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Mapping and Analysing
Multi-dimensional Child Poverty
at the Local Government Area Level
in Nigeria: A Small Area Estimation
Approach
Falowo S., Ajibuah B. J. and Egharevba B.
Addis Ababa -October, 2017
Structure
1) Child Poverty
2) Small Area Estimation
3) Maps and results
4) Applicationsand next steps
What defines that a child is poor?
Child Poverty
Child right violations
Nutrition
Education
Water and Sanitation
Health
Housing
Information
.
Continuum of Deprivation and Child Poverty
No Deprivation Extreme Deprivation
Mild Moderate Severe
E.g. : Childrenwho have never been to school
Childrenin dwellings with more than five people per room
Childrenwhose heights and weights are 3 SD below the norm
How do we measure Child Poverty?
Combining Deprivations
Lack of health service
Lack of water
No Education
.
Malnutrition
There are not 7 but 4 deprived children
Measuring child poverty
In this case, with a threshold of 1 unfulfilled right,
50 % of the children would be considered poor.
We also know which children are missing which right.
Access to: A B C D
Water (Only surface water such as rivers or ponds) √ √ √ √
Sanitation (No access to a toilet facility of any kind) √ √ NO √
Health (No immunization against any diseases) √ √ √ √
Nutrition (3 st. dev. below the international norm) √ √ NO √
Shelter (Five or more people per room) √ NO √ √
Education (Never been to school) √ √ √ √
Information (No radio, television, or mobile phone) √ √ NO √
Poor:At least one right not fulfilled NO √ √ NO
Rivers
Ekiti
Osun
Lagos
Ogun
Oyo
Delta
Bayelsa
Ondo
Edo
Kogi
Niger
Kwara
Kebbi
Kaduna
Sokoto
Zamfara
Adamawa
AbiaImo
Anambra
Enugu
CrossRiver
AkwaIbom
Benue
Ebonyi
Taraba
Plateau
FCT
Nassarawa
Katsina
Kano
Jigawa
GombeBauchi
Yobe
Borno
Incidence of child poverty
80- 90%
Above 90%
70- 80 %
40-60 %
60 - 70 %
Small Area Estimates (I)
• Nigeria: 36 States + FCT
• 774 Local Government Areas (LGAs)
• MICS 2016, representative only at State level
– Kano and Lagos oversampled
• Census 2006, representative at smallest
administrativelevel
– Can be aggregated to be representative at LGA level
Small Area Estimates (II)
• But Census does not cover all Child Poverty
indicators
– Water
– Sanitation
– Education
– Housing
– Information
• How to obtain LGA estimates?
Small Area Estimates (III)
• State level data from MICS
• Correlations
• Logistic Regressions
– Nutrition on water, sanitation, education
– Immunization on water, sanitation, education
• Coefficientsused on LGA data from Census
• Estimate LGA Nutrition and Immunization
State
LGA
Household
Water
Sanitation Nutrition
HealthEducation
EducationWater Sanitation
Information
Housing
Housing Information
Non-linear Multivariate Regression
(a linear one will not do as it would predict more than 100% coverage)
O
100 % immunization
X3 = SanitationX2 = WaterX1 = Education
Non-linear Multivariate Regression (II)
• Coefficients used on LGA data from Census
– E.g. if usage of improved sources of drinking water is
30%,
– if usage of improved sanitation facilities is 20%,
– and if net primary school attendance is 55%,
– then stunting is expected to be 42%
– As it is not a linear regression, slopes are not constant
• Estimate LGA Nutrition and Immunization
– They cannot be calculated from MICS for LGA
State
LGA
Household
Water
Sanitation Nutrition
HealthEducation
EducationWater Sanitation
Water Sanitation
Education
Aggregation from households (from Census) to LGA level
Housing
Housing
Information
Information
Housing
Information
State
LGA
Household
Water
Sanitation Nutrition
HealthEducation
EducationWater Sanitation
Water Sanitation
Education
Housing
Housing
Information
Information
Housing
Information
Regression coefficients used on available LGA data Nutrition
Health
Aggregation from households (from Census) to LGA level
Maps and results
Map1: % Childrenwith no educationof who dropped out of
school
Map2: % Childrenwith no immunization
Map3: % Childrenwithout access to safe water
Map4: % Childrenwithout access to sanitation
Map5 % MalnourishedChildren(3 standard deviations)
ChildPoverty (%)
Maps and results :
Results (Finding)
• Lack of water, sanitation, health, and shelter are
most severe in the North-East and North-West.
• LGAs where there are the city centers have better
access to educationand safe and clean water
• Bad and Worst LGAs are mostly rural
• This information and the classificationinto Worst,
Bad, Middle, Good, and Best LGAs is being used to
assess and evaluate national and donor-funded
strategies and their locationsin Nigeria.
Applications and next steps
• LGAs ranked from highest to lowest incidence of
Child Poverty
• LGAs clustered in 3 groups: High, Medium, Low
Child Poverty
• LGAs ranked from highest to lowest for each
separate dimension of Child Poverty
• LGAs classified as ConsistentlyGood, Average, Bad
across the dimensions
• The two rankings combined in a 3X3 table
• Table used to obtain five groups: Best, Good,
Middle,Bad, Worst LGAs
THANK YOU!

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