry business in South Western Nigeria. Emirate Journal of Food Agriculture, 19(2), 38–47. Akoten, J. E., Sawada, Y., & Otsuka, K. (2006). The determinants of credit access and its impacts on micro and small enterprises: The case of garment producers in Kenya. Economic Development and Cultural Change, 54(4), 927–944. Akpan, S. B., Patrick, I. V, Udoka, S. J., Offiong, E. A., & Okon, U. E. (2013). Determinants of credit access and demand among poultry farmers in Akwa Ibom State, Nigeria. American Journal of Experimental Agriculture, 3(2), 293–307. Akram, W., Hussain, Z., Sial, M., & Hussain, I. (2008). Agricultural credit constraints and borrowing behavior of farmers in rural Punjab. European Journal of Scientific Research, 23(2), 294–304. Akram, W., Munir, S., Hashmi, M. H., & Saleem, R. (2012). Borrowing behavior towards institutional credit in Punjab: A case study of Faisalabad district. International Journal of Academic Research in Economics and Management Sciences, 1(5), 36–48. Akudugu, M. (2012). Estimation of the determinants of credit demand by farmers and supply by rural banks in Ghana’s Upper East Region. Asian Economic and Social Society, 2(2), 189–200. Akudugu, M. (2013). The determinants of financial inclusion in Western Africa: Insights from Ghana. Research Journal of Finance and Accounting, 4(8), 1–10. Alderman, H. (1996). Saving and economic shocks in rural Pakistan. Journal of Development Economics, 51(2), 343–365. Aliyu, M. A. (2010). Microeconometric analysis of the residential location decision: The case of Kano, Nigeria. Doctoral dissertation, School of Economics University of East Anglia, Norwich. Allee, K. D., & Yohn, T. L. (2009). The demand for financial statements in an unregulated environment: An examination of the production and use of financial statements by privately held small businesses. Accounting Review, 84(1), 1–25. Amao, J. O. (2013). Determinants of credit demand among arable crop farmers in Odo-Otin Local Government Area of Osun State , Nigeria. American-Eurasian Journal of Agricultural and Environmental Science, 13(10), 1382–1389. Amemiya, T. (1981). Qualitative response models: A survey. Journal of Economic Literature, 19(4), 1483–1536. Amemiya, T. (1984). Tobit models: A survey. Journal of Econometrics, 24(1-2), 3–61. Andrews, M. (2006). Microcredit and agriculture: How to make it work. Microfinance consultant MEDA (Mennonite Economic Development Associates), Canada, 1–34. Anthony, E. (2010). Agricultural credit and economic growth in Nigeria: An empirical analysis. Business and Economics Journal, 1–8. Anyanwu, C. M. (2004). Microfinance institutions in Nigeria: Policy, practice and potentials. Paper Presented at the G24 Workshop on “Constraints to Growth in Sub Saharan Africa,” Pretoria, South Africa, 1–31. Armendariz, A., & Morduch, J. (2010). The economics of microfinance (2nd ed.). Cambridge, Massachusetts: MIT Press. Aryeetey, E., Hettige, H., Nissanke, M., & Steel, W. (1997). Financial market fragmentation and reforms in Ghana, Malawi, Nigeria, and Tanzania. The World Bank Economic Review, 11(2), 195–218. Atieno, R. (1995). Institutiona credit and the efficiency of resource use among small scale farmers in Kenya. African Review of Money Finance and Banking, 1(2), 61–80. Atieno, R. (1997). Determinants of credit demand by smallholder farmers in Kenya: An empirical analysis. Journal of Agriculture in the Tropics and Subtropics, 98(1), 63–71. Atieno, R. (2001). Formal and informal institutions’ lending policies and access to credit by small-scale enterprises in Kenya: An empirical assessment. AERC Research Paper 111, African Economic Research Consortium, Nairobi. Avery, R. B. (1981). Estimating credit constraints by switching regression. In C. F. Manski & D. McFadden (Eds.), Structural Analysis of Discrete Data with Econometric Applications (pp. 1–42). Cambridge, Mass, U.S.A.: MIT Press. Awunyo-Vitor, D., & Abankwah, V. (2012). Substitutes or complements?: Formal and informal credit demand by maize farmers in Ashanti and Brong Ahafo regions of Ghana. International Journal of Agriculture and Forestry, 2(3), 105–112. Ayamga, M., Sarpong, D. B., & Asuming-Brempong, S. (2006). Factors influencing the decision to participate in micro-credit programme: An illustration for northern Ghana. Ghana Journal of Development Studies, 3(2), 57–65. Babalola, A., & Adenugba, A. (2011). Implications of Microfinancing on the Economy: The Nigerian Case, 1–8. Babatunde, J. (2012). Food and agricultural organisation urges government to create favourable investment climate for farmers. The Vanguard News Paper. Retrieved from http://www.vanguardngr.com. Bade, R., & Parkin, M. (2002). Foundations of macroeconomics. Pearson Education. Badiru, I. O. (2010). Review of small farmer access to agricultural credit in Nigeria. International Food Policy Research Institute, (25). Bakhshoodeh, M., & Karami, A. (2008). Determinants of poor accessibility to microcredits in rural Iran. International Conference on Applied Economics – ICOAE (pp. 67–71). Ballivian, M. A., & Sickles, R. C. (1994). Product diversification and attitudes toward risk in agricultural production. Journal of Productivity Analysis, 5(3), 271–286. Balogun, O. L., & Yusuf, S. A. (2011). Determinants of demand for microcredit among the rural households in South-Western States, Nigeria. Journal for Agriculture and Social Sciences, 7(2), 41–48. Bamiduro, J. A., & Gbadeyan, R. A. (2011). Small scale farming and agricultural products marketing for sustainable poverty alleviation in Nigeria. Canadian Social Science, 7(3), 125–132. Banerjee, A. V., & Duflo, E. (2014). Do firms want to borrow more? Testing credit constraints using a directed lending program. The Review of Economic Studies, 81(2), 572–607. Barau, A. S. (2006). An account of the high population in Kano State. Research and Documentation Directorate, Government House, Kano, 1–29. Barham, B. L., Boucher, S., & Carter, M. R. (1996). Credit constraints, credit unions, and small-scale producers in Guatemala. World Development, 24(5), 793–806. Barry, P., & Robison, L. J. (2001). Agricultural finance: Credit, credit constraints and Consequences. In Gardner, B. & Rausser, G. (Eds.), Hand Book of Agricultural Economics, 1A, (pp. 513–571). Barslund, M., & Tarp, F. (2008). Formal and informal rural credit in four provinces of Vietnam. Journal of Development Studies, 44(4), 485–503. Basu, S. (1997). Credit agencies are reluctant to lend to the rural poor: A theoretical analysis of the Indian rural credit market. World Development, 25(2), 267–280. Baydas, M. M., Meyer, R. L., & Aguilera-Alfred, N. (1994). Discrimination against women in formal credit markets: Reality or rhetoric? World Development, 22(7), 1073–1082. Beck, T., Demirgüç-Kunt, A., Laeven, L., & Maksimovic, V. (2006). The determinants of financing obstacles. Journal of International Money and Finance, 25(6), 932–952. Bell, C., Srinivasan, T. N., & Udry, C. (1997). Rationing, spillover, and interlinking in credit markets: The case of rural Punjab. Oxford Economic Papers, 49(4), 557–585. Bendig, M., Giesbert, L., & Steiner, S. (2009). Transformation in the process of globalisation savings, credit and insurance: Household demand for formal financial services in rura Ghana. GIGA Research Programme: Transformation in the Process of Globalisation, 94, 1–32. Besley, T. (1994). How do market failures justify interventions in rural credit markets? The World Bank Research Observer, 9(1), 27–47. Besley, T. (1995a). Nonmarket institutions for credit and risk sharing in low-income countries. The Journal of Economic Perspectives, 9(3), 115–127. Besley, T. (1995b). Savings, credit and insurance. In J. Behrman & T. N. Srinivasan, (Eds.), Handbook of Development conomics Volume 3A, North-Holland (pp. 2125–2210). Bhattacharya, S., Boot, A. W. A., & Thakor, A. V. (1998). The Economics of bank regulation. Journal of Money, Credit and Banking, 30(4), 745–770. Bigsten, A., Collier, P., & Dercon, S. (2003). Credit constraints in manufacturing enterprises in Africa. Journal of African Development Review, 12(1), 104–125. Binswanger, H., & Rosenzweig, M. R. (1986). Behavioural and material determinants of production relations in agriculture. The Journal of Developing Studies, 22(3), 503–539. Bird, S. R., & Sapp, S. G. (2004). Understanding the gender gap in small business success: Urban and rural comparisons. Gender and Society, 18(1), 5–28. Blancard, S., Boussemart, J. P., Briec, W., & Kerstens, K. (2006). Short-and long-run credit constraints in French agriculture: A directional distance function framework using expenditure-constrained profit functions. American Journal of Agricultural Economics, 88(2), 351–364. Boersch-Supan, A., & Lusardi, A. (2003). Saving: A cross-national perspective. In A. Boersch-Supan (Eds.), Life-cycle savings and public policy: A cross-national study in six countries (pp. 1-32). Public Policy: A Cross-National Study in Six Countries, 1–32. Bose, P. (1998). Formal–informal sector interaction in rural credit markets. Journal of Development Economics, 56(2), 265–280. Boucher, & Guirkinger, C. (2007). Credit constraints and productivity in Peruvian agriculture. Conference on Rural Finance Research: Moving Results into Policies and Practice, FAO, Rome, 1–22. Boucher, S. R., Carter, M. R., & Guirkinger, C. (2008). Risk rationing and wealth effects in credit markets: Theory and implications for agricultural development. American Journal of Agricultural Economics, 90(2), 409–423. Boucher, S. R., Guirkinger, C., & Trivelli, C. (2009). Direct elicitation of credit constraints: Conceptual and practical issues with an application to Peruvian agriculture. Economic Development and Cultural Change, 57(4), 609–640. Bouman, F. J. A. (1995). ROSCA: On the origin of the species. Savings and Development, 19(2), 117–148. Brant, R. (1990). Assessing proportionality in the proportional odds model for ordinal logistic regression. Biometrics, 46(4), 1171–1178. Bratkowski, A., Grosfeld, I., & Rostowski, J. (2000). Investment and finance in de novo private firms: Empirical results from the Czech Republic, Hungary and Poland. The Economics of Transition, 8(1), 101–116. Briggeman, B. C., & Akers, M. M. (2010). The credit advantage of farm and rural small business ownership. Agricultural Finance Review, 70(3), 353–364. Briggeman, B. C., Towe, C. A., & Morehart, M. J. (2009). Credit constraints: Their existence, determinants, and implications for U.S. farm and nonfarm sole proprietorships. American Journal of Agricultural Economics, 91(1), 275–289. Briones, R. (2007). Do small farmers borrow less when the lending rate increases? The Case of rice farming in the Philippines. MPRA Working Paper No. 6044, 1-29. Brown, M., Jappelli, T., & Pagano, M. (2009). Information sharing and credit: Firm-level evidence from transition countries. Journal of Financial Intermediation, 18(2), 151–172. Browning, M., & Lusardi, A. (1996). Household saving: Micro theories and micro facts. Journal of Economic Literature, 34, 1797–1855. Bryman, A., & Cramer, D. (1997). Concepts and their measurement. Quantitative data analysis, with SPSS for Windows. London: Routledge. Cameron, A. C., & Trivedi, P. K. (1990). The information matrix test and its applied alternative hypotheses. University of California–Davis, Institute of Governmental Affairs. Working Paper No. 372. Cameron, A. C., & Trivedi, P. K. (2009). Microeconometrics using stata. College Station, TX: Stata Press. Carling, K., & Lundberg, S. (2005). Asymmetric information and distance: An empirical assessment of geographical credit rationing. Journal of Economics and Business, 57(1), 39–59. Carroll, C. (1997). Buffer-stock saving and the life cycle/permanent income hypothesis. Quarterly Journal of Economics, 112, 1–56. Carter, M. R. (1988). Equilibrium credit rationing of small farm agriculture. Journal of Development Economics, 28, 83–103. Carter, M. R. (1989). The impact of credit on peasant productivity and differentiation in Nicaragua. Journal of Development Economics, 31, 13–36. Caudill, S. B. (2000). Pooling choices or categories in multinomial logit models. Statistical Papers, 41(3), 353–358. CBN. (1999). Assessment of the performance of Nigeria’s rural financial institution. A Monograph of Research Department of CBN. CBN. (2005). Microfinance policy, regulatory and supervisory framework for Nigeria. Publications of Central Bank of Nigeria, 1–27. CBN. (2015). Development finance. http://www.cenbank.org/devfin. Chi, H., & City, M. (2014). Accessibility To Credit of Small Medium Enterprises. In The Vietnam Economist Annual Meeting (pp. 1–25). Chisasa, J., & Makina, D. (2013). Bank credit and agricultural output in South Africa: International Business and Economics Research Journal, 12(4), 387–399. Citizen. (2013). 20 micro-finance banks begin operations in Kano. The Citizen Online. http://thecitizenng.com Cole, R. A. (1998). The importance of relationships to the availability of credit. Journal of Banking & Finance, 22(6-8), 959–977. Cole, S., Sampson, T., & Zia, B. (2011). Prices or knowledge? What drives demand for financial services in emerging Markets? The Journal of Finance, 66(6), 1933–1967. Conley, T. G., & Udry, C. R. (2010). Learning about a new technology: Pineapple in Ghana. American Economic Review, 100(1), 35–69. Conning, J., & Udry, C. (2007). Rural financial markets in developing countries. Handbook of Agricultural Economics, 3, 2857–2908. Cramer, J. S., & Ridder, G. (1991). Pooling states in the multinomial logit model. Journal of Econometrics, 47(2-3), 267–272. Crook, J. (1999). Who is discouraged from applying for credit? Economics Letters, 65(2), 165–172. Dan Asabe, A. U. (2004). The general impact of the Sokoto Jihad on Kano. In National Conference on the 200 years Sokoto Jihad organised by Kano State History and Culture Bureau. Datta, D. (2004). Microcredit in rural Bangladesh: Is it reaching the poorest? Journal of Microfinance, 6(1), 55–82. Datta, S. K. (2003). An institutional economics approach to the problems of small farmer credit in India. Indian Institute of Management, 1–30. De Aghion, B. A., & Morduch, J. (2005). The economics of microfinance. In Cambridge, MA: MIT press (Vol. 255). Deaton, A. (1991). Saving and liquidity constraints. Econometrica, 59(5), 1221–1248. Dell’Ariccia, G., & Marquez, R. (2004). Information and bank credit allocation. Journal of Financial Economics, 72(1), 185–214. Demirguc-Kunt, A. (2008). Finance for all ? Policies and pitfalls in expanding access. A World Bank Policy Research Report Development Research Group (DECRG). Diagne, A. (1999). Determinants of household access to and participation in formal and informal credit markets in Malawi. Food Consumption and Nutrition Division, International Food Policy Research Institute, 67, 1–68. Diagne, A., & Zeller, M. (2001). Access to credit and its impact on welfare in Malawi. International Food Policy Research Institute Washington, D.C, 116, 1–168. Diagne, A., Zeller, M., & Sharma, M. (2000). Empirical measuremnets of households’ access to credit and credit constraints in developing contires: Methodological issues and evidence. Food Consumption and Nutrition Division. International Food Policy Research Institute, 90, 1–73. Diamond, D. W. (1989). Reputation acquisition in debt markets. Journal of Political Economy, 97(4), 828. Dickson, M., & Islam, G. M. N. (2007). Turning social capital into natural capital: Changing livelihoods of fishers through CBFM. In a conference organized by the WorldFish Center, Bangladesh and South Asia Office, Dhaka, Bangladesh (pp. 1–21). Dillman, D. A. (2000). Mail and internet surveys: The tailored design method (2nd ed.). New York: John Wiley and sons. Dinh, Q. H., Dufhues, T. B., & Buchenrieder, G. (2012). Do connections matter? Individual social capital and credit constraints in Vietnam. European Journal of Development Research, 24(3), 337–358. Disney, R., Fichera, E., & Owens, T. (2010). Has the introduction of microfinance crowded-out informal loans in Malawi? CREDIT Research Paper (Vol. 10). Disney, R., Fichera, E., & Owens, T. (2012). Credit constraints and credit spillovers in formal and informal markets: Evidence from Malawi. CSAE Conference: Economic Development in Africa, Oxford University, 44, 1–42. Doan, T., Gibson, J., & Holmes, M. (2010). What determines credit participation and credit constraints of the poor in peri-urban areas, Vietnam? MPRA Working Paper No. 27509, 1–37. Dohcheva, D. (2009). Credit rationing in agricultural credit markets in Bulgaria. Trakia Journal of Sciences, 7(3), 57–62. Dong, F., Lu, J., & Featherstone, A. M. (2012). Effects of credit constraints on household productivity in rural China. Agricultural Finance Review, 72(3), 402–415. Donkor, J., & Duah, F. A. (2013). Relationship between Savings and Credit in Rural Banks with Specific Reference to Ghana. The Special Issue on Contemporary Research in Business and Social Science, 4(8), 210–221. Duflo, E., & Udry, C. (2004). Intrahousehold resource allocation in Côte d’Ivoire: Social norms, separate accounts and consumption choices. National Bureau of Economic Research Working Paper No. 10498. Duong, P. B., & Izumida, Y. (2002). Rural development finance in Vietnam: A microeconometric analysis of household Surveys. World Development, 30(2), 319–335. Duy, V. Q., D’Haese, M., Lemba, J., Hau, L. L., & D’Haese, L. (2012). Determinants of household access to formal credit in the rural areas of the Mekong Delta, Vietnam. African and Asian Studies, 11(3), 261–287. Ejaz, R., & Khan, A. (2011). Demand for formal and informal credit in agriculture: A case study of cotton growers in Bahawalpur. Interdisciplanary Journal of Contemporary Research in Business, 2(10), 308–315. Ellicott, K. (2002). Cities of the World (6th ed.). Vol. 1: Africa. The Gale Group, Farmington Hills, Detroit (pp. 442). Essiet, E. U. (1990). A comparison of soil degradation under smallholder farming and large-scale irrigation land use in Kano State, Northern Nigeria. Land Degradation & Rehabilitation, 2(3), 209–214. Essiet, E. U. (2001). Agricultural sustainability under small-holder farming in Kano, Northern Nigeria. Journal of Arid Environments, 48(1), 1–7. Eswaran, M., & Kotwal, A. (1989). Credit as insurance in agrarian economies. Journal of Development Economics, 31, 37–53. Fafchamps, M. (2013). Credit constraints, collateral, and lending to the poor. Special Issue of the Revue d’Economie Du Developpement, 20, 1–25. Fagerland, M., Hosmer, D., & Bofin, A. (2008). Multinomial goodness-of-fit tests for logistic regression models. Statistics in Medicine, 27(21), 4238–53. Fagerland, M., & Hosmer, D. W. (2012). A generalized Hosmer–Lemeshow goodness-of-fit test for multinomial logistic regression models. Stata Journal, 12(3), 447–453. Fatima, A. (2009). Socio-economic constraints to demand for borrowing among rural females of Pakistan. International Journal of Social Economics, 36(11), 1050–1070. Faul, F., Erdfelder, E., Lang, A.G., & Buchner, A. (2007). G*Power 3: a flexible statistical power analysis program for the social, behavioral, and biomedical sciences. Behavior Research Methods, 39(2), 175–191. Feder, G. (1985). The relation between farm size and farm productivity: The role of family labor, supervision and credit constraints. Journal of Development Economics, 18, 297–313. Feder, G., Lau, L. J., Lin, J. Y., & Luo, X. (1990). The relationship between credit and productivity in Chinese agriculture: A microeconomic model of disequilibrium. American Journal of Agricultural Economics, 72(5), 1151–1157. Fhima, F., & Bouabidi, M. (2011). Credit rationing in the bank credit market: The case of Tunisian SMEs. Journal of Small Business and Entrepreneurship, 24(4), 583–602. Fletschner, D. (2009). Rural women’s access to credit: market imperfections and intrahousehold dynamics. World Development, 37(3), 618-631. Fletschner, D., Guirkinger, C., & Boucher, S. (2010). Risk, credit constraints and financial efficiency in Peruvian agriculture. Journal of Development Studies, 46(6), 981–1002. FMAWR. (2010). Review of ongoing agricultural development efforts. Federel Ministry of Agriculture and Water Resources (FMAWR), 1, 1–8. Foltz, J. D. (2004). Credit market access and profitability in Tunisian agriculture. Agricultural Economics, 30, 229–40. Freel, M., Carter, S., Tagg, S., & Mason, C. (2012). The latent demand for bank debt: Characterizing “discouraged borrowers.” Small Business Economics, 38(4), 399–418. Friedman, M. (1957). A Theory of the consumption functions. Princeton: Princeton University Press. Fu, V. K. (1998). Estimating generalized ordered logit models. Stata Technical Bulleting, 44(1), 27–30. Galadanci, D. M. (2009). The Structure of the Nigerian Economy. ABU Printing Press: Zaria-Nigeria. Galindo, A., & Schiantarelli, F. (2002). Credit constraints in latin America: An overview of the micro evidence. Inter-American Development Bank, 1–27. Gandhimathi, S. (2011). Determinants of borrowing behaviour of farmers: A micro level analysis. Indian Streams Research Journal, 1(9), 1–4. Garcia, R., Lusardi, A., & Ng, S. (1997). Excess sensitivity and asymmetries in consumption: An empirical investigation. Journal of Money, Credit and Banking, 29(2), 154–176. Gbadebo, A., Ademayowa, A., Mobolaji, A., & Ayanyemi, A. (2013). Determinants of farmers’ demand for micro finance: The case of a rural community in Nigeria. Journal of Economics and Sustainable Development, 4(5), 24–31. Getter, D. E. (2002). Are rejected households credit-constrained or simply less creditworthy. Office of Policy Development and Research, 1-28. Ghatak, M., Morelli, M., & Sjosrom, T. (2002). Credit rationing, wealth inequality, and allocation of talent. Suntory and Toyota International Centres for Economics and Related Disciplines: Theoritical Discussion Paper, 441, 1–32. Giné, X. (2011). Access to capital in rural Thailand: An estimated model of formal vs. informal credit. Journal of Development Economics, 96(1), 16–29. Glewwe, P., & Hall, G. (1998). Are some groups more vulnerable to macroeconomic shocks than others? hypothesis tests based on panel data from Peru. Journal of Development Economics, 56(1), 181–206. Godquin, M., & Sharma, M. (2005). If only I could borrow more! Production and consumption credit constraints in the Philippines. Maison Des Sciences Économiques Boulevard de L’Hôpital, Paris Cedex, 106-112(75647), 1–40. Gould, W. W. (1992). sg11.1: Quantile regression with bootstrapped standard errors. Stata Technical Bulletin 9: 19–21. Reprinted in Stata Technical Bulletin Reprints, vol. 2, pp. 137–139. College Station, TX: Stata Press. Gould, W. W., & Rogers, W. H. (1991). sg3.4: Summary of tests of normality. Stata Technical Bulletin 3: 20–23. Reprinted in Stata Technical Bulletin Reprints, vol. 1, pp. 106–110. College Station, TX: Stata Press. Gourinchas, P., & Parker, J. (2002). Consumption over the life cycle. Econometrica, 70, 47–89. Greene, W. (1977). Econometric Analysis (3rd ed.). Macmillan, New York. Guirkinger, C. (2008). Understanding the coexistence of formal and informal credit markets in Piura, Peru. World Development, 36(8), 1436–1452. Guirkinger, C., & Boucher, S. R. (2008). Credit constraints and productivity in Peruvian agriculture. Agricultural Economics, 39, 295–308. Guirkinger, C., Fletschner, D., & Boucher, S. (2007, July). Credit constraints and financial efficiency in Peruvian agriculture. In American Agricultural Economics Association Annual Meeting. Guiso, L., Jappelli, T., & Terlizzese, D. (1996). Income risk, borrowing constraints, and portfolio choice. The American Economic Review, 86(1), 158–172. Gujarati, D. N., & Porter, D. C. (2009). Basic econometrics (5th ed.). McGraw-Hill International: NY New York. Hair, J. F., Black, J. W., Babin, B. J., & Anderson, E. R. (2010). Multivariate data analysis (7th ed.). Edinburgh: Pearson Education Limited. Halcrow, H. G., Spitze, R. G. F., & Allen-Smith, J. E. (1994). Food and agricultural policy: Economics and politics. McGrow Hills. Han, L., Fraser, S., & Storey, D. J. (2009). Are good or bad borrowers discouraged from applying for loans? Evidence from US small business credit markets. Journal of Banking and Finance, 33(2), 415–424. Hansen, H., & Rand, J. (2011). Another perspective on gender specific access to credit in Africa. University of Copenhagen, Department of Food and Resource Economics., 14, 1–31. Hartarska, V. (2012). Financing constraints and access to credit in post crisis environment: Evidence from new farmers in Alabama. In Agricultural & Applied Economics Association, Seattle, Washington, 334, 1–30. Hashemi, S. M., Schuler, S. R., & Riley, A. P. (1996). Rural credit programs and women’s empowerment in Bangladesh. World Development, 24(4), 635–653. Hashi, I., & Toci, V. Z. (2010). Financing constraints and credit rationing: Evidence from South-East Europe. Economic and Business Review, 12(1), 29–60. Hassan, M. T., Rehman, A., Rizvi, A., Khan, R., Ayuub, S., Baloch, U., Lodhi, M. A. (2012). Elasticity of credit demand in agricultur sector in Pakistan. International Journal of Learning and Development, 2(1), 613–627. Hausman, J., & Mcfadden, D. (1984). Specification tests for the multinomial logit model. Econometrica, 52(5), 1219–1240. Hayashi, F. (1985). The effect of liquidity constraints on consumption: A cross-sectional analysis. Quarterly Journal of Economics, 100, 183–206. Hayashi, F., Ito, T., & Slemrod, J. (1988). Housing finance imperfections and national saving: A comparative simulation analysis of the U.S. and Japan. Journal of Japanese and International Economies, 2, 215–238. Ho, G. (2004). Rural credit markets in Vietnam: Theory and practice. Grand prize thesis, Macalester College. Hoff, K., & Stiglitz, J. E. (1997). Moneylenders and bankers : price-increasing subsidies in a monopolistically competitive market. Journal of Development Studies, 52, 429–462. Hosmer, D. W., & Lemesbow, S. (2000). Applied logistic regression (2nd ed.). John Wiley & Sons. Hosmer, D. W., Lemeshow, S., & Sturdivant, R. X. (2013). Applied logistic regression (3rd ed.). John Wiley & Sons. Howley, P., & Dillon, E. (2012). Modelling the effect of farming attitudes on farm credit use: A case study from Ireland. Agricultural Finance Review, 72(3), 456–470. Hurd, M. (1987). Savings of the elderly and desired bequests. American Economic Review, 77, 298–312. Ibrahim, A. H., & Bauer, S. (2013). Access to micro credit and its impact on farm profit among rural farmers in dryland of Sudan. Global Advanced Research Journal of Agricultural Science, 2(3), 88–102. Ibrahim, S. S. (2012). An Alternative Approach to Ending Economic Insecurity in Nigeria: the. International Journal of Economics and Financial Issues, 2(4), 395–400. Iganiga, B. O. (2008). Much ado about nothing: The case of the Nigerian microfinance policy measures, institutions and operations. Journal of Social Science, 17(2), 89–101. Iganiga, B. O. (2010). Evaluation of the Nigerian financial sector reforms using behavioral models, 1, 65–75. Inyang, S. (2013). Lack of loans impedes development of modern agriculture. Daily Trust, 287. Retrieved from http://www. dailytrust.com.ng. Iqbal, F. (1981). The demand and supply of funds among agricultural households. Rand Corporation, 1–55. Iqbal, F. (1983). The Demands for funds by agricultural households: Evidence from rural India. The Journal of Development Studies, 20(1), 37–41. Isiorhovoja, R. A. (2013). Patterns in agricultural loans under the agricultural credit guarantee scheme in Nigeria. Mediterranean Journal of Social Sciences, 4, 497–503. Islam, G. M. N., & Yew, T. S. (2013). Property rights and access: The case of community based fisheries management in Bangladesh. Journal of Agricultural Science, 5(6), p164. Journal of Agricultural Science, 5(6), 164–173. Islam, G. M. N., Yew, T. S., Abdullah, N. M. R., & Viswanathan, K. K. (2011). Social capital, community based management, and fishers’ livelihood in Bangladesh. Ocean and Coastal Management, 54(2), 173–180. Ismael, B. (2013). Credit terms, credit accessibility and performance of agricultural cooperatives in Rwanda. Journal of Emerging Issues in Economics, Finance and Banking, 1(6), 554–570. Jaffee, D. M., & Stiglitz, J. E. (1990). Credit Rationing. In Handbook of Monetary Economics (Vol. 2, pp. 837–888). Jain, S. P. (1996). Managing credit for the rural poor: Lessons from the Grameen bank. World Development, 24(1), 79–89. Jappelli, T. (1990). Who is credit constrained in the U. S. economy? The Quarterly Journal of Economics, 105(1), 219–234. Jia, X., Heidhues, F., & Zeller, M. (2010). Credit rationing of rural households in China. Agricultural Finance Review, 70(1), 37–54. Jimada, I. S. (2004). Nupe-Kano economic relations in the nineteenth century. In National Conference on the 200 years of Sokoto Jihad organised by Kano State History and Culture Bureau. Kacem, S., & Zouari, S. (2013). The determinants of access to financial services for micro-credit associations: Application on Tunisian case. Journal of Business Management and Economics, 4(2), 31–46. Kaino, T. (2005). Rural credit markets in Myanmar: A study of formal and non-formal lenders. Asian Journal of Agriculture and Development, 4(1), 3–15. Kaplan, S., & Prato, C. G. (2012). Risk factors associated with bus accident severity in the United States: A generalized ordered logit model. Journal of Safety Research, 43(3), 171–80. Kapoor, M., & Le Blanc, D. (2008). Measuring risk on investment in informal (illegal) housing: Theory and evidence from Pune, India. Regional Science and Urban Economics, 38(4), 311–329. Karim, M. Z. A., Harif, A. A. M., & Adziz, A. (2006). Monetary Policy and Sectoral Bank Lending in Malaysia. Global Economic Review, 35(3), 303–326. Karlan, D., & Morduch, J. (2009). Access to finance. In D. Rodrik & M. Rosenzweig (Eds.), Volume 5 Handbook of Development Economics (Vol. 5, pp. 1–86). Karlan, D. S., & Goldberg, N. (2007). Impact evaluation for microfinance: Review of methodological issues. World Bank, Poverty Reduction and Economic Management, Thematic Group on Poverty Analysis, Monitoring and Impact Evaluation., 7. Kasirye, I. (2007). Rural credit markets in uganda : Evidence from the 2005/6 national household survey. In African Economic Conference-Opportunities and Challenges of Development for Africa in the Global Arena, 1–15. Katchova, A. (2005). Factors affecting farm credit use in US. Agricultural Finance Review, 65(2), 17–29. Kebede, S. N., & Abera, N. (2014). Determinants of micro and small enterprises ’ access to finance. Developing Country Studies, 4(21), 90–104. Keynes, J. M. (1936). The general theory of employment, interest and money. London: Macmillan. Khandker, S. (2005). Microfinance and poverty: Evidence using panel data from Bangladesh. The World Bank Economic Review, 19(2), 263–286. Khantachavana, S. V., Chiu, L. J., Turvey, C. G., & Kong, R. (2012). Risk rationing and the demand for agricultural credit. Available at SSRN 2191297., 1–51. Kimutai, C. J., & Ambrose, J. (2013). Factors influencing credit rationing by commercial banks in Kenya. International Journal of Humanities and Social Science, 3(20), 244–252. Kiplimo, J. C. (2015). Determinants of access to credit by smallholder farmers in eastern and western Kenya. Journal of Development and Agricultural Economics, 7(9), 303–313. Klapper, L. F., Lusardi, A., & Panos, G. (2012). Financial Literacy and the Financial Crisis. National Bureau of Economic Research. Retrieved from www.nber.org Klapper, L. F., Lusardi, A., & Panos, G. A. (2012). Financial literacy and the financial crisis. National Bureau of Economic Research Working Paper No. 17930, 1-55. Klapper, L. F., Lusardi, A., & Panos, G. A. (2011). Financial literacy and the financial crisis: Evidence from Russia, 1-55. Available at SSRN 1786826. Klinefelter, D. A., & Penson, Jr., J. B. (2005). Growing complexity of agricultural lending decisions. Choices, 20(1), 7–10. Kochar, A. (1997). An empirical investigation of rationing constraints in rural credit markets in India. Journal of Development Economics, 53(2), 339–371. Kochar, A. (1999). Smoothing consumption by smoothing income: Hours-of-work responses to idiosyncratic agricultural shocks in rural India. The Review of Economics and Statistics, 81(1), 50–61. Kofarmata, Y. I., Applanaidu, S. D., & Hassan, S. (2014). Determinants of participation in credit market among the farmers in Northern Nigeria. Australian Journal of Basic and Applied Sciences, 8(8), 85–92. Kofarmata, Y. I., Applanaidu, S. D., & Hassan, S. (2016). Determinants of demand for credit: A conceptual review. Asian Journal of Economics and Empirical Research, 3(1), 6–10. Komicha, H. H., & Ohlmer, B. (2007). Influence of credit constraint on technical efficiency of farm households in Southeastern Ethiopia. International Conference on African Development. Center for African Development Policy Research, 125(125), 1–29. Kon, Y., & Storey, D. J. (2003). A Theory of discouraged borrowers. Small Business Economics, 21(1), 37–49. Krejcie, R. V, & Morgan, D. W. (1970). Determinants of sample size for research activities. Education and Psychological Measurement, 30, 607–610. KSEEDS. (2004). Kano State Economic Empowerment and Development Strategy (KSEEDS): Policy framework. Kano State, Nigeria. Kumar, A., Singh, K. ., & Sinha, S. (2010). Institutional credit to agriculture sector in India: Status, performance and determinants. Agricultural Economics Research Review, 23(2), 253–264. Kumar, C., Turvey, C. G., & Kropp, J. (2012). Credit constraint impacts on farm households: Survey results from India and China. Available at SSRN 2034487., 1–40. Kuri, P. K., & Laha, A. (2011a). Determinants of financial inclusion: A study of some selected districs of West Bengal, India. Indian Journal of Finance, 5(8), 1–20. Kuri, P. K., & Laha, A. (2011b). Financial inclusion and human development in India: An inter-state analysis. Indian Journal of Human Development, 5(1), 60–79. Kurosaki, T. (2006). Consumption vulnerability to risk in rural Pakistan. Journal of Development Studies, 42(1), 70–89. Lall, R., Walters, S. J., & Morgan, K. (2002). A review of ordinal regression models applied on health-related quality of life assessment. Statistical Methods in Medical Research, 11, 49–67. Lapenu, C., & Zeller, M. (2002). Distribution, growth, and performance of microfinance institutions in Africa, Asia, and Latin America. Savings and Development, 26(114), 87–111. Lawal, J. O., Omonona, B. T., Ajani, O. I., & Oni, O. A. (2009). Effect of social capital on credit access among the cocoa farming households in Osun State. Agricultural Journal, 4(4), 184–191. Le Blanc, J., Porpiglia, A., Teppa, F., Zhu, J., & Ziegelmeyer, M. (2014). Household saving behaviour and credit constraints in the Euro area. De Nederlandsche Bank NV, (WP. 428), 1–33. Le Blanc, J., Porpiglia, A., Teppa, F., Zhu, J., & Ziegelmeyer, M. (2015). Household saving behaviour and credit constraints in the Euro area. De Nederlandsche Bank NV Working Paper No. 1790, 1–33. Li, R., Li, Q., Huang, S., & Zhu, X. (2013). The credit rationing of Chinese rural households and its welfare loss: An investigation based on panel data. China Economic Review, 26(37), 17–27. Li, X., Gan, C., & Hu, B. (2011). Accessibility to microcredit by Chinese rural households. Journal of Asian Economics, 22(3), 235–246. Lim, Y., & Townsend, R. (1994). Currency, transaction patterns, and consumption smoothing: Theory and measurement in ICRISAT villages. Chicago, IL: University of Chicago. Liman, M., & Adamu, Y. (2003). Kano in time and space: From a city to a metropolis’ in perspectives on Kano British relations. In M.O Hambolu (Ed.), Gidan Makama Museum. Long, J. S. (1997). Regression models for categorical and limited dependent variables. Thousand Oaks, CA: Sage. Long, J. S., & Freese, J. (2001). Regression models for categorical dependent variables using stata. College Station, TX: Stata Press. Long, J. S., & Freese, J. (2014). Regression models for categorical dependent variables using Stata. College Station, TX: Stata Press. Long, J. S., & Trivedi, P. K. (1992). Some specification tests for the linear regression model. Sociological Methods & Research, 21(2), 161–204. Long, M. (1968). Interest rates and the structure of agricultural credit markets. Oxford Economic Papers, New Series, 20(2), 275–288. Lusardi, A. (2009). Overcoming the saving slump: How to increase the effectiveness of financial education and saving programs. University of Chicago Press. Lusardi, A., & Mitchell, O. (2008). Planning and financial literacy: How do women fare?, National B(2008/03). Lusardi, A., & Mitchell, O. S. (2008). Planning and financial literacy: How do women fare? National Bureau of Economic Research Working Paper No. 13750, 1-28. Lusardi, A., & Mitchell, O. S. (2007). Baby Boomer retirement security: The roles of planning, financial literacy, and housing wealth. Journal of Monetary Economics, 54(1), 205–224. Lusardi, A., & Tufano, P. (2009). Debt literacy, financial experiences, and overindebtedness. National Bureau of Economic Research, No. 14808. Lynch, K., Binns, T., & Olofin, E. (2001). Urban agriculture under threat. Cities, 18(3), 159–171. Madestam, A. (2014). Informal finance: A theory of moneylenders. Journal of Development Economics, 107, 157–174. Mahmud, K. T., Mohamed, Z. A., Ismail, M. M., Shamsudin, M. N., & Hilton, D. (2007). Perception and attitude of microcredit borrowers towards effectiveness of agricultural diversification and intensification project in Bangladesh. Asia-Pacific Journal of Rural Development, 17(2), 67–83. Mailena, L., Shamsudin, M. N., Radam, A., & Latief, I. (2014). Rice farms efficiency and factors affecting the efficiency in MADA Malaysia. Journal of Applied Sciences, 14(18), 2177–2182. Mama, A. T., & Ewoudou, J. (2010). Who is credit constrained among denied or discouraged borrowers? Economic Research Southern Africa, 199, 1–19. Mankiw, N. G. (2007). Principles of microeconomics (4th ed.). Harvard. Masoud, I. O., & Mwirigi, F. (2013). Determinants of uptake of credit products: A case of small and medium enterprises in Kariobangi, Nairobi-Kenya. International Journal of Management Research and Business Strategy, 2(4), 160–176. McFadden, D. (1973). Conditional logit analysis of qualitative choice behaviour. In P. Zarembka (Ed.), Frontiers of Econometrics. New York: Academic Press. McFadden, D. (1978). Modelling the choice of residential location. In Institute of Transportation Studies, University of California. (pp. 75–96). McFadden, D. (1987). Regression-based specification tests for the multinomial logit model. Journal of Econometrics, 34(1-2), 63–82. McFadden, D., & K. Train. (2000). Mixed multinomial logit models for discrete response. Journal of Applied Econometrics, 15, 447–470. McFadden, D., Train, K. E., & Tye, W. B. (1977). An application of diagnostic tests for the independence from irrelevant alternatives property of the multinomial logit model. Transportation Research Record. McKenzie, D. (2004). Aggregate shocks and urban labor market responses: Evidence from Argentina’s financial crisis. Economic Development and Cultural Change, 52(4), 719–758. Menard, S. (2002). Applied logistic regression analysis (Vol. 106). Sage. Meyer, R. L. (2011). Subsideis as an instrunment in agriculture finance: A review. The World Bank, BMZ, FAO, GIZ, IFAD and UNCDF, 1–72. Meza, D. De, & Webb, D. (2000). Does credit rationing imply insufficient lending ? Journal of Public Economics, 78, 215–234. Modigliani, F., & Brumberg, R. (1954). Utility analysis and the consumption function: An interpretation of cross-section data. In K. Kurihara (ed.), Post-Keynesian Economics. Rutgers University Press, New Brunswick, N.J. Mohamed, Z., Shamsudin, M. N., & Rezai, G. (2013). The effect of possessing information about halal logo on consumer Confidence in Malaysia. Journal of International Food & Agribusiness Marketing, 25(1), 73–86. Morduch, J. (1990). Risk, production and savings: Theory and evidence from Indian households. Manuscript, Harvard University. Morduch, J. (1995). Income smoothing and consumption smoothing. Journal of Economic Perspectives, 9(3), 103–114. Morduch, J. (1999). The role of subsidies in microfinance: evidence from the Grameen Bank. Journal of DeÕelopment Economics, 60, 229–248. Mpuga, P. (2004). Demand for credit in rural Uganda: Who cares for the peasants? In Growth, Poverty Reduction and Human Development in Africa Centre for the Study of African Economies, 1–42. Mpuga, P. (2010). Constraints in access to and demand for rural credit: Evidence from Uganda. African Development Review, 22(1), 115–148. Muayila, K., & Tollens, E. (2012). Assessing the impact of credit constraints on farm household economic welfare in the hinterland of Kinshasa, Democratic Republic of Congo. African Journal of Food Agriculture, Nutrition and Development, 12(3), 6095–6109. Muguchu, M. (2013). The effect of access to credit and financial performance of small and medium enterprises in Nairobi, Kenya. Journal of Emerging Issues in Economics, Finance and Banking, 1(1), 125–130. Muhammad, Y., & Jolis, A. (1999). Banker to the poor: Micro-lending and the battle against world poverty. Public Affairs. Muhongayire, W., Hitayezu, P., Lee, O., & Mukoya-wangia, S. M. (2013). Determinants of farmers’ participation in formal credit markets in rural Rwanda. Journal of Agricultural Science, 4(2), 87–94. Mushinski, D. W. (1999). An analysis of offer functions of banks and credit unions in Guatemala. Journal of Development Studies, 36(2), 88–112. Nagarajan, G., Meyer, R. L., & Hushak, L. J. (1998). Demand for agricultural loans: A theoretical and econometric analysis of the Philippine credit market. Savings and Development, 22(3), 349–363. Nakano, M., & Nguyen, P. (2011). Do older boards affect firm performance? An empirical analysis based on Japanese firms. An Empirical Analysis Based on Japanese Firms. Nancy, S., & Maurice, O. U. (2013). A review of value added in Nigeria’s pre and post–SAP agricultural sector: Background and issues. Journal of Economic and Behavioural Science, 5(1), 44–56. News, N. (2013). Kano state establishes 20 micro-finance banks. The Nation News Online. http://thenationonlineng.net. Ngan, N., Ninh, L., & Lensink, R. (2008). Determinants of farming households’ access to formal credit in the Mekong Delta, Vietnam. Economic Development of the Mekong Delta in Vietnam. CDS Research Paper No. 27, 205–224. Nguyen, C. H. (2007). Determinants of credit participation and its impact on household consumption: Evidence from rural Vietnam. Center for Economic Reform and Transformation, No 03, 1–19. Nguyen, N., & Luu, N. T. H. (2013). Determinants of financing pattern and access to formal-informal credit: The case of small and medium sized enterprises in Vietnam. Journal of Management Research, 5(2), 240–259. NPC. (2006). National Population Commision (NPC): State population. http://www.population.gov.ng/ index.php/state-population. Nuryartono, N., Zeller, M., & Schwarze, S. (2005). Credit rationing of farm households and agricultural production: Empirical evidence in the rural areas of central Sulawesi, Indonesia. In International Agricultural Research for Development. Stuttgart-Hohenheim, (11-13), 1–8. Nwaru, J. C. (2011). Determinants of informal credit demand and supply among food crop farmers in Akwa Ibom State, Nigeria. Journal of Rural and Community Development, 6(1), 129–139. Nwosu, F., Okorji, E. C., Nweze, N. J., Orebiyi, J. S., Nwachukwu, M. O., & Ibekwe, U. C. (2014). Loan accessibility and repayment performance of livestock farmers under the agricultural credit guarantee scheme fund in Southeast, Nigeria. Developing Country Studies, 4(6), 63–69. Oboh, V. U., & Kushwaha, S. (2009). Socio-economic determinants of farmers’ loan size in Benue State, Nigeria. Journal of Applied Sciences Research, 5(4), 354–358. Odi, N. (2013). Agricultural financing in Nigeria: An empirical study of Nigerian Agricultural Co-operative and Rural Development Bank (NACRDB). Journal of Management Research, 5(2), 28–45. Odi, N., Olukotu, A. G., & Emmanuel, A. (2013). Impact of microfinance on rural transformation in Nigeria. International Journal of Business and Management, 8(19), 99–107. Okerenta, S. I., & Orebiyi, J. (2005). Determinants of agricultural credit supply to farmers in the Niger Delta Area of Nigeria. Journal of Agriculture and Social Research, 5(1), 67–72. Okpara, G. C. (2010). Microfinance Banks and Poverty Alleviation in Nigeria. Journal of Sustainable Development in Africa, 12(6), 177–191. Okten, C., & Osili, U. O. (2004). Social networks and credit access in Indonesia. World Development, 32(7), 1225–1246. Okurut, F. (2000). Access to credit by the the poor in South Africa: Evidence from household survey data 1995 and 2000. Stellenbosch Economic Working Papers No. 13/06, 1–34. Okurut, F., Schoombee, A., & Berg, S. (2005). Credit demand and credit rationing in the informal financial sector in Uganda. South African Journal of Economics, 73(3), 482–497. Olagunji, F., & Ajiboye, A. (2010). Agricultural lending decision: A tobit regression analysis. African Journal of Food Agriculture, Nutrition and Development, 10(5), 1–27. Ololade, R. A., & Olagunju, F. I. (2013). Determinants of access to credit among rural farmers in Oyo State, Nigeria. Global Journal of Science Frontier Reseach, Agriculture and Veterinary Sciences, 13(2), 1–7. Oluyombo, O. (2012). The place of cooperatives in Nigerian microfinance. In Handbook of Cooperative Finance in Developing Economies, 1(6), 81–95. Omonona, B., Jimoh, A., & Awoyinka, Y. (2008). Credit constraints condition and welfare among farmers in Egbeda Local Government Area of Oyo State, Nigeria Egbeda Local Government Area of Oyo State, Nigeria. European Journal of Social Sciences, 6(3), 422–432. Omonona, B., Lawal, J., & Oyinlana, A. (2010). Determinants of credit constraint conditions and production efficiency among farming households in Southwestern Nigeria. The Social Sciences, 5(4), 326–331. Onoja, A. O., & Onu, M. E. (2010). Contributions of financial sector reforms and credit supply to nigerian agricultural sector (1978-2009). CBN Journal of Applied Statistics, 2(2), 83–98. Onugu, C. U. (2012). The performance of microfinance banks in financing agricultural cooperative societies in rural Nigeria. In O. O. Oluyombo (ed.), Handbook of Cooperative Finance in Developing Economies (pp. 115-132). Lagos, Soma Prints. Onyeagocha, S. U. O. (2012). Loan size and its determinants as critical growth factors for rural farmers in Imo State, Southeast Nigeria. American Journal of Experimental Agriculture, 2(2), 256–268. Oyedele, G. A., Akintola, J. O., Rahji, Y. M. A., & Omonona, T. B. (2009). Credit constrained condition of farm households and profitability of agricultural production in Nigerian agriculture. Agricultural Journal, 4(4), 192–201. Oyedele, G., & Akintola, J. (2012). Determinants of access to credit in Nigerian agriculture. Journal of Development and Agricultural Economics, 4(10), 275–286. Pampel, F. C. (2000). Logistic regression: A primer (Vol. 132). Sage. Papias, M. M., & Ganesan, P. (2010). Financial services consumption constraints: Empirical evidence from Rwandan rural households. Journal of Financial Services Marketing, 15(2), 136–159. Pederson, G., Chung, W., & Nel, R. (2012). Microeconomic impacts of a state-funded farmer loan program. Agricultural Finance Review, 72(1), 5–21. Petrick, M. (2002). Credit Rationing in the Polish Farm Sector: A Microeconometric Analysis Based on Survey Data. Zaragoza (Spain), 28, 31. Petrick, M. (2004a). A microeconometric analysis of credit rationing in the Polish farm sector. European Review and Agricultiral Economics, 31, 77–101. Petrick, M. (2004b). Farm investment, credit rationing, and governmentally promoted credit access in Poland: A cross-sectional analysis. Food Policy, 29(3), 275–294. Petrick, M. (2005). Empirical measurement of credit rationing in agriculture: A methodological survey. Journal of Agricultural Economics, 33(2), 191–203. Petrick, M., & Latruffe, L. (2003). Credit access and borrowing costs in Poland’s agricultural credit market: a hedonic pricing approach. Agricultural Development in Central and Eastern Europe, 46, 1–37. Petrick, M., & Latruffe, L. (2006). Contractual relations in agricultural credit markets: A hedonic pricing approach with application to Poland. Journal of Agricultural Economics, 57(1), 49–63. Pham, T. T. T., & Lensink, R. (2008). Household borrowing in vietnam: A comparative study of default risks of formal, informal and semi-formal credit. Journal of Emerging Market Finance, 7(3), 237–261. Popoola, A. D. (2010). Private Sector Credit Hits N8 Trillion. Vanguard, 436. Retrieved from http://www.vanguardngr.com. Pregibon, D. (1980). Goodness of link tests for generalized linear models. Journal of the Royal Statistical Society. Series C (Applied Statistics), 29(1), 14–15. Qureshi, M. I., & Saleem, M. A. (2012). Socioeconomic characteristics of beneficiaries of rural credit: A case study of D.I.Khan District, Khyber Pakhtunkhwa, Pakistan. Developing Country Studies, 2(3), 53–66. Raftery, A. E. (1996). Approximate Bayes factors and accounting for model uncertainty in generalised linear models. Biometrika, 83(2), 251 –266. Rahji, M., & Adeoti, A. (2010). Determinants of agricultural credit rationing by commercial. International Research Journal of Finance and Economics, (37), 1–8. Ramsey, J. B. (1969). Tests for specification errors in classical linear least-squares regression analysis. Journal of the Royal Statistical Society, 31(2), 350–371. Rand, J. (2007). Credit constraints and determinants of the cost of capital in Vietnamese manufacturing. Small Business Economics, 29(1/2), 1–13. Reyes, A., & Lensink, R. (2011). Credit constraints of market-oriented farmers in Chile. Journal of Development Studies, 47(12), 1851–1868. Rezai, G., Mohamed, Z., & Shamsudin, M. N. (2011). Informal education and developing entrepreneurial skills among farmers in Malaysia. International Journal of Social, Human Science and Engineering, 5(7), 1–8. Rezai, G., Mohamed, Z., & Shamsudin, M. N. (2015). Can halal be sustainable? Study on Malaysian consumers’ perspective. Journal of Food Products Marketing, 1–13. Rezai, G., Mohamed, Z., Shamsudin, M. N., & Teng, P. K. (2011). Demographic and attitudinal variables associated with consumers’ intention to purchase green produced foods in Malaysia. International Journal of Innovation Management and Technology, 2(5), 401–406. Rosana, D. M., & Muturi, W. (2014). Factors Influencing Choice of Source of Business Finance By Small and Medium Enterprises : A Survey of Thika Municipality. International Journal of Financial Economics, 2(4), 191–207. Rosli, A., Rahim, K. A., Radam, A., & Abdullah, A. M. (2013). Determinants of cost efficiency of smallholders pepper in Sarawak, Malaysia. Asian Journal of Social Science and Humanities, 2(3), 78–86. Rowe, B. R., Haynes, G. W., & Stafford, K. (1999). The Contribution of Home-Based Business Income to Rural and Urban Economies. Economic Development Quarterly, 13(1), 66–77. Rui, L., & Xi, Z. (2010). Econometric analysis of credit constraints of Chinese rural households and welfare loss. Applied Economics, 42, 1615–1625. Saidenberg, M. R., & Strahan, P. E. (1999). Are banks still important for financing large businesses? Federal Reserve Bank of New York, 5(12), 1–6. Salkind, N. J. (1997). Exploring Research (3rd ed.). Upper Saddle River, NJ: Prentice Hall. Sarap, K. (1990). Factors affecting small farmers’ access to institutional credit in rural Orissa, India. Development and Change, 21(2), 281–307. Sarma, M., & Pais, J. (2008). Financial inclusion and development: A cross country analysis. Indian Council for Research on International Economic Relations, 1–28. Sawada, Y. (2006). Credit constraints and poverty dynamics: Theory, evidence, and field survey strategy. In Sairo Ito Institute of Developing Economies (ed) Agricultural Production, Household Behavior, and Child Labor in Andhra Pradesh (pp. 1–52). Joint Research Programme Series, 135. Schultz, T. W. (1980). Nobel lecture: The economics of being poor. Journal of Political Economy, 88(4), 639–651. Sebu, J. (2013). Farm households’ access to credit: Who needs and who gets? Evidence from Malawi, 1–32. Sekaran, U., & Bougie, R. (2013). Research methods for business: A skill building approach (6th ed.). Chichester: John Willey & Sons Ltd. Semenova, M., & Rodina, V. (2013). Informal loans in Russia: Credit rationing or borrowers’ Choice? Journal of Chemical Information and Modeling, 53, 1689–1699. Shah, S. R., Hashmi, A. A., & Bukhari, A. T. (2008). Determination of credit programme participation and socioeconomic characteristics of beneficiaries: Evidence from Sargodha. The Pakistan Development Review, 947–959. Shapiro, S. S., & Francia, R. S. (1973). An approximate analysis of variance test for normality. Journal of the American Statistical Association, 67, 215–216. Shapiro, S. S., & Wilk, M. B. (1965). An analysis of variance test for normality (complete samples). Biometrika, 52, 52: 591–611. Shoji, M., Aoyagi, K., Kasahara, R., Sawada, Y., & Ueyama, M. (2012). Social capital formation and credit access: Evidence from Sri Lanka. World Development, 40(12), 2522–2536. Skinner, J. (1988). Risky income, life-cycle consumption and precautionary saving. Journal of Monetary Economics, 22, 237–255. Small, A. K., & Hsiao, C. (1985). Multinomial logit specification tests. International Economic Review, 26(3), 619–627. Stango, V., & Zinman, J. (2009). Exponential growth bias and household finance. The Journal of Finance, 64(6), 2807–2849. Stiglitz, J., & Weiss, A. (1981). Credit ration in market with imperfect information. The American Economic Review, 71(3), 1–19. Stiglitz, J. E., & Weiss, A. (1992). Asymmetric information in credit markets and its implications for macro-economics. Oxford Economic Papers, 44(4), 694-724. Swain, R. B. (2007). The demand and supply of credit for households. Applied Economics, 39(21), 2681–2692. Tang, S., Guan, Z., & Jin, S. (2010). Formal and informal credit markets and rural credit demand in China. In Agricultural & Applied Economics Association,CAES, & WAEA Joint Annual Meeting (pp. 1–26). Teppa, F., Ziegelmeier, M., Blanc, J. Le, & Zhu, J. (2013). Household saving behaviour and credit constraints in the Euro area. Decument De Travail, 1–62. Thaicharoen, Y., Ariyapruchya, K., & Chucherd, T. (2004). Rising Thai household debt: Assessing the risks and policy implications. Bangkok, Thailand: Bank of Thailand Discussion Paper, 4. Thaicharoen, Y., Ariyapruchya, K., & Chucherd, T. (2004). Rising Thai Household Debt: Assessing Risks and Policy Implications. Economic Research Department, Bank of Thailand No. 2004-01. Todaro, M. P. (1992). Ecconomics for a developing world (3rd ed.). New York, N.Y. Long-Man. Todaro, M. P., & Smith, S. C. (2011). Economic development (11th ed.). Addison-Wesley. New York, N.Y. Townsend, R. (1994). Risk and insurance in village India. Econometrica, 62(3), 539–591. Train, K. (1986). Qualitative choice analysis: Theory, econometrics, and an application to automobile demand. MIT Press London. Treichel, M. Z., & Scott, J. A. (2006). Women-Owned businesses and access to bank credit: Evidence from three surveys since 1987. Venture Capital, 8(1), 51–67. Turvey, C. G., He, G., Ma, J., Kong, R., & Meagher, P. (2012). Farm credit and credit demand elasticities in Shaanxi and Gansu. China Economic Review, 23(4), 1020–1035. Turvey, C. G., & Kong, R. (2010). Informal lending amongst friends and relatives: Can microcredit compete in rural China? China Economic Review, 21(4), 544–556. Turvey, C. G., Kong, R., & Huo, X. (2010). Borrowing amongst friends: The economics of informal credit in rural China. China Agricultural Economic Review, 2(2), 133–147. Udoh, E. J. (2005). Demand and control of credit from informal sources by rice producing women of Akwa Ibom State , Nigeria. Journal for Agriculture & Social Sciences, 1(2), 152–155. Udry, C. (1990). Credit markets in northern Nigeria: Credit as insurance in a rural economy. The World Bank Economic Review, 4(3), 251–269. Udry, C. (1994). Risk and insurance in a rural credit market: An empirical investigation in northern Nigeria. The Review of Economic Studies, 61(3), 495–526. Ugwumba, C. O. A., & Omojola, J. T. (2013). Credit access and productivity growth among subsistence food crop farmers in Ikole Local Government Area of Ekiti State, Nigeria. Journal of Agricultural and Biological Science, 8(4), 351–356. Ugwuoke, A., Chinedu, O., & Felix, E. (2013). Determinants of access to the central bank of Nigeria (CBN) commercial agriculture credit scheme by agro-enterprises in Nassarawa State, Nigeria. European Journal of Business and Management, 5(26), 53–61. Van de Walle, D., & Cratty, D. (2004). Is the emerging non-farm market economy the route out of poverty in Vietnam? Economics of Transition, 12(2), 237–274. Van Rooij, M., Lusardi, A., & Alessie, R. (2011). Financial literacy and stock market participation. Journal of Financial Economics, 101(2), 449–472. Vanguard. (2013). CBN inaugurates 37 newly licenced Micro-finance Banks. Vanguard News Paper. http://www.vanguardngr.com Vanguard. (2014). CBN liberalises access to N200bn agric credit scheme. Vanguard News Paper. http://www.vanguardngr.com Vanguard. (2015). CBN amends commercial agric credit scheme guidelines. Vanguard News Paper. http://www.vanguardngr.com Vuong, Q. H. (1989). Likelihood ratio tests for model selection and non-nested hypotheses. Econometrica, 57(2), 307–333. Wayne, G., Seepersad, J., & Bekele, I. (2000). A comparison of agricultural credit use and non-use among limited-resource farm households in Trinidad. Journal of International Agricultural and Extension Education, 38–44. Williams, R. (2006). Generalized ordered logit/partial proportional odds models for ordinal dependent variables. Stata Journal, 6(1), 58–82. Winter-Nelson, A., & Temu, A. A. (2005). Liquidity constraints, access to credit and pro-poor growth in rural Tanzania. Journal of International Development, 17(7), 867–882. Woolcock, M., & Narayan, D. (2000). Social capital: Implications for development theory, and policy. World Bank Research Observer, 15(2), 225–249. Wooldridge, J. M. (2010). Econometric analysis of cross section and panel data. Massachusetts: MIT press. World Bank. (2015a). Financial inclusion in Nigeria: World bank. http://datatopics.worldbank.org World Bank. (2015b). The World Bank world development indicators. http://databank.worldbank.org Wydick, B., Hayes, K., & Kempf, S. (2011). Social networks, neighborhood effects, and credit access: Evidence from rural Guatemala. World Development, 39(6), 974–982. Yadav, S., Otsuka, K., & David, C. C. (1992). Segmentation in rural financial markets: The case of Nepal. World Development, 20(3), 423–436. Yu, C. (2009). Credit constraints under interaction of supply rationing and demand depression: Evidence from rural households in China. http://smartech.gatech.edu/handle/1853/36659. Yuan, Y., & Gao, P. (2012). Farmers’ financial choices and informal credit markets in China. China Agricultural Economic Review, 4(2), 216–232. Yunus, M. (2003). Halving poverty by 2015-we can actually make it happen: The round table. The Commonwealth Journal of International Affairs, 92(370), 363–375. Zander, R. (1994). Barriers to credit access in rural Sri Lanka. Financial Landscapes Reconstructed: The Fine Art of Mapping Development, Westview Press, Boulder. Zeldes, S. P. (1989). Consumption and liquidity constraints: An empirical investigation. Journal of Political Economy, 97(2), 305–346. Zeller, M. (1994). Determinants of credit rationing: A study of informal lenders and formal credit groups in Madagascar. World Development, 22(12), 1895–1907. Zhang, G. (2008). The choice of formal or informal finance: Evidence from Chengdu, China. China Economic Review, 19(4), 659–678.