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Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman Hardenbol

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Page 1: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Indices of Social Development

Launch 16 March 2011

Roberto Foa

Arjan de Haan

Irene van Staveren

Ellen Webbink

Herman Hardenbol

Page 2: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Contents

Why social development indices ?

Arjan de Haan

IndSocDev.org – a demonstration

Ellen Webbink

How the indices are composed

Irene van Staveren

Examples of applications

Irene van Staveren

Questions and comments

Page 3: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Why does social development

matter?

Social development is about putting people at the centre of development

1995 Copenhagen Summit

Social development much more than health, education child welfare -> glue that keeps society together

“behaviours, norms, conventions that pattern human interaction” (thus also: structures markets and governance)

Page 4: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Why should we measure it ?

Social development usually terrain of more qualitative methods and disciplines

Measurements of development have been broadening: steel, GDP, HDI, Governance, happiness

IndSocDev = last mile in this sequence

The promise:

- systematise and compare different aspects of social development

- relate those to other development

outcomes

- trends over time

Page 5: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

What did we decide to measure

Design on basis of iterative process of expert

discussions + comparison with available data

IndSocDev focus on five aspects (indices) of

social development, based on:

200 indicators

from 25 reputable and independent data

sources, aggregated into Indices

using „matching percentiles‟

Page 6: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Matching percentiles &

how we cover 200 countries

Combining sources more reliable than

single source (minimum 3 sources)

Many indicators limited coverage

between 15 and 200

Aggregating and comparing allows to

enhance coverage – details explained later

Progressively more reliable

Page 7: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

1) Civic activism: social norms, organisations,

practices which facilitate citizen involvement in

public policies and decisions

Examples of questions

% people participated in

demonstration, petition, boycott

% people with access to radio,

TV, newspaper

Density international

organisations

Civicus civil society rating

….. related sources

World Values Survey,

regional barometers

barometers / ITU

Global Civil Society

Civicus

Page 8: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

For example: Civic Activism Scores

for Middle East and North Africa

0.38

0.4

0.42

0.44

0.46

0.48

0.5

0.52

0.54

Bahra

in

Turk

ey

Qata

r

Egypt, A

rab R

ep.

Iran, Is

lam

ic R

ep.

Unite

d A

rab E

mirate

s

Moro

cco

Tunis

ia

Jord

an

Pakis

tan

Saudi A

rabia

Alg

eria

Sudan

Lib

ya

Syrian A

rab R

epublic

Yem

en, R

ep.

Page 9: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

2) Clubs and associations: strength of ties to

neighbourhood and associational life (voluntary groups, time with clubs, community meets,

development associations)

Examples of questions

% people using free time for

groups and associations

% people members of clubs

Spent time socialising

% people state people

„generally help one another‟

….. related sources

Latinobarometer, WVS

barometers, WVS,

World Values Survey

ICVS

Page 10: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

3) Inter-group cohesion: relations of cooperation

and respect between predominant identity

groups in a society

Examples of questions

Incidences of riots, terrorist acts

Levels ethnic/religious tension

Group disparities and

discrimination

Proportion people who reject

others as neighbours

….. related sources

Databanks, EIU

ICRG

Minorities at Risk, Fund

for Peace

World Values Survey

Page 11: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

4) Interpersonal safety and trust:

extent that individuals feel they can rely on

people they have not met before

Examples of questions

% people experienced theft,

robbery etc.

% people that feel safe

Perception people can be

trusted, are fair

Crime as business constraint

….. related sources

Afrobarometer, ICVS,

Interpol

ICVS

Barometers, World Value

Survey

World Development

Indicators

Page 12: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

5) Gender equality: extent to which women face

the same opportunities and constraints with

family, work, society

Examples of questions

Perceptions equality of rights

and opportunities

Rating economic rights

Ratio of women in education,

labour force

Wage rates

….. related sources

barometers, WVS

CIRI

WDI

ILO

Page 13: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

www.IndSocDev.org

how does it work ?

Page 14: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman
Page 15: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman
Page 16: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman
Page 17: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman
Page 18: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman
Page 19: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman
Page 20: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

IndSocDev

matching percentiles

Page 21: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Methodology

ISD combines over 200 indicators from 25 independent and reputable sources

Uses „matching percentiles‟ method used for Corruptions Perceptions Index

Lambsdorff 1999 www.transparency.org/policy_research/surveys_indices/cpi/2010/in_detail#4

Rationale for matching percentiles

– Combination of sources measuring same phenomenon more reliable than each source separately

– Indices broaden the coverage compared to single source

Minimum 3 independent sources to develop index

Note: 2010 data reported but is still incomplete

Page 22: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Matching percentiles – Step 1

If multiple questions in one source, average is calculated

– e.g., access to radio, TV, newspapers

ISD uses rankings – not all sources use these, most use regular

scores

– e.g., % people responding

Produce a rank from the scores: 0 – 1 (standardization)

For example, 1st indicator Civic Activism: participation in

demonstrations

Page 23: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Step 1:Standardising

Botswana

Nigeria

Tanzania

Burundi

Congo, DR

Other

countries

0.24

0.22

0.08

0.05

0.04

participation in demonstrations, petitions,

boycotts - Rank

1

2

3

4

5

% of people participated in

demonstrations (World Values

Survey)

Botswana 28 %

Nigeria 25 %

Tanzania 10%

Burundi 3 %

Congo 2 %

Page 24: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Step 2

2nd source: scores from second indicator (from different

source) matched to first („master‟) indicator based on

ranking of shared countries in the master indicator

Each additional indicator adjusts the ranking in order to

reduce the uncertainty of the earlier rankings: with more

indicators you simply broaden the basis of measurement of

the index

For example, an additional indicator could be:

“attending meetings”

Page 25: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Matching Equally Ranked Values

Botswana

Nigeria

Tanzania

Burundi

Congo, DR

Other

countries

0.24

0.22

0.08

0.05

0.04

Botswana

Tanzania

Nigeria

Burundi

Congo, DR

0.24

0.22

0.08

0.05

0.04

% respondent participation in demonstrations, petitions,

boycotts (WVS)

Respondent has often attended meetings of a local

development association (Afrobarometer)

Page 26: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Step 3: averaging matching

scores to obtain index

Var1 Var2 Matching

Score Var3 Matching

Score Var4 Matching

Score Index

Botswana 0.24 0.4 0.22 0.4 0.05 0.5 0.24 0.170

Nigeria 0.22 0.5 0.24 0.5 0.08 0.4 0.22 0.180

Tanzania 0.08 0.3 0.08 0.6 0.22 0.3 0.08 0.127

Burundi 0.05 0.2 0.05 0.7 0.24 N.A 0.145

Congo,

DR 0.04 0.1 0.04 N.A. N.A N.A

Page 27: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Etcetera ….

We repeat the same procedure with different choice of master variable (random score 0 – 1) 1,000 times (“bootstrapping”)

Reducing random error with each iteration

To arrive at a final score for the index with a standard error obtained from the reiterations

Index score for a country is only produced if at least 3 independent sources for that country are available

Page 28: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Which in example produces:

2005 data (real data)

country year civic_activism se_civicactivism

Botswana 2005 0.490108 0.0081118

Burundi 2005 0.447529 0.0150729

Congo, Dem. Rep. 2005 0.4507487 0.0119878

Nigeria 2005 0.4772647 0.0211548

Tanzania 2005 0.4702644 0.0113484

Page 29: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

How do we know we can trust matching percentiles ?

robustness

Page 30: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Comparison of Matching Percentiles

vs. Imputation Methods 0

.2.4

.6.8

1

civ

ic

.2 .4 .6 .8 1ncivic

Civic Activism

Page 31: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Factor analysis

civic activism

Page 32: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

IndSocDev

examples of applications

Page 33: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Trends Over Time

Rising Gender Equality in the Middle East, 1990-2007

Page 34: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Mapping gender equality

in Africa

Levels of gender equality in Southern and Eastern Africa are higher than their GDP would lead us to expect.

Page 35: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Gender Equality in Africa

Albania

Algeria

Antigua and Barbuda

Armenia

Australia

Austria

Azerbaijan

Bahamas, The

Bahrain

Bangladesh

Belarus

Belgium

Benin

Bolivia

Bosnia and Herzegovina

Bulgaria

Burkina Faso

Cambodia

Canada

Cape Verde

Central African Republic

Chad

China

Cote d'Ivoire

Croatia

Cyprus

Czech Republic

Denmark

Djibout i

Dominica

Egypt, Arab Rep. Equatorial Guinea

Estonia

Fiji

Finland

France

French Polynesia

Gabon

Gambia, The

Georgia

Germany

Ghana

Greece

Grenada

Guinea

Guinea-Bissau

Hong Kong, China

Hungary

Iceland

India

Indonesia

Iran, Islamic Rep.

IrelandIsrael

Italy

Japan

Jordan

Kazakhstan

Korea, Rep.

Kuwait

Kyrgyz RepublicLao PDR

Latvia

Lebanon

Lithuania

Luxembourg

M acao, China

M acedonia, FYRM alaysia

M ali

M alta

M auritania

M aurit ius

M oldovaM ongolia

M orocco

Nepal

Netherlands

New Caledonia

New Zealand

Niger

Nigeria

Norway

Oman

Pakistan

Papua New Guinea

PhilippinesPoland

Portugal

Romania

Russian Federat ion

Samoa

Saudi Arabia

Sierra Leone

Singapore

Slovak RepublicSlovenia

Solomon Islands

Spain

Sri Lanka

St. Kit ts and NevisSt. Lucia

St. Vincent and the Grenadines

Sudan

Sweden

Switzerland

Syrian Arab RepublicTajikistan

Thailand

Togo

Tonga

TunisiaTurkey

Turkmenistan

Ukraine

United Arab Emirates

United Kingdom

United States

Uzbekistan Vanuatu

Vietnam

Yemen, Rep.

Angola

Botswana

Burundi

Cameroon

Comoros

Congo, Dem. Rep.

Congo, Rep.

EritreaEthiopia

Kenya

Lesotho

M adagascar

M alawi

M ozambique

Namibia

Rwanda

Senegal

Seychelles

South Africa

SwazilandTanzania Uganda

ZambiaZimbabwe

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

6 6.5 7 7.5 8 8.5 9 9.5 10 10.5 11

Log GDP per capita

Gen

der

Eq

uit

y

Page 36: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Interpersonal Safety and Trust – Latin America and Caribbean

Albania

Algeria

Antigua and Barbuda

Armenia

Australia

Austria

Azerbaijan

Bahrain

Bangladesh

Belarus

Belgium

Benin

Bosnia and Herzegovina

Botswana

Bulgaria

Burundi

Cambodia

Cameroon

Canada

Cape VerdeCentral African Republic

China

ComorosCongo, Dem. Rep.

Cote d'Ivo ire

CroatiaCzech Republic

Denmark

Djibouti

Dominica

Egypt, Arab Rep.

Equatorial Guinea

Eritrea

Estonia

Ethiopia Fiji

Finland

France

Gabon

Gambia, The

Georgia

Germany

Ghana

Greece

Grenada

Guinea

Guinea-Bissau

Hong Kong, China

Hungary

Iceland

India

Indonesia

Iran, Islamic Rep.

Ireland

Israel

Italy

Japan

Jordan

Kazakhstan

Kenya

Korea, Rep.

Kuwait

Kyrgyz RepublicLao PDRLatvia

Lebanon

Lesotho

Lithuania

Luxembourg

M acedonia, FYRM adagascar

M alawi

M alaysia

M ali

M altaM auritania

M auritius

M oldova

M ongolia

M orocco

M ozambique

Namibia

NepalNetherlandsNew Zealand

Niger

Nigeria

NorwayOman

Pakistan

Papua New Guinea

Philippines

PolandPortugal

Romania

Russian Federation

Rwanda

Samoa

Saudi Arabia

Senegal

SeychellesSierra Leone

Singapore

Slovak Republic

Slovenia

Solomon Islands

South Africa

Spain

Sri Lanka

St. Kitts and Nevis

St. Lucia

St. Vincent and the

Grenadines

Swaziland

Sweden

Switzerland

Syrian Arab Republic

Tajikistan

Tanzania

Thailand

Togo

Tonga

Tunisia

TurkeyTurkmenistan

Uganda

Ukraine

United Arab Emirates

United Kingdom

United States

Uzbekistan

Vietnam

Yemen, Rep.

Zambia

Zimbabwe

Argentina

Belize

Bolivia

Brazil

Chile

Colombia

Costa Rica

Dominican Republic

Ecuador

El Salvador

Guatemala

Guyana

Haiti

HondurasJamaica

M exicoNicaragua

Panama

Paraguay

Peru

Puerto Rico

Trinidad and Tobago

Uruguay

Venezuela, RB

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

5 6 7 8 9 10 11

Log GDP per capita

Pers

on

al S

afe

ty a

nd

Secu

rity

Page 37: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Residual Scatter Plot between gender equity and infant mortality, after controlling for: log GDP/capita, log GDP/capita2, female progression to secondary school (%), civic engagement,

governance (Voice and Accountability), HIV-AIDS infection rate

Chad

Togo

Cote d'Ivoire

Cameroon

Congo, Rep.Benin

Zambia

Niger

Bangladesh

Senegal

LesothoBurkina Faso

Mali

Morocco

India

Ethiopia

Burundi

Zimbabwe

Algeria

Malawi

MozambiqueEgypt, Arab Rep.

Ghana

Tanzania

Uganda

Suriname

Indonesia

Jordan

Guatemala

Korea, Rep.

Georgia

Tunisia

Lebanon

Namibia

South Africa

Botswana

Madagascar

Chile

Bolivia

Paraguay

Vietnam

Macedonia, FYREcuador

Mexico

Azerbaijan

Sri Lanka

China

Dominican RepublicArmenia

Mauritius

El Salvador

Cyprus

SwitzerlandAlbaniaColombia

Kyrgyz Republic

Ukraine

Israel

Venezuela, RBBelarusPanama

Malta

Peru

Slovak Republic

PhilippinesCroatia

ItalyRomania

Mongolia

Bulgaria

HungaryCzech RepublicCosta Rica

GermanyArgentina

Finland

LatviaEstonia

Denmark

MoldovaSlovenia

Australia

Lithuania

-60

-40

-20

020

Com

ponent

plu

s r

esid

ual

.2 .3 .4 .5 .6 .7ngender

p = 0.000***

Gender Equality and Infant Mortality

Page 38: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Partial Correlation (Residual Plot) between Intergroup Cohesion and (log) rate of deaths from natural disasters.

Sudan

Sri Lanka

India

Turkey

Algeria

Israel

Indonesia

Congo, Dem. Rep.

Pakistan

Guatemala

Mexico

Papua New Guinea

Nigeria

Bangladesh

Iran, Islamic Rep.Honduras

Sierra Leone

Dominican RepublicPhilippines

Ethiopia

Niger

Congo, Rep.

Nicaragua

SenegalRussian Federation

Peru

Georgia

South Af rica

Cameroon

Egy pt, Arab Rep.

Ecuador

France

China

Boliv ia

Uganda

Croatia

Venezuela, RB

United Kingdom

Colombia

Latv iaPanama

Albania

RomaniaGuinea

Bulgaria

Togo

Saudi Arabia

Keny a

Greece

Jordan

Mali

Spain

Brazil

JapanPoland

Paraguay

Botswana

Italy

Sy rian Arab Republic

Germany

Slov ak Republic

Zambia

Ukraine

Malay sia

Guy ana

Thailand

Uruguay

Morocco

GhanaNamibia

Madagascar

Moldov a

Cote d'Iv oire

Canada

Czech RepublicChile

Switzerland

Argentina

Hungary

Belarus

Vietnam

Korea, Rep.

United States

New Zealand

Norway

Singapore

Australia

Sweden

-10

-8-6

-4-2

0

Com

ponent plu

s r

esid

ual

0 .2 .4 .6 .8ncohesion

Page 39: Indices of Social Development of Social Development_Master.pdf · Indices of Social Development Launch 16 March 2011 Roberto Foa Arjan de Haan Irene van Staveren Ellen Webbink Herman

Thank you !

Do let us know what you think

www.IndSocDev.org