MULTIDIMENSIONALITY OF POVERTY IN NIGERIA: A FUZZY SET APPROACH
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Abstract
This study examines the multidimensional nature of poverty and living
conditions in Nigeria. Its aim is to fill the gap left by traditional
unidimensional measures of deprivation, which rely on poverty lines estimated
exclusively from monetary variables such as income or consumption expenditure.
The study combines monetary and non-monetary, qualitative and quantitative
indicators, including housing conditions and the possession of durable goods,
with a number of composite measures of human welfare. It employs the fuzzy-set
theoretic framework, using the 2003/2004 Nigeria Living Standards Survey, to
identify other correlates of poverty and to establish whether poverty has
regional and occupational characteristics. Three null hypotheses were
formulated and tested, and all were rejected on the basis of the significance
of the variable coefficients, using Z statistics at the 1 per cent and 0.1 per
cent levels of significance. The estimates show that there are other major
correlates of poverty in Nigeria besides income and consumption expenditure,
and that poverty has both regional and occupational characteristics. On this
basis, the study recommends that government should encourage education as a
right and not a privilege, and should make agriculture a profitable venture by
mechanizing the sector and by training and retraining its personnel. Government
should also give priority to providing essential infrastructure such as
electricity and a good road network. These are good paths to improving the
well-being of Nigerians and to achieving the target of Millennium Development
Goal One.
CHAPTER ONE
INTRODUCTION
1.1 Background to the Study
Poverty in Nigeria is widely recognized as a growing problem. Unlike some
African countries, where high poverty can be attributed to a poor natural
endowment, Nigeria's position is surprising. The country is rich in oil, and is
in fact the biggest oil producer in Africa, yet it was ranked 159th out of 177
countries on the UNDP's human development index (UNDP, 2006). It was considered
one of the twenty poorest countries in the world, with about 70 per cent of the
population classified as poor and 35 per cent living in absolute poverty. The
World Bank (1996) described the situation as poverty in the midst of plenty.
Recent official estimates show that the problem is still large. The 2022
National Multidimensional Poverty Index, produced by the National Bureau of
Statistics (NBS) with the UNDP, UNICEF, the National Social Safety Nets
Coordinating Office and the Oxford Poverty and Human Development Initiative,
found that 63 per cent of Nigerians, about 133 million people, were
multidimensionally poor, whereas 40.1 per cent were poor by the 2018/19
national monetary poverty line (NBS, 2022).
In many developing countries, poverty is concentrated among people who
suffer certain deprivations, including poor housing, little or no education,
unstable employment or unemployment, low and unstable income, low-status jobs
and the absence of savings. It is one of the most deplorable disabilities that
can afflict a person or a nation. Society as a whole is alarmed by growing
poverty, and there is no doubt that poverty in Nigeria is a clog in the wheels
of the progress that its citizens desire. As bad as poverty is, its effects,
namely violence, kidnapping, terrorism, armed robbery and similar crimes, are
said to be much worse, and they hinder the nation's growth and development. The
Nigerian economy faces enormous challenges and a bleak future unless fundamental
steps are taken to correct the legacies of the past, among them an
undiversified mono-product economic structure, lack of policy coherence,
misallocation and mismanagement of resources, corruption and weak institutions.
On the existing trend, poverty was projected to worsen and to engulf as much as
80 per cent of the population by 2030 (NEEDS, 2005).
Because poverty is so important, the United Nations held a special summit
in Copenhagen, the World Summit for Social Development of 1995, declared 1996
the International Year for the Eradication of Poverty, and declared 1997–2006
the International Decade for the Eradication of Poverty. Notable international
organizations, namely the Economic Commission for Africa (ECA), the Food and
Agriculture Organization (FAO), the International Labour Organization (ILO),
the United Nations Development Programme (UNDP), the United Nations
Educational, Scientific and Cultural Organization (UNESCO), the United Nations
Children's Fund (UNICEF), the World Food Programme (WFP), the World Health
Organization (WHO) and the World Bank, have also vigorously addressed the
issue. Nigeria has joined the international community in the global fight
against poverty. It has launched a number of programmes, including the
Directorate for Food, Roads and Rural Infrastructure (DFRRI, 1986), the
National Directorate of Employment (NDE, 1986) and the Family Economic
Advancement Programme (FEAP, 1997). These programmes do not appear to have had
a significant impact on poverty.
The weak response of the poverty trend to policy may be ascribed to the
fact that earlier research on poverty relied only on income or consumption
expenditure as the proxy for poverty, and so suffered from a unidimensional
limitation. Such research has also shared the traditional need to divide the
population into the poor and the non-poor by means of a poverty line.
Unidimensional poverty measures give only a partial understanding of poverty
and therefore lead to ineffective poverty reduction programmes. They fail to
capture many aspects of deprivation, including lack of access to services
essential for health and literacy, and lack of political voice and legal
protection. The policy recommendations that come from such traditional analysis
consequently concentrate on policies that reduce poverty in the short run, and
leave untouched the structure of socio-economic policies that could break the
intergenerational reproduction of poverty in the long run. The Nigerian
official data show how much the choice of measure matters: the multidimensional
headcount of 63 per cent is far above the monetary headcount of 40.1 per cent
(NBS, 2022). Adepoju (2019), comparing the two approaches for rural households
in South-West Nigeria, also finds that they share many similarities but do not
lead to the same results.
The conventional measures, namely the Foster-Greer-Thorbecke (FGT) class,
the head count (HC) and Sen's composite index, classify the population into two
groups, the poor and the non-poor, defined in relation to a chosen poverty line
based on household expenditure or income per capita. Most analysts in
developing countries follow this conventional view, which focuses on
insufficient income for securing basic goods and services. The theoretical
debate on the measurement of poverty has, however, made impressive progress by
moving gradually from the traditional unidimensional approach to a
multidimensional one. Poverty is now regarded as a multidimensional phenomenon
of which income is only one aspect. The study of income should be complemented
by non-monetary indices, built from appropriately weighted indicators of
deprivation, which help us to understand the different sources of the economic
problems that households experience daily. Fuzzy set methods are one way of
doing this. Popogbe, Akinleye and Oke (2021), for example, use a fuzzy set
multidimensional poverty index to measure deprivation in Lagos slums, and find
an average index of 0.49 and the greatest deprivation in education, followed by
living standards and then health. With multidimensional measurement of poverty,
policy makers can understand the main causes of poverty and identify the
socio-economic policies that will reduce its spread. The purpose of this study
is therefore to determine the multidimensionality of poverty in Nigeria.
1.2 Statement of the Problem
Poverty reduction has been a cardinal policy thrust in Nigeria since
independence in 1960. This is a major problem for the country, because despite
its abundant resources, which are enough to tackle the problem, a positive and
significant response to the anti-poverty programmes has remained elusive. The
current administration of President Yar'Adua and Goodluck Jonathan has a
seven-point agenda (food security and agriculture, mass transportation, land
reforms, security, power and energy, good education, and job creation and
employment), all aimed primarily at reducing poverty. It has not yet been fully
implemented or assessed, but on past record Nigeria is still rated at a 70 per
cent poverty level by the UNDP (2006) and hosts the third largest number of poor
people after China and India.
Earlier Nigerian studies of poverty were unidimensional and used income
or consumption expenditure as the only proxy for poverty. Each of them took
either the level of income or the level of expenditure as its sole measure of
well-being, so the policies drawn from them had limited impact, and the poverty
level has continued to rise. These policies may have had little effect because
income and expenditure can hardly be considered the only causes of poverty.
The earlier studies reported varying results, which may depend on the
period studied. Several are consistent, however, in finding that poverty is
highly concentrated in the Northern region and in rural areas. Alemu (2019),
using a multidimensional approach with fuzzy sets, finds that poverty in
Nigeria is high, averaging 52 per cent whether it is defined by income or by a
combination of income and non-income factors, and that three northern zones,
the North East, North West and North Central, account for most of it. The 2022
national estimates show the same pattern, with 65 per cent of the
multidimensionally poor living in the North, and with a rural incidence of 72
per cent against 42 per cent in urban areas (NBS, 2022). One wonders whether
this is related to the kind of work people do in their respective regions,
which makes the link between poverty and occupation a major issue. A
multidimensional approach has also been used in some recent work, though at the
level of a state or locality, as in the Lagos slums study (Popogbe et al.,
2021). It is not yet clear which approach should be adopted for plausible,
result-oriented policy making in Nigeria.
In view of these problems, the following questions arise:
1. What are the major correlates of poverty in
Nigeria?
2. Does poverty have a regional characteristic?
3. Does the nature of one's job increase the
risk of poverty?
1.3 Objectives of the Study
The broad objective of the research is to study the multidimensionality
of poverty in Nigeria using the 2003/2004 Nigeria Living Standards Survey
(NLSS), which was the latest comprehensive survey at the time of the study. The
specific objectives are:
i. To determine the major correlates of poverty
in Nigeria.
ii. To determine whether poverty in Nigeria is
regionally concentrated.
iii. To determine whether poverty has an
occupational characteristic.
1.4 Statement of Working Hypotheses
The hypotheses of the research are stated as follows:
i. Poverty has no major correlate in Nigeria.
ii. Poverty in Nigeria has no regional
characteristic.
iii. Poverty has no occupational characteristic in
Nigeria.
1.5 Justification of the Study
Perspectives on poverty have evolved significantly, with wide acceptance
of the multidimensional nature of poverty and of the importance of considering
its depth and severity. Poverty is a complex social phenomenon, and
incorporating more information is necessary to draw an accurate picture of it.
Doing so also adds value to policy targeting, because it identifies the degree
of poverty that is actually experienced. Alemu (2019) reports, for instance,
that households attach more weight to education, energy and employment, which
suggests that interventions in these areas could significantly reduce poverty
in Nigeria.
If the Millennium Development Goals (MDGs) are to be achieved in Nigeria,
progress is essential in all the major areas that bear on the well-being of the
people, including poverty reduction and improvements in education, health,
gender equality and the environment, with the eradication of extreme poverty
and hunger at the forefront. A sound and effective policy is feasible when the
degree of poverty is known and compared across the relevant dimensions of
poverty, instead of treating consumption expenditure or income as the only
proxy. This provides a genuine path towards the Millennium Development Goals.
Besides this relevance, the study will help students by providing a framework
on which further research can be built, and by introducing various indicators
of deprivation (poverty) other than the traditional and conventional approach.
1.6 Scope and Limitations of the Study
The study of the multidimensionality of poverty in Nigeria is limited to
the existing cross-sectional data of the 2003/2004 Nigeria Living Standards
Survey (NLSS). The 2003/2004 NLSS was chosen because it is comprehensive and
the data are available. Secondly, according to a senior official of the
National Bureau of Statistics, the 2008/2009 Harmonised Nigeria Living
Standards Survey (HNLSS), being conducted by the World Bank, the European Union
(EU) and other stakeholders to provide the data needed to analyse poverty in
the country, was still under way at the time of the study, and 2010 data were
not yet available. Later surveys, such as the 2018/19 NLSS and the 2022
national multidimensional poverty survey, now exist (NBS, 2022). Besides the
NLSS, the 2006 Core Welfare Indicator Questionnaire exists, but it lacks
clarity and certain salient variables needed for this analysis. In addition,
finance was a serious constraint on the study and limited its efficiency.
References
Adepoju, A. A. (2019).
Comparative analysis of determinants of household poverty among rural farming
households in Southwest Nigeria. Asian Journal of Agricultural Extension,
Economics & Sociology, 29(4).
Alemu, Z. G. (2019). Poverty
in Nigeria: A multidimensional approach (Working Paper No. 327). African
Development Bank.
National Bureau of
Statistics. (2022). Nigeria multidimensional poverty index (MPI) survey
report 2022. https://www.nigerianstat.gov.ng
Popogbe, O. O., Akinleye,
S. O., & Oke, M. D. (2021). Fuzzy set approach to measuring urban poverty:
A case of Lagos State slums. International Journal of Development Issues, 20(2),
191–209. https://doi.org/10.1108/IJDI-06-2020-0139
This project contains full academic material including literature review, methodology,
data analysis and conclusion.
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