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Multiple Overlapping Deprivation Analysis (MODA)
HOW TO!An easy-to-use guide to get you started with multidimensional poverty analysis
MODA
1
Multiple Overlapping Deprivation Analysis (MODA)
• MODA is a rights-based framework for multidimensional child poverty measurement
• It helps define the dimensions of child poverty, identify children who are deprived in
one or more of these dimensions and estimate multidimensional child poverty rates
WHAT IS MODA?
WHY USEMODA?
• MODA can be adapted to any context – national or cross-country comparative
• MODA was developed for children – the child is the unit of analysis (not the household)
2
Multiple Overlapping Deprivation Analysis (MODA)
Roadmap
01
STEP
Getting Started
Concepts, definitions, data choice
02
STEP
Data Preparation
Choice of dimensions, indicators,
thresholds and age groups
03
STEP
Single Deprivation Analysis
Analysis by indicator and dimension
04
STEP
Multiple Deprivation Analysis
Deprivation count and overlap
analysis by age group
05
STEP
Multiple Deprivation Analysis
Profiling
3
1.1. CHOOSE THE CONCEPT TO BE ANALYZED
• DEPRIVATION
But also
• MONETARY POVERTY
• SUBJECTIVE / SELF ASSESSED POVERTY
• FINANCIAL STRAINS
• SOCIAL EXCLUSION
01
STEP
Getting Started
4
1.2. DEFINE DEPRIVATION
The guiding principles for child well being dimensions choices are based on:
• The Convention on the Rights of the Child (CRC) (1989)
• The World Summit on Social Development (1995)
• the Millennium Development Goals (2000; 2003)
• National Consensus
01
STEP
Getting Started
5
FOOD/NUTRITION
SANITATION
HEALTH
WATER
EDUCATION
HOUSING
INFORMATION
01
STEP
Getting Started
1.3. SPECIFY THE DIMENSIONS OF DEPRIVATION
Which dimensions to include in a child poverty measure?
Measurement of child poverty can
be based on constitutive rights of
poverty
(i.e. when “a person’s lack of command
over economic resources plays a role in
causing their non-realization”)
as developed by the Office of the High
Commissioner for Human Rights (2012)
6
02
STEP
Data Preparation
2.1. DEFINE THE REFERENCE POPULATION
Life-course stages
Child age groups
0-4 5-14 15-17
7
2.2. CHOOSE THE DATASET
• Household living conditions surveys
• Household budget surveys
National level
analysis
Cross Country
analysis
• Multiple Indicator Cluster Surveys (MICS)
• Demographic and Health Surveys (DHS) STATA, R, SAS, SPSS
02
STEP
Data Preparation
8
2.3. SELECT THE INDICATORS
CHILD IS THE
UNIT OF
ANALYSIS
INDICATORS
@ HOUSEHOLD LEVEL
WITH CHILD FOCUS
INDICATORS
@ HOUSEHOLD LEVEL
INDICATORS
@ CHILD LEVEL
02
STEP
Data Preparation
9
2.4. DEFINE THE LIFE CYCLE STAGES AND DIMENSIONS USED
INDICATORS
can be AGE-SPECIFIC
0-23 months 24-59 months
5-14 years 15-17 years
02
STEP
Data Preparation
10
2.5. COMBINE THE INDICATORS INTO DIMENSIONS
e.g. EDUCATIONe.g. SCHOOL ENROLMENT
e.g. SCHOOL ATTENDANCE
FOOD/NUTRITION
SANITATION
HEALTH
EDUCATION
…
INDIVIDUAL/HH SURVEY
02
STEP
Data Preparation
11
DEPRIVED
NON-DEPRIVED
# of GRADES BEHIND
2.6. SET THE DEPRIVATION THRESHOLD
OVERCROWDING
Overcrowding:
a child is deprived if s/he sleeps in a room
with more than 4 people
Number of grades behind in school:
a child is deprived if s/he is 2 or more
grades behind in primary school
Two examples
02
STEP
Data Preparation
12
03
STEP
Single Deprivation Analysis
3.1. SINGLE DEPRIVATION ANALYSIS – A SECTOR-BY-SECTOR ANALYSIS
BY INDICATOR SCHOOL
ENROLMENT
# of DEPRIVED
CHILDREN 1 2 2
STUNTING
3 CHILDREN
ACCESS TO
PIPED WATER
2
HEADCOUNT
RATIO 1/3 2/3 2/3 2/3
For each indicator/dimension: estimate the
percentage of children deprived
SCHOOL
ATTENDANCE
33% 67% 67% 67% 13
DEPRIVED
NOT DEPRIVED
3.2. SINGLE DEPRIVATION ANALYSIS – A SECTOR-BY-SECTOR ANALYSIS
SCHOOL
ENROLMENT
# of DEPRIVED
CHILDREN 2 2
STUNTING
3 CHILDREN
ACCESS TO
PIPED WATER
2
HEADCOUNT
RATIO 2/3 2/3 2/3
• Multiple indicators under the same dimension
are aggregated in one dimension using union,
intersection, or intermediate cut-off
approaches (here union - a child is
deprived in a dimension if s/he experiences
deprivation in any indicator under this
dimension) .
SCHOOL
ATTENDANCE
BY DIMENSION
67% 67% 67%
03
STEP
Single Deprivation Analysis
14
SCHOOL
ENROLMENT
STUNTING
3 CHILDREN
ACCESS TO
PIPED WATER
SCHOOL
ATTENDANCE
BY CHILDREN
Estimate the percentage of children deprived in a number of dimensions
# of
DEPRIVATIONS
1
2
3
04
STEP
Multiple Overlapping Deprivation Analysis
4.1. MULTIPLE DEPRIVATION ANALYSIS
# of
DIMENSIONS
3
3
3
INTENSITY OF
DEPRIVATION
33%
66%
100%
15
Multiple Overlapping Deprivation Analysis
4.1. DEPRIVATION COUNT AND DISTRIBUTION
How many children are deprived in 0, 1, 2 or more dimensions?
0 1 2 3
# of Dimensions
67%
33%
%ofDeprivedChildrenoverTotal
04
STEP
16
Multiple Overlapping Deprivation Analysis
4.2. MULTIDIMENSIONAL POVERTY (MDP) RATE with different CUT-OFFs
04
STEP
17
≥2 dimensions CUT-OFF
≥1 dimensions CUT-OFF
3 dimensions CUT-OFF
MDP Headcount (≥1) = 100%
MDP Headcount (≥ 2) = 66%
MDP Headcount (3) = 33%
Multiple Overlapping Deprivation Analysis
4.3. OVERLAP ANALYSIS
DETERMINING WHICH DEPRIVATIONS A CHILD IS EXPERIENCING SIMULTANEOUSLY
+ +
+
+
+
OVERLAPPING DIMENSIONS:
04
STEP
18
Multiple Overlapping Deprivation Analysis
4.3. OVERLAP ANALYSIS
DETERMINING WHICH DEPRIVATIONS A CHILD IS EXPERIENCING SIMULTANEOUSLY
+ + +
OVERLAPPING DIMENSIONS:
04
STEP
19
Multiple Overlapping Deprivation Analysis
4.4. CONSTRUCT A PROFILE OF CHILDREN IN DEPRIVATION OVERLAPS
Who are the children deprived in three dimensions simultaneously?*
1.0
LIVES IN RURAL AREA
MOTHER HAS NO or PRIMARY EDUCATION
# of deprived children in a given combination
of dimensions as % of children in the specified
age group with a given characteristic
CHILD IS AN ORPHAN
Triple headcount ratio (%) by subgroup
LIVES IN URBAN AREA
MOTHER HAS SECONDARY OR > EDUCATION
Deprivation headcount ratio (%) for children deprived in all three dimensions ( ) according to different characteristics
CHILD IS not AN ORPHAN
+ +
*https://www.unicef-irc.org/MODA/MODA/index.php/pages/multi_deprivation/SEN/1/5-17
04
STEP
20
https://www.unicef-irc.org/research/multidimensional-child-poverty/

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Multiple Overlapping Deprivation Analysis (MODA): HOW-TO GUIDE

  • 1. Multiple Overlapping Deprivation Analysis (MODA) HOW TO!An easy-to-use guide to get you started with multidimensional poverty analysis MODA 1
  • 2. Multiple Overlapping Deprivation Analysis (MODA) • MODA is a rights-based framework for multidimensional child poverty measurement • It helps define the dimensions of child poverty, identify children who are deprived in one or more of these dimensions and estimate multidimensional child poverty rates WHAT IS MODA? WHY USEMODA? • MODA can be adapted to any context – national or cross-country comparative • MODA was developed for children – the child is the unit of analysis (not the household) 2
  • 3. Multiple Overlapping Deprivation Analysis (MODA) Roadmap 01 STEP Getting Started Concepts, definitions, data choice 02 STEP Data Preparation Choice of dimensions, indicators, thresholds and age groups 03 STEP Single Deprivation Analysis Analysis by indicator and dimension 04 STEP Multiple Deprivation Analysis Deprivation count and overlap analysis by age group 05 STEP Multiple Deprivation Analysis Profiling 3
  • 4. 1.1. CHOOSE THE CONCEPT TO BE ANALYZED • DEPRIVATION But also • MONETARY POVERTY • SUBJECTIVE / SELF ASSESSED POVERTY • FINANCIAL STRAINS • SOCIAL EXCLUSION 01 STEP Getting Started 4
  • 5. 1.2. DEFINE DEPRIVATION The guiding principles for child well being dimensions choices are based on: • The Convention on the Rights of the Child (CRC) (1989) • The World Summit on Social Development (1995) • the Millennium Development Goals (2000; 2003) • National Consensus 01 STEP Getting Started 5
  • 6. FOOD/NUTRITION SANITATION HEALTH WATER EDUCATION HOUSING INFORMATION 01 STEP Getting Started 1.3. SPECIFY THE DIMENSIONS OF DEPRIVATION Which dimensions to include in a child poverty measure? Measurement of child poverty can be based on constitutive rights of poverty (i.e. when “a person’s lack of command over economic resources plays a role in causing their non-realization”) as developed by the Office of the High Commissioner for Human Rights (2012) 6
  • 7. 02 STEP Data Preparation 2.1. DEFINE THE REFERENCE POPULATION Life-course stages Child age groups 0-4 5-14 15-17 7
  • 8. 2.2. CHOOSE THE DATASET • Household living conditions surveys • Household budget surveys National level analysis Cross Country analysis • Multiple Indicator Cluster Surveys (MICS) • Demographic and Health Surveys (DHS) STATA, R, SAS, SPSS 02 STEP Data Preparation 8
  • 9. 2.3. SELECT THE INDICATORS CHILD IS THE UNIT OF ANALYSIS INDICATORS @ HOUSEHOLD LEVEL WITH CHILD FOCUS INDICATORS @ HOUSEHOLD LEVEL INDICATORS @ CHILD LEVEL 02 STEP Data Preparation 9
  • 10. 2.4. DEFINE THE LIFE CYCLE STAGES AND DIMENSIONS USED INDICATORS can be AGE-SPECIFIC 0-23 months 24-59 months 5-14 years 15-17 years 02 STEP Data Preparation 10
  • 11. 2.5. COMBINE THE INDICATORS INTO DIMENSIONS e.g. EDUCATIONe.g. SCHOOL ENROLMENT e.g. SCHOOL ATTENDANCE FOOD/NUTRITION SANITATION HEALTH EDUCATION … INDIVIDUAL/HH SURVEY 02 STEP Data Preparation 11
  • 12. DEPRIVED NON-DEPRIVED # of GRADES BEHIND 2.6. SET THE DEPRIVATION THRESHOLD OVERCROWDING Overcrowding: a child is deprived if s/he sleeps in a room with more than 4 people Number of grades behind in school: a child is deprived if s/he is 2 or more grades behind in primary school Two examples 02 STEP Data Preparation 12
  • 13. 03 STEP Single Deprivation Analysis 3.1. SINGLE DEPRIVATION ANALYSIS – A SECTOR-BY-SECTOR ANALYSIS BY INDICATOR SCHOOL ENROLMENT # of DEPRIVED CHILDREN 1 2 2 STUNTING 3 CHILDREN ACCESS TO PIPED WATER 2 HEADCOUNT RATIO 1/3 2/3 2/3 2/3 For each indicator/dimension: estimate the percentage of children deprived SCHOOL ATTENDANCE 33% 67% 67% 67% 13 DEPRIVED NOT DEPRIVED
  • 14. 3.2. SINGLE DEPRIVATION ANALYSIS – A SECTOR-BY-SECTOR ANALYSIS SCHOOL ENROLMENT # of DEPRIVED CHILDREN 2 2 STUNTING 3 CHILDREN ACCESS TO PIPED WATER 2 HEADCOUNT RATIO 2/3 2/3 2/3 • Multiple indicators under the same dimension are aggregated in one dimension using union, intersection, or intermediate cut-off approaches (here union - a child is deprived in a dimension if s/he experiences deprivation in any indicator under this dimension) . SCHOOL ATTENDANCE BY DIMENSION 67% 67% 67% 03 STEP Single Deprivation Analysis 14
  • 15. SCHOOL ENROLMENT STUNTING 3 CHILDREN ACCESS TO PIPED WATER SCHOOL ATTENDANCE BY CHILDREN Estimate the percentage of children deprived in a number of dimensions # of DEPRIVATIONS 1 2 3 04 STEP Multiple Overlapping Deprivation Analysis 4.1. MULTIPLE DEPRIVATION ANALYSIS # of DIMENSIONS 3 3 3 INTENSITY OF DEPRIVATION 33% 66% 100% 15
  • 16. Multiple Overlapping Deprivation Analysis 4.1. DEPRIVATION COUNT AND DISTRIBUTION How many children are deprived in 0, 1, 2 or more dimensions? 0 1 2 3 # of Dimensions 67% 33% %ofDeprivedChildrenoverTotal 04 STEP 16
  • 17. Multiple Overlapping Deprivation Analysis 4.2. MULTIDIMENSIONAL POVERTY (MDP) RATE with different CUT-OFFs 04 STEP 17 ≥2 dimensions CUT-OFF ≥1 dimensions CUT-OFF 3 dimensions CUT-OFF MDP Headcount (≥1) = 100% MDP Headcount (≥ 2) = 66% MDP Headcount (3) = 33%
  • 18. Multiple Overlapping Deprivation Analysis 4.3. OVERLAP ANALYSIS DETERMINING WHICH DEPRIVATIONS A CHILD IS EXPERIENCING SIMULTANEOUSLY + + + + + OVERLAPPING DIMENSIONS: 04 STEP 18
  • 19. Multiple Overlapping Deprivation Analysis 4.3. OVERLAP ANALYSIS DETERMINING WHICH DEPRIVATIONS A CHILD IS EXPERIENCING SIMULTANEOUSLY + + + OVERLAPPING DIMENSIONS: 04 STEP 19
  • 20. Multiple Overlapping Deprivation Analysis 4.4. CONSTRUCT A PROFILE OF CHILDREN IN DEPRIVATION OVERLAPS Who are the children deprived in three dimensions simultaneously?* 1.0 LIVES IN RURAL AREA MOTHER HAS NO or PRIMARY EDUCATION # of deprived children in a given combination of dimensions as % of children in the specified age group with a given characteristic CHILD IS AN ORPHAN Triple headcount ratio (%) by subgroup LIVES IN URBAN AREA MOTHER HAS SECONDARY OR > EDUCATION Deprivation headcount ratio (%) for children deprived in all three dimensions ( ) according to different characteristics CHILD IS not AN ORPHAN + + *https://www.unicef-irc.org/MODA/MODA/index.php/pages/multi_deprivation/SEN/1/5-17 04 STEP 20