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Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June 2014
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Page 1: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

Office of Research at Innocenti

Child Poverty using Multiple

Overlapping Deprivation Analysis

(MODA)

Rabat, Morocco

4 June 2014

Page 2: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

2

How is child poverty different? Why

should we focus on child poverty?

• Different because

•Indicators of child well-being are different than those for adults

•Children are dependent on others and less mobile, so their

environment is especially important

•Children do not control income, income may not be spent in ways

that benefit children, must therefore measure their welfare directly

• Important to focus on children because

•Poverty can have lasting effects, alter a child’s life forever

•Children are the basis for the future productivity of the country, but

policy-makers can be ‘short-sighted’ and focus on present, ignoring

future

Page 3: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

3

UN Definition of Child Poverty

•“Children living in poverty are deprived of nutrition, water and sanitation

facilities, access to basic health-care services, shelter, education, participation

and protection, and that while a severe lack of goods and services hurts every

human being, it is most threatening and harmful to children, leaving them

unable to enjoy their rights, to reach their full potential and to participate as full

members of the society”

• “Les enfants vivant dans la pauvreté sont privés de nutrition, d'eau et

d'assainissement, d'accès aux services de santé de base, au logement, à

l'éducation, à la participation et à la protection, et que, même si un manque

sévère de biens et services fait mal à chaque être humain, mais il est plus

menaçant et dangereux pour les enfants, qui les empêche de jouir de leurs

droits, d'atteindre leur plein potentiel et de participer en tant que membres à

part entière de la société’

• Deprivations and money (‘lack of goods…’); participation, ‘full

potential’; ‘rights’

Page 4: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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• ‘Child focused’ MPI

•Identifies indicators that more directly relate to children’s well-being

•Specific indicator choice based on Convention on Rights of the Child

(CRC)

•Statistics are generated for children, not households

• Considers single deprivation analysis and overlapping deprivation

analysis

•Many children suffer from more than one deprivation

•How many children suffer multiple deprivation? Who are they?

•Overlapping deprivations important for equity—identify the most

vulnerable

Multiple Overlapping Deprivations

Analysis (MODA)

Page 5: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

5

CC-MODA versus N-MODA

• Cross-country MODA (CC-MODA) Project

•Standardized definition of indicators and deprivations to allow cross-

country comparisons; MICS and DHS

•Web portal shows results for 35+ countries, more coming

• www.unicef-irc.org/MODA/

• National MODA (N-MODA) Project

•Country specific application of MODA method

•Nationally specific indicators and deprivations identified and used

•Use any data available (DHS, MICS, LSMS)

• Reference: De Neubourg, C., J. Chai, M. de Milliano, I. Plavgo, Z. Wei (2012b), Cross-country

MODA Study: Multiple Overlapping Deprivation Analysis (MODA) - Technical note,

Working Paper 2012-05, UNICEF OoR, Florence.

Page 6: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

6

CC-MODA Indicators Dimensions Indicators Deprived if

1. Nutrition

Infant and young child

feeding

Child under 6 months not exclusively breastfed; child

between 6-59 months living in a household where

children between 6-23 months are not provided with

minimum meal frequency in the last 24 hours. WHO

standards.

Weight for height

(wasting)

Child's weight for height is below minus two standard

deviations from the international median. WHO

standards.

2. Health

Immunization Child aged 1-4 years has not received all 3 DPT

vaccinations. WHO standards.

Skilled assistance at

birth

No or an unskilled birth attendant assisted with child's

birth. WHO standards.

3. Education

Compulsory school

attendance

Child of compulsory school age but not attending school.

Country-specific data, retrieved from UNESCO.

Primary school

attainment

Child beyond primary school age with no or incomplete

primary education. Country-specific data, retrieved from

UNESCO.

4. Information Availability of

information devices

Family has not reported having any of the following: TV,

radio, phone, mobile phone, and computer. MDG.

Page 7: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

7

MODA Indicators (cont…)

Dimensions Indicators Deprived if

5. Water

Access to improved

water source

Household's main source of drinking water is

unimproved. WHO standards.

Distance to water

source

Time needed to collect water (go, get water, and come

back) is more than 30 minutes. WHO standards.

6. Sanitation Access to improved

sanitation

Household usually uses unimproved toilet facility. WHO

standards.

7. Housing

Overcrowding

Household has on average more than four people per

sleeping room. UN-HABITAT, adjusted for the number of

sleeping rooms only.

Roof & floor material Both roof and floor are made of natural material, which

are not considered permanent. UN-HABITAT standards.

8. Protection * Domestic violence

Child is living in a household where a child between 2

and 14 years experiences any type of physical abuse by

parents.

* When available

Page 8: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

8

Life-cycle stages and dimensions in

CC-MODA

Page 9: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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CC-MODA Deprivation Indicators

Children 0-59 months

Dimension Indicator

Nutrition Child feeding

Weight for age (w/a)

Health Assisted delivery

DPT vaccinations

Water Protected water

Clean water <30 min.

Sanitation Improved toilet

Housing Crowding

Roof & floor

Protection Exposure to violence

Children 5-17 years

Dimension Indicator

Education Incomplete primary (>13 yrs)

Child enrollment

Information TV, radio, phone, etc

Water Protected water

Clean water <30 min.

Sanitation Improved toilet

Housing Crowding

Roof & floor

Protection Exposure to violence

Page 10: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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MPI versus MODA (children <4 years)

Dimension Indicator (MODA)

Nutrition (1) Child feeding

Weight for age (w/a)

Health (1) Assisted delivery

DPT vaccinations

Water (1) Protected water

Clean water <30 min.

Sanitation (1) Improved toilet

Housing (1) Crowding

Roof & floor

Poverty line: no fixed line

Dimension Indicator (MPI)

Education <5 yrs schooling (1/6)

child enrollment (1/6)

Health Malnutrition (w/a, BMI) (1/6)

Child mortality (1/6)

Sta

ndard

of

Liv

ing

Protected water (1/18)

Electricity (1/18)

Improved toilet (1/18)

Floor of dirt/sand (1/18)

Cooking fuel (1/18)

Assets (TV, radio, etc) (1/18)

Poverty line: 0.33

Page 11: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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MPI versus MODA (children 5-17years)

Dimension Indicator (MODA)

Education Incomplete primary

(>13 yrs)

Child enrollment

Information TV, radio, phone, etc

Water Protected water

Clean water <30 min.

Sanitation Improved toilet

Housing Crowding

Roof & floor

Dimension Indicator (MPI)

Education <5 yrs schooling (1/6)

child enrollment (1/6)

Health Malnutrition (w/a, BMI) (1/6)

Child mortality (1/6)

Sta

ndard

of

Liv

ing

Protected water (1/18)

Electricity (1/18)

Improved toilet (1/18)

Floor of dirt/sand (1/18)

Cooking fuel (1/18)

Assets (TV, radio, etc) (1/18) 1/6 + 1/6 of MPI is based on children

Page 12: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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Example: How many children suffer a deprivation?

How many experience multiple deprivations?

Côte d’Ivoire 2012: children aged 5-17 years Congo DR 2010: children aged 5-17 years

Page 13: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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CC-MODA: Comparisons of national

monetary poverty and child deprivation rates

0 10 20 30 40 50 60 70 80 90

Tunisia

Zimbabwe

Burundi

Uganda

Tanzania

Malawi

3+ dimensions

2+ dimensions

Monetary poverty

Page 14: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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CC-MODA for Mali: Rural versus urban

2,4%

7,8%

17,8%

29,5% 28,7%

13,8%

0%

5%

10%

15%

20%

25%

30%

35%

40%

0 1 2 3 4 5

% o

f c

hild

ren

de

pri

ve

d

No. of deprivations

No. of deprivations, children < 5 years: in Rural areas

23,7%

35,9%

23,6%

11,5%

4,5%

0,8%

0%

5%

10%

15%

20%

25%

30%

35%

40%

0 1 2 3 4 5

% o

f ch

ild

ren

de

pri

ved

No. of deprivations

No. of deprivations, children < 5 years: in Urban areas

Page 15: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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Multiple overlapping deprivations

Page 16: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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CC-MODA for Mali: overlap analysis by

dimension, children <5 years (MICS 2009-10)

2%

3%

1%

3%

6%

7%

11%

3%

10%

8%

15%

21%

8%

20%

12%

29%

32%

24%

32%

27%

0% 10% 20% 30% 40% 50% 60% 70%

Housing

Sanitation

Water

Health

Nutrition

Deprived only in the specified dimension Deprived in one other dimension

Deprived in two other dimensions Deprived in 3-5 other dimensions

Page 17: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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Overlap between monetary poverty and

deprivation (Mali 2010)

Children < 5 years (3+ deprivations) Children 5-17 years (2+ deprivations)

Page 18: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

18

Relative importance of income versus other factors in

determining height-for-age in Mali (standardized coefficients)

0

0,1

0,2

0,3

0,4

Consumption MAT EDUC Sanitation Housing Water

he

igh

t-fo

r-a

ge

z-s

co

re Income seems more important than

Sanitation, water, housing

Page 19: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

19

Relative importance of factors determining height-

for-age by region

0

0,1

0,2

0,3

0,4

0,5

Consumption MAT EDUC Sanitation Housing Water

Heig

ht-

for-

ag

e z

-sco

re

Urban

Rural

Income slightly more important in rural

Sanitation, water more important in urban

Page 20: Child Poverty using Multiple Overlapping Deprivation ... · Office of Research at Innocenti Child Poverty using Multiple Overlapping Deprivation Analysis (MODA) Rabat, Morocco 4 June

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Summary

• Added value of MODA •Child specific indicators

•Different age groups (life-cycle approach)

•Individual child level analysis (versus household)

•Overlap analysis

• Uses of MODA •Type, distribution of deprivations

•Overlaps with each other and monetary poverty

• Targeting

• Relative importance allows prioritization of interventions