e-ISSN 2231-8526
ISSN 0128-7680
Krishna Prasad Acharya, Shankar Prasad Khanal and Devendra Chhetry
Pertanika Journal of Science & Technology, Volume 30, Issue 2, June 2022
DOI: https://doi.org/10.47836/pjssh.30.2.12
Keywords: Covariate pattern, diagnostics, goodness of fit, logistic regression, Nepal, poverty
Published on: 9 June 2022
One of the key factors in reducing monetary poverty is the identification of its determinants. Using a logistic regression model and considering household poverty status (poor/non-poor) as the response variable, this paper attempts to identify the most promising factors associated with monetary poverty based on nationally representative data of 5,988 households from the Nepal Living Standard Survey (2010/11). The goodness of fit, classification, discrimination, and diagnostics of the fitted model is performed. Six factors, namely illiteracy of household head (OR: 2.20; 95% CI: 1.86–2.61), households receiving no remittance (OR: 1.90; 95% CI: 1.64–2.20), households with no landholdings (OR: 1.53; 95% CI: 1.31–1.78), households with poor access to market centers (OR: 1.77; 95% CI: 1.52–2.07), households having more than two children under the age of 15 (OR: 4.69; 95% CI: 4.06–5.42) and households having no literate persons of working age (OR: 1.29; 95% CI: 1.07–1.56) are significantly associated with the likelihood of poverty. Male-headed households are not better positioned than female-headed households concerning poverty level. The developed regression model has satisfied the test of goodness of fit of the model and reasonably satisfied the regression diagnostics through visual assessment. As several risk factors associated with poverty increase, the likelihood of a household being poor increases substantially. This analysis is expected to be helpful for the concerned authority to reframe the policy.
Abrar ul haq, M., Jali, M. R. M., & Islam, G. M. N. (2018a). Assessment of the role of household empowerment in alleviating participatory poverty among rural household of Pakistan. Quality & Quantity, 52(6), 2795-2814. https://doi.org/10.1007/s11135-018-0710-0
Abrar ul haq, M., Jali, M. R. M., & Islam, G. M. N. (2018b). The development of household empowerment index among rural household of Pakistan. Pertanika Journal of Social Sciences & Humanities, 26(2),787-809.
Abrar ul haq, M., Jali, M. R. M., & Islam, G. M. N. (2019). Household empowerment as the key to eradicate poverty incidence. Asian Social Work and Policy Review, 13(1), 4-24. https://doi.org/10.1111/aswp.12152
Achia, T. N., Wangombe, A., & Khadioli, N. (2010). A logistic regression model to identify key determinants of poverty using demographic and health survey data. European Journal of Social Sciences, 13(1), 38-45.
Adams, R. H. (2003). Economic growth, inequality and poverty: Findings from a new data set (Vol. 2972). World Bank Publications. https://doi.org/10.1002/sim.1956
Bhatta, S. D., & Sharma, S. K. (2006). The determinants and consequences of chronic and transient poverty in Nepal. Chronic Poverty Research Centre (Working paper No. 66). http://doi.org/10.2139/ssrn.1753615
Botha, F. (2010). The impact of educational attainment on household poverty in South Africa. Acta Academica, 42(4),122-147. https://www.researchgate.net/publication/287486539
Central Bureau of Statistics. (2005). Poverty Trends in Nepal (1995-96 and 2003-04). Central Bureau of Statistics, National Planning Commission.
Central Bureau of Statistics. (2011a). Nepal Living Standard Survey (2010/11). Poverty in Nepal (A brief report based on NLSS-III), Central Bureau of Statistics. National Planning Commission Secretariat, Government of Nepal. https://cbs.gov.np/poverty-in-nepal-2010-11/
Central Bureau of Statistics. (2011b). Nepal Living Standard Survey (2010/11). Statistical Report, Volume Two, Central Bureau of Statistics, National Planning Commission Secretariat, Government of Nepal. https://time.com/wp-content/uploads/2015/05/statistical_report_vol2.pdf
Central Bureau of Statistics. (2011c). Nepal Living Standard Survey (2010/11). Statistical Report, Volume One, Central Bureau of Statistics, National Planning Commission Secretariat, Government of Nepal. https://cbs.gov.np/wp-content/upLoads/2018/12/Statistical_Report_Vol1.pdf
Central Bureau of Statistics. (2014). Population Monograph of Nepal 2014: , Population Dynamics (Vol. 1). https://mohp.gov.np/downloads/Population%20Monograph%20V01.pdf
Chowdhury, M. J. A., Ghosh, D., & Wright, R. E. (2005). The impact of micro-credit on poverty: Evidence from Bangladesh. Progress in Development Studies, 5(4), 298-309. https://doi.org/10.1191/1464993405ps116oa
Edoumiekumo, S. G., Karimo, T. M., & Tombofa, S. S. (2014). Determinants of households’ income poverty in the South-South Geopolitical Zone of Nigeria. Journal of Studies in Social Sciences, 9(1), 101-115.
Farah, N. (2015). Impact of household and demographic characteristics on poverty in Bangladesh: A logistic regression analysis. Eastern Illinois University. https://thekeep.eiu.edu/lib_awards_2015_docs/3/
Hosmer, D. W., & Lemeshow, S. (2000). Applied logistic regression (2nd ed.). John Wiley & Sons.
Imam, M. F., Islam, M. A., & Hossain, M. J. (2018). Factors affecting poverty in rural Bangladesh: An analysis using multilevel modelling. Journal of the Bangladesh Agricultural University, 16(1), 123-130. https://doi.org/10.3329/jbau.v16i1.36493
International Organization of Migration. (2019). Migration in Nepal: A country profile 2019. https://publications.iom.int/books/migration-nepal-country-profile-2019
John, G., & Scott, R. (2002). Poverty and access to infrastructure in Papua New Guinea. UC Davis Working Paper (Working paper No. 02-008). https://doi.org/10.2139/ssrn.334140
Joshi, G. R., & Joshi, N. B. (2016). Determinants of household food security in the eastern region of Nepal. SAARC Journal of Agriculture, 14(2), 174-188. https://doi.org/10.3329/sja.v14i2.31257
Khan, M. M., Hotchkiss, R., Berruti, A. A., & Hutchinson, P. L. (2006). Geographic aspects of poverty and health in Tanzania: Does living in a poor area matter? Health Policy and Planning, 21(2), 110-122. https://doi.org/10.1093/heapol/czj008
Khan, R. E. A., Rehman, H., & Abrar ul Haq, M. (2015). Determinants of rural household poverty: The role of household socioeconomic empowerment. American-Eurasian Journal of Agricultural and Environmental Science, 15(1), 93-98.
Kona, M. P., Khatun, T., Islam, N., Mijan, A., & Noman, A. (2018). Assessing the impact of socio-economic determinants of rural and urban poverty in Bangladesh. International Journal of Science & Engineering Research, 9(8), 178-184. https://www.researchgate.net/publication/329252093
Kousar, R., Makhdum, M. S. A., & Ashfaq, M. (2015, March 23-27). Impact of land ownership on the household welfare in rural Pakistan [Conference session]. 2015 World Bank Conference on Land and Poverty, The World Bank-Washington DC, United States. https://www.researchgate.net/publication/274713955_IMPACT_OF_LAND_OWNERSHIP_ON_THE_HOUSEHOLD_WELFARE_IN_RURAL_PAKISTAN
Kunwar, L. S. (2015). Emigration of Nepalese people and its impact. Economic Journal of Development Issues, 19-20(1-2), 77-82. https://doi.org/10.3126/ejdi.v19i1-2.17705
Leekoi, P., Jalil, A. Z. A., & Harun, M. (2014). An empirical on risk assessment and household characteristics in Thailand. Middle-East Journal of Scientific Research, 21(6), 962-967.
Majeed, M. T., & Malik, M. N. (2015). Determinants of household poverty: Empirical evidence from Pakistan. The Pakistan Development Review, 701-717. https://doi.org/10.30541/v54i4I-IIpp.701-718
Mamo, B. G., & Abiso, M. (2018). Statistical analysis of factors affecting poverty status of rural residence. American Journal of Theoretical and Applied Statistics, 7(5), 188-192. https://doi.org/10.11648/j.ajtas.20180705.14
McFadden, D. (1974). Conditional logit analysis of qualitative choice behavior. In P. Zarembka (Ed.), Frontiers in econometrics (pp. 104-142). Academic Press.
Ministry of Finance. (2005). Economic Survey. Government of Nepal, Kathmandu.
Ministry of Finance. (2012). Economic Survey. Government of Nepal, Kathmandu. https://mof.gov.np/uploads/document/file/Economic%20Survey%202011-12_20141224054554.pdf
Ministry of Finance. (2013). Economic Survey. Government of Nepal, Kathmandu. https://mof.gov.np/uploads/document/file/ES%202069-70_20140720094744.pdf
Ministry of Health. (2011). Nepal Demographic Health Survey 2011. Ministry of Health and Population, New ERA, and ICF International. https://dhsprogram.com/pubs/pdf/fr257/fr257[13april2012].pdf
Myftaraj, E., Zyka, E., & Bici, R. (2014). Identifying household level determinants of poverty in Albania using logistic regression model. International Journal of Sustainable Development, 7(3), 35-42. https://ssrn.com/abstract=2457441
Obi, A., van Schalkwyk, H. D., & van Tilburg, A. (2012). Market access, poverty alleviation and socio-economic sustainability in South Africa. In H. D. van Schalkwyk, J. A. Groenewald, G.C.G. Fraser, A. Obi, & A. van Tilburg (Eds.), Unlocking markets to smallholders. Mansholt Publication Series (Vol. 10). Wageningen Academic Publishers. https://doi.org/10.3920/978-90-8686-168-2_1
Omoregbee, F. E., Ighoro, A., & Ejembi, S. A. (2013). Analysis of the effects of farmers characteristics on poverty status in Delta State. International Journal of Humanities and Social Science Invention, 2(5), 11-16.
Osowole, O. I., Ugbechie, R., & Uba, E. (2012). On the identification of core determinants of poverty: A logistic regression approach. Mathematical Theory and Modeling, 2(10), 45-53.
Peters, D. H., Garg, A., Bloom, G., Walker, D. G., Brieger, W. R., & Rahman, M. H. (2008). Poverty and access to health care in developing countries. Annals of the New York Academy of Sciences, 1136(1), 161-171. https://doi.org/10.1196/annals.1425.011
Pregibon, D. (1981). Logistic regression diagnostics. The Annals of Statistics, 9(4) 705-724.
Shively, G., & Thapa, G. (2017). Markets, transportation infrastructure and food prices in Nepal. American Journal of Agricultural Economics, 99, 660-682. https://doi.org/10.1093/ajae/aaw086
Spaho, A. (2014). Determinants of poverty in Albania. Journal of Educational and Social Research, 4(2), 157-163. https://doi.org/10.5901/jesr.2014.v4n2p157
Taylor, J. E., Gurkan, A. A., & Zezza, A. (2009). Rural poverty and markets (ESA Working Paper No. 09-05). Agricultural Development Economics Division, The Food and Agriculture Organization of the United Nations. http://www.fao.org/3/a-ak424e.pdf
Teka, A. M., Woldu, G. T., & Fre, Z. (2019). Status and determinants of poverty and income inequality in pastoral and agro-pastoral communities: Household-based evidence from Afar Regional State, Ethiopia. World Development Perspectives, 15, 100123. https://doi.org/10.1016/j.wdp.2019.100123
Thapa, A. K., Dhungana, A. R., Tripathi, Y. R., & Aryal, B. (2013). Determinants of poverty in rural parts of Nepal: A study of Western Development Region. Pinnacle Economics & Finance, 1-6. https://www.pjpub.org/pef/pef_105.pdf
Uematsu, H., Shidiq, A. R., & Tiwari, S. (2016). Trends and drivers of poverty reduction in Nepal: A historical perspective. World Bank Policy Research Working Paper (No. 7830). https://doi.org/10.1596/1813-9450-7830
Wickeri, E. (2011). “Land is life, land is power”: Landlessness, exclusion, and deprivation in Nepal. Fordham International Law Journal, 34(4), Article 6. https://ir.lawnet.fordham.edu/ilj/vol34/iss4/6
ISSN 0128-7680
e-ISSN 2231-8526