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Global Poverty and the Multidimensional Poverty Index (MPI) 2014 Sabina Alkire STRIVE, November 2014
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Page 1: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Global Poverty and the

Multidimensional Poverty Index

(MPI) 2014

Sabina Alkire

STRIVE, November 2014

Page 2: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

What is the Global MPI?

• The Global MPI is an internationally comparable index

of acute poverty for 100+ developing countries.

• It was co-designed by OPHI and UNDP’s HDRO,

and was launched in 2010 in the Human Development

Report (HDR), where it has been published since.

• OPHI updated the global MPI in 2011, 2013 and 2014.

• The MPI uses the Alkire-Foster methodology (2011)

• The MPI methodology is being adapted for national

poverty measures – using indicators and specifications

that best reflect each policy context.

Page 3: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

MPI

METHODOLOGY

Page 4: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Data: Surveys (Global MPI 2014)Details in: Alkire, Conconi and Seth (2014)

Demographic & Health Surveys (DHS - 52)

Multiple Indicator Cluster Surveys (MICS - 34)

World Health Survey (WHS – 16)

Additionally we used 6 special surveys covering urban Argentina

(ENNyS), Brazil (PNDS), Mexico (ENSANUT), Morocco

(ENNVM/LSMS), Occupied Palestinian Territory (PAPFAM), and

South Africa (NIDS).

Constraints: Data are 2002-2013. Not all have precisely the same

indicators.

Page 5: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Dimensions, Weights, Indicators

Page 6: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Build a deprivation

score for each personNathalie faces multiple deprivations in health

and living standards

Page 7: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Identify who is poor

Global MPI: A person is multidimensionally poor if

they are deprived in 33% or more of the dimensions.

Nathalie’s deprivation score is 67%

Page 8: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Compute the MPI (Alkire-Foster)

The MPI is the product of two components:

1) Incidence ~ the percentage of people who

are poor, H.

2) Intensity ~ the average percentage of

dimensions in which poor people are

deprived A.

MPI = H× A

Alkire and Foster Journal of Public Economics 2011

Page 9: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

MPI 2014 FINDINGS

Page 10: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

10

Across 108 countries & 5.4 billion people

30% of people are poor

=1.6 billion people

Aggregates

use 2010

population

data

Page 11: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

11

Headline results

Page 12: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

12

Disaggregated Data

Page 13: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

13

Composition of

Poverty

Page 14: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

14

Composition by region

Page 15: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

The MPI is like a high resolution lens…

Breakdown by Indicator & Region

Page 16: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

The MPI is like a high resolution lens…

You can zoom in

Page 17: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

The MPI is like a high resolution lens…

You can zoom in

and see more

Page 18: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Of the 1.6 billion MPI poor people, 29% live in Sub-

Saharan Africa, and 52% in South AsiaTotal Population

MPI Poor

East Asia & the Pacific,

34.7%

South Asia, 29.7%

Sub-Saharan Africa, 14.4%

Latin America & Caribbean,

9.5%

Europe & Central Asia,

7.5%

Arab countries, 4.2%

East Asia & the Pacific,

14.6%

South Asia, 52.0%

Sub-Saharan Africa, 28.8%

Latin America & Caribbean,

1.9%

Europe & Central Asia,

0.7%

Arab countries, 2.1%

Page 19: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Most MPI poor people (71%) live in

middle-income countries

2010 Population Data

High Income,

3.4%Low

Income, 13.3%

Lower Middle Income,

44.1%

Upper Middle Income,

39.2%

Total Population by Income Category High

Income, 0.2%

Low Income,

28.9%

Lower Middle Income,

58.3%

Upper Middle Income,

12.7%

MPI Poor Population

Page 20: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

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MPI and $1.25/day poverty rates

MPI Poor $1.25 a day

Page 21: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Incidence and Intensity by Country

Namibia

Brazil

Argentina

Indonesia

Guatemala

Ghana

Lao

Nigeria

Tajikistan

ZimbabweCambodia

Nepal

Bangladesh

Gambia

TanzaniaMalawi

Rwanda

Afghanistan

Mozambique

Congo DR

Benin

Burundi

Guinea-Bissau

Liberia

Somalia

Ethiopia Niger

30%

35%

40%

45%

50%

55%

60%

65%

70%

75%

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Ave

rage

Inte

nsi

ty o

f P

ove

rty

(A)

Percentage of People Considered Poor (H)

Poorest Countries, Highest MPI

China

India

The size of the bubbles

is a proportional

representation of the total

number of MPI poor in

each country

Page 22: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

MPI varies subnationally too

Namibia

Brazil

Argentina

Indonesia

Guatemala

Ghana

Lao

Nigeria

Tajikistan

ZimbabweCambodia

Nepal

Bangladesh

Gambia

TanzaniaMalawi

Rwanda

Afghanistan

Mozambique

Congo DR

Benin

Burundi

Guinea-Bissau

Liberia

Somalia

Ethiopia Niger

30%

35%

40%

45%

50%

55%

60%

65%

70%

75%

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Ave

rage

Inte

nsi

ty o

f P

ove

rty

(A)

Percentage of People Considered Poor (H)

Poorest Countries, Highest MPI

High Income

Upper-Middle Income

Lower-Middle Income

Low Income

China

India

The size of the bubbles

is a proportional

representation of the total

number of MPI poor in

each country

Page 23: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

23

30%

35%

40%

45%

50%

55%

60%

65%

70%

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Ave

rage

Inte

nsi

ty o

f P

ove

rty

(A)

Percentage of People Considered Poor (H)

Nigeria

Page 24: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

24

Abia

Adamawa

Anambra

Bauchi

Bayelsa

Benue

Borno

Cross River

Ebonyi

Edo

Enugu

FCT (Abuja)

Gombe

Imo

Jigawa

Kaduna

Kano

Katsina

Kebbi

Kogi

Kwara

Lagos

Nasarawa

Niger

OgunOsun

Oyo

Plateau

Sokoto

Taraba

Yobe

Zamfara

30%

35%

40%

45%

50%

55%

60%

65%

70%

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Ave

rage

Inte

nsi

ty o

f P

ove

rty

(A)

Percentage of People Considered Poor (H)

Nigeria

Page 25: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

MPI also varies greatly across subnational regions

within a country – e.g. Cameroon

30%

35%

40%

45%

50%

55%

60%

65%

70%

75%

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Ave

rage

Inte

nsi

ty o

f P

ove

rty

(A)

Percentage of People Considered Poor (H)

Page 26: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

MPI also varies greatly across subnational regions

within a country – e.g. Cameroon

Incidence: 6.5% to 86.7%

Intensity: 36.4% to 62.3%

Cameroon

Adamaoua

Centre (Excluding Yaoundé)

Douala

Est

Extrême-Nord

Littoral (Excluding Douala)

Nord

Nord-Ouest

OuestSud

Sud-Ouest

Yaoundé

30%

35%

40%

45%

50%

55%

60%

65%

70%

75%

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Ave

rage

Inte

nsi

ty o

f P

ove

rty

(A)

Percentage of People Considered Poor (H)

Page 27: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

MPI also varies greatly across subnational regions

within a country – e.g. Bangladesh

30%

35%

40%

45%

50%

55%

60%

65%

70%

75%

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Ave

rage

Inte

nsi

ty o

f P

ove

rty

(A)

Percentage of People Considered Poor (H)

Page 28: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

MPI also varies greatly across subnational regions

within a country – e.g. BangladeshIncidence: 44.5% to 61.9%

Intensity: 44.5% to 53%

Bangladesh Chittagong

Dhaka

Khulna

Rajshahi

Rangpur

Sylhet

30%

35%

40%

45%

50%

55%

60%

65%

70%

75%

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Ave

rage

Inte

nsi

ty o

f P

ove

rty

(A)

Percentage of People Considered Poor (H)

Page 29: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

CHANGES OVER TIME

Page 30: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

- Coverage:

- 34 countries, from every region; both LICS and MICS

- 338 sub-national regions

- covering 2.5 billion people

- Rigorously comparable MPI values, with std errors/inference

- Annualized changes compared across countries

30

And how has MPI gone down?

Page 31: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Nepal 2006

Nepal 2011

30%

35%

40%

45%

50%

55%

60%

65%

70%

75%

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Ave

rag

e I

nte

nsi

ty o

f P

ove

rty (

A)

Incidence - Percentage of MPI Poor People (H)

How MPI decreased in Nepal 2006-11Reduction in both H and A

Page 32: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Decomposition By Region

(or social group) – shows H, A, inequalities

Page 33: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Subgroup Decompositions

Page 34: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Subgroup Decompositions (regional)

Page 35: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

35

How did MPI go

down?

Monitor each

indicator

Page 36: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Indicator Changes by region (Nepal)

-0.11

-0.09

-0.07

-0.05

-0.03

-0.01

0.01

0.03

An

nu

ali

zed

Ab

solu

te C

ha

ng

e

in p

rop

ort

ion

wh

o i

s p

oo

r an

d d

ep

rive

d i

n..

.

Nutrition

Child MortalityYears of SchoolingAttendance

Cooking FuelSanitation

Water

Electricity

Floor

Assets

Page 37: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Disaggregating by subnational region

- Poverty significantly decreased in 208 of the 338 subnational

regions, which house 78% of the poor.

- Ten countries reduced all MPI indicators significantly:

Bolivia, Cambodia, Colombia, the Dominican Republic,

Gabon, India, Indonesia, Mozambique, Nepal, and Rwanda;

- Eight countries reduced poverty in all subnational regions:

Bangladesh (2007-11), Bolivia, Gabon, Ghana, Malawi,

Mozambique, Niger and Rwanda.

- In nine countries the poorest region reduced poverty the

most: Bangladesh (2007-2011), Bolivia, Colombia, Egypt,

Kenya, Malawi, Mozambique, Namibia and Niger.

Page 38: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Adja

Bariba

Dendi

Fon

Yoa and Lopka

Bétamaribe

Peulh

Yoruba

-0.035

-0.030

-0.025

-0.020

-0.015

-0.010

-0.005

0.000

0.005

0.010

0.00 0.10 0.20 0.30 0.40 0.50 0.60 0.70 0.80

An

nu

al

Ab

solu

te C

han

ge i

n M

PI T

Multidimension Poverty Index (MPIT) at initial year

Reduction in

MPI

Size of bubble is proportional to

the number of poor in first year of

the comparison.

Disaggregating by ethnic group - Benin

.

Page 39: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Adja

Bariba

Dendi

Fon

Yoa and Lopka

Bétamaribe

Peulh

Yoruba

-0.035

-0.030

-0.025

-0.020

-0.015

-0.010

-0.005

0.000

0.005

0.010

0.00 0.10 0.20 0.30 0.40 0.50 0.60 0.70 0.80

An

nu

al

Ab

solu

te C

han

ge i

n M

PI T

Multidimension Poverty Index (MPIT) at initial year

Reduction in

MPI

Size of bubble is proportional to

the number of poor in first year of

the comparison.

Disaggregating by ethnic group - Benin

.

Page 40: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Kalenjin

KambaKikuyu

Kisii

Luhya

Luo

Meru

Mijikenda/Swahili

Somali

-0.035

-0.030

-0.025

-0.020

-0.015

-0.010

-0.005

0.000

0.005

0.010

0.00 0.10 0.20 0.30 0.40 0.50 0.60 0.70 0.80

An

nu

al

Ab

solu

te C

han

ge i

n M

PI T

Multidimension Poverty Index (MPIT) at initial year

Reduction in

MPI

Size of bubble is proportional to

the number of poor in first year of

the comparison.

Disaggregating by ethnic group - Kenya

Page 41: Global Poverty and the Multidimensional Poverty Index (MPI ...strive.lshtm.ac.uk/sites/strive.lshtm.ac.uk/files/Alkire STRIVE... · Global Poverty and the Multidimensional Poverty

Kalenjin

KambaKikuyu

Kisii

Luhya

Luo

Meru

Mijikenda/Swahili

Somali

-0.035

-0.030

-0.025

-0.020

-0.015

-0.010

-0.005

0.000

0.005

0.010

0.00 0.10 0.20 0.30 0.40 0.50 0.60 0.70 0.80

An

nu

al

Ab

solu

te C

han

ge i

n M

PI T

Multidimension Poverty Index (MPIT) at initial year

Reduction in

MPI

Size of bubble is proportional to

the number of poor in first year of

the comparison.

Disaggregating by ethnic group - Kenya

Poorest ethnic

group reduced

MPI the fastest.

They are catching

up.

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MPI vs. Income poverty

-8

-7

-6

-5

-4

-3

-2

-1

0

1

2

MPI Incidence $1.25 Incidence

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MPI vs. Income poverty

-8

-7

-6

-5

-4

-3

-2

-1

0

1

2

MPI Incidence $1.25 Incidence

If progress was only measured by reducing income

poverty, the tremendous gains of Rwanda, Ghana,

and Bolivia would have been less visible.

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Other Global MPI 2014 Studies

- Rural-Urban poverty: MPI is mainly rural

- Inequality among the poor: How to measure and track it.

- Destitution: a subset of the MPI poor are destitute; who are

they, and how have they changed?

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NATIONAL MPIs

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MPI: Two kinds ~ both useful

Internationally comparable:- Like $1.25/day poverty measures

- We propose an MPI 2015+, that reflects the SDGs

- A better measure will use better data

- MPPN developed SDG-related survey modules for piloting

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MPI: Two kinds ~ both useful

National MPIs: - Vital for policy

- Reflect National Definitions

- Official measures in Mexico, Colombia, Philippines, Bhutan

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MPI: Two kinds ~ both useful

Internationally comparable:Example: The Global MPI estimated and analysed by OPHI and published by UNDP’s HDRO can be compared across 108 countries. Facilitates ‘lessons learned’ across countries.

- Like $1.25/day and $2/day poverty measures & MDGs

- Useful for policy analysis, but limited national ownership

Context-Specific: Example: National MPIs reflect national contexts and priorities. They guide policies like targeting and allocation and monitor changes

- Like National income poverty measures

- Useful for policy but can’t be compared internationally

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MPI in National Settings

Official National MPIs

Colombia

Mexico

Bhutan

Philippines

Other national applications underway.

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Some Policy Applications of MPIs:

• Track poverty over time (official statistics)

• Compare poverty by region, ethnicity, rural/urban

• Monitor indicator changes (measure to manage)

• Coordinate different policy actors

• Target the marginalized

• Geographic targeting

• Household beneficiaries

• Evaluate policy impacts

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The Multidimensional Poverty Peer Network

Launched in June 2013 at University of Oxford with:

• President Santos of Colombia

• Ministers from 16 countries in person

• A lecture from Professor Amartya Sen

• Aim: South-South support for National MPIs & an improved Global MPI 2015+ engaging research.

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MPPN has 30 countries plus 10 international

agencies in 2014

Supported by the German Federal Ministry for Economic

Cooperation and Development (BMZ)

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The MPPN agenda

- Support National MPIs that inform powerful policies

- Suggest an improved Global MPI 2015+ that reflects the SDGs (acute & moderate poverty versions)

- Strengthen the data sources for MPI metrics

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Why Measure? Action ‘with vigour’Coordination ~ Policy Design ~ Monitoring ~ Targeting ~ Allocation

“Positive changes have often occurred and

yielded some liberation when the remedying

of ailments has been sought actively and

pursued with vigour”

Jean Dreze and Amartya Sen India: An Uncertain Glory 2013

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www.ophi.org.uk/

multidimensional-poverty-index

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People and Stories

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Policy Briefings

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Infographics

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Interactive DataBank with Maps

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Academic Paper Drafts for Comment

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Data Tables

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Thanks! From the OPHI-MPI Team

OPHI Research Team: Sabina Alkire (Director), James Foster (Research Fellow), John Hammock (Co-Founder and

Research Associate), Adriana Conconi (coordination MPI 2013/14), José Manuel Roche (coordination MPI 2011, 2013), Maria Emma

Santos (coordination MPI 2010), Mauricio Apablaza, Paola Ballon, Mihika Chatterjee, Bouba Housseini, China Mills, Suman Seth, Ana

Vaz, Gaston Yalonetzky, Diego Zavaleta.

Data analysts and MPI calculation: Ivan Gonzalez de Alba, Aparna John, Usha Kanagaratnam, Saite Lu, Maria

Mancilla Garcia, Christian Oldiges, Felipe Roa-Clavijo and Quang Van Tran.

Special contributions: Ana Vaz (Quality Checks and Changes over Time), Alejandro Olayo-Mendez (Research Assistance),

Putu Natih, John Hammock, Bouba Housseini and Vanita Leah Falao (new Ground Reality Check field material), Suman Seth (design and

programming for Inequality among the Poor and Destitution analyses).

Communication Team: Paddy Coulter (Director of Communications), Emma Feeney (Research Communications Officer),

Heidi Fletcher (Web Manager), Moizza B Sarwar (Research Communications Assistant), and Cameron Thibos (Design Assistant).

Administrative Support: Laura O’Mahony (OPHI Project Coordinator), Natasha Francis (OPHI Project Assistant)

OPHI estimate the MPI, the UNDP Human Development Reports also publish it

and we are grateful to our colleagues in HDRO for their support.