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Prepared with support of Tirana, May 2017 The Use of Good Country Index and Social Progress Index in a Comparative Context
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Page 1: The Use of Good Country Index and Social … and GCI Albania.pdfThe Use of Good Country Index and Social Progress Index in a Comparative Context pg. 4 1. Introduction Inequality between

Prepared with support of

Tirana, May 2017

The Use of Good Country Index and Social Progress Index in a Comparative Context

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This study was done in the framework of the project “Western Balkan CSOs for Global

Development” funded by The Slovak Agency for International Development Cooperation

The views expressed in the Working Paper is that of the author(s) and do not necessarily

represent the views of the points foundation.

Abstract: As the Good Country Index (GCI) and Social Progress Index (SPI) are used to

measure the welfare of humanity and more specifically GCI measure the contribution of each

country to the common good of humanity and SPI is used to measure the social progress of a

country, understanding the differences between countries at different stage of development is a

crucial topic for the young generation and new policymakers. The Good Country Index is

focused on the external effects, in contrast to Social Progress Index showing the level of

development of a single country in benefiting its own citizens. The comparison between Western

Balkan Five (WB5) countries and EU countries of these indexes is a strategic point of this study

as WB5 are focused to be EU members in the future. Analyze for Albania and other WB5

countries will be focused on all components of the indexes aiming to mention the differences for

each of them and to show some findings of these differences to the policymakers. Comparisons

aims to demonstrate the strength and weaknesses of the WB5 as a hole and at an individual level

compared with EU countries.

Key words: GCI, SPI, WB5, Albania, EU

Prepared by:

PhD. SHAHINI, Ledjon

Prof.Asoc. DOSTI, Bernard

PhD. GRABOVA, Perseta

Research team of the Faculty of Economy, University of Tirana

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Contents

1. Introduction ........................................................................................................................... 4

2. Literature Review .................................................................................................................. 5

3. Social Progress Index ............................................................................................................ 6

3.1. Methodology used for Social Progress Index estimation ............................................ 7

4. Good Country Index .............................................................................................................. 7

4.1. Methodology used for Good country Index estimation .............................................. 7

5. Comparative analyzes ........................................................................................................... 8

5.1. Comparisons of Social Progress Index ......................................................................... 9

5.2. Comparisons of Good Country Index ........................................................................ 12

6. Future work.......................................................................................................................... 15

List of Figures

Figure 1: The Social Progress Index Framework ........................................................................... 7

Figure 2: Good Country Index Framework .................................................................................... 8

List of Graphs

Graph 1: SPI score for WB5 countries ........................................................................................... 9

Graph 2: SPI Rank for WB5 countries ........................................................................................... 9

Graph 3: SPI by main indicators for WB5 countries for year 2016.............................................. 10

Graph 4: SPI by group of countries by level of incomes .............................................................. 11

Graph 5: SPI for EU, WB5 countries and Albania for main indicators ........................................ 11

Graph 6: Correlation of SPI with GDP (PPP) per capita .............................................................. 12

Graph 7: GCI rank for WB5 countries .......................................................................................... 12

Graph 8: GCI rank for main components for WB5 countries ....................................................... 13

Graph 9: GCI rank for countries grouped by income level .......................................................... 14

Graph 10: GCI components rank for countries grouped by income level .................................... 14

Graph 11: GCI component points for EU members, WB5 countries and Albania ....................... 15

Graph 12: GCI component rank for EU members, WB5 countries and Albania ......................... 15

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The Use of Good Country Index and Social Progress Index in a Comparative Context

pg. 4

1. Introduction

Inequality between developed and developing countries has been intensified continuously. At the

dawn of the industrial era, average real living standards in the richest countries were no more

than three times as great as those of the poorest and nowadays the ratio approaches 100 to 1. So

there is no doubt that today’s developed countries have enjoyed far higher rates of economic

growth averaged over two centuries than today’s developing countries. Referring only to GDP

per capita it looks that divergence between countries is becoming higher and higher. At this point

it is with much interest to compare countries not only from the economic point of view.

Comparisons at different welfare forms are necessary to be analyzed. The study tries to treat two

of the newest indexes related with welfare of humanity; Good Country Index (GCI) and Social

Progress Index (SPI). The study will be focused on a detailed methodological analyze of these

two indexes and in the same time in the performance of different categories of countries.

The index comparisons will be at some group level of countries; the first one will be between

developed and developing countries and the second comparisons will be between Albania,

Western Balkan Five (WB5)1 countries and EU countries which will be the main focus group of

the analyze. As the GCI and SPI are used to measure the welfare of humanity and more

specifically GCI measure the contribution of each country to the common good of humanity and

SPI is used to measure the social progress of a country, understanding the differences between

countries at different stage of development is a crucial topic for the young generation and new

policymakers. The comparison between WB5 countries and EU countries of these indexes is a

strategic point of this study as WB5 are focused to be EU members in the future. Analyze for

Albania and other WB5 countries will be focused on all components of the indexes aiming to

mention the differences for each of them and to show some findings of these differences to the

policymakers. Comparisons aims to demonstrate the strength and weaknesses of the WB5 as a

hole and at an individual level compared with EU countries.

The GCI and SPI have some advantages compared with most of the international indexes which

are based on the domestic data, or in other words on the performance on domestic climate. GCI

is based on the fact that how countries can balance their duty to their own citizens with their

responsibility to the wider world, while SPI is the only one index that measure the welfare

without taking into consideration the GDP of the country. The GCI try to mention the role of

each country in the global welfare as this is essential for the future of humanity and the health of

our planet. SPI measure the basic human needs of a society and at the same time to find the gaps

for all individuals with their full potentiality. The new idea that these indexes brings needs to be

developed and expend in academic level, policy makers, civil society and all the other groups

that use to have a significant role in the future of their country and multiplicatively even to the

future of the mankind.

At this point analyzes at top down level are necessary to be developed and especially

comparisons between specific countries with many similarities and same objectives is a good

analytical point to be taken in consideration. The indexes will be analyzed in comparison

between countries of different stage of development focusing on the width interval that exists

1 Albania, Bosnia and Herzegovina, Montenegro, Serbia, The former Yugoslav Republic of Macedonia

* For Kosovo there are no data so it will be excluded from the analyze

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between these groups. At the same time except comparisons treatment, performance analyzes

will take place for its subcomponents at country level mostly focused at Albania and other WB5

countries. The idea is to sign up the differences between counties and to draw attention to those

subcomponents which have been more problematic, giving some detailed description for each

WB5 countries in general and compared with EU countries.

2. Literature Review

According to Peter Economy, today, humanity is facing climate change, economic crises,

terrorism, drug trafficking, slavery, pandemics, poverty and inequality, population growth, food

and water shortages, energy, species loss, human rights, migration, etc. These problems go

across national borders. The problem is the majority of countries behave like separate entities,

like islands. To make progress, this behavior needs to change.

The Good Country Index was developed by Simon Anholt, author of the idea of measuring

nation brands. The Good Country Index shows the cumulative contribution of a very large

number of countries towards the benefit of the world in the technological, cultural, peace-related,

world orderliness, environmental, prosperity, and health wellbeing aspects, thus making up the

seven categories of the Good Country Index. The whole idea of the Good Country Index is based

on the assumption that ordinary people do not benefit from globalization as much as big

corporations do. Therefore, people from around the world should work together not only locally

but also globally. Good countries contribute to the whole planet, making it better, safer, richer,

and fairer and also country-level problems cannot be solved while ignoring the international

context. Countries depend on their international reputation (C. Tan and K. Dramowicz, 2015).

Countries described by the index do not necessarily have to be good for their own citizens,

because the index does not look at the existing infrastructure that makes up the development and

dynamics of countries, but rather focuses only on countries’ external outputs. The Good Country

Index is interested in how much countries are doing; it's not interested on how well countries are

doing.

In contrast, other global indices like Social Progress Index that measure and rank countries in

terms of their existing infrastructure. If we can substitute the category components of the Good

Country Index with other global indices that correspond to the respective category component,

we may be able to use the global indices as proxy indicators to evaluate a country’s ‘goodness’.

Economic growth has lifted hundreds of millions of people out of poverty and improved the lives

of many more over the last half-century. Yet it is increasingly evident that a model of human

development based on economic progress alone is incomplete. A society which fails to address

basic human needs, equip citizens to improve their quality of life, protect the environment, and

provide opportunity for many of its citizens is not succeeding. Inclusive growth requires both

economic and social progress (Porter, M., 2015).

How do we know if a country is thriving? For decades now, Gross Domestic Product (GDP) has

long been the metric used to answer that question. Also, GDP has held significance as a universal

metric over the years. However, with rapid globalization and technology-oriented integration

among countries, this metric has become outdated and does not accurately take into

consideration other aspects like the wellbeing of the residents of a country. The most significant

weakness of GDP is its exclusion of voluntary market transactions. GDP also ignores important

factors like environment, happiness, community, fairness and justice. But these are important

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aspects of development. Despite GDP’s success as a key indicator for society, policy makers

have longed questioned the metric’s exclusionary focus on economic factors at the expense of

other social elements. However, a new initiative called the Social Progress Index (SPI) claims to

have created a new way of assessing our society beyond GDP (Macekura, S.

http://thrivingcities.com/blog/social-progress-index-and-long-history-searching-social).

According to its creators, Michael Porter, Scott Stern, and Michael Green, SPI offers a “robust

and holistic measurement framework for national social and environmental performance that can

be used by leaders in government, business, and civil society to benchmark success and

accelerate progress.” Its creators envision “a world in which social progress sits alongside GDP

as a core benchmark for national performance,” and they view SPI as the main tool to “guide

strategy for inclusive growth”.

SPI is based on three fundamental pillars: basic needs for survival; access to the building blocks

to improve living conditions, and access to opportunity to pursue goals and ambitions. SPI also

reframes the fundamentals about development by taking into consideration not just GDP but also

inclusive, sustainable growth that will lead to a significant improvement in people’s lives. SPI

can best be described as a complementary index to GDP and can be used along with GDP to

achieve social progress.

The SPI is being used not just at the national level, but by regional and municipal authorities as

well. The European Union, states such as Para in Brazil, along with cities like Bogota and Rio de

Janeiro in Latin America and Somerville in the U.S. state of Massachusetts, are starting to use

the SPI as a measure of development success (Amit K. and Abhishek S.,

http://www.thehindu.com/opinion/op-ed/social-progress-index-a-work-in

progress/article8617023.ece).

In conclusion, SPI can bring substantial betterment in the policy discourse on development. With

the move to getting it introduced at a sub-national level, the index is expected to help

development practitioners and other stakeholders in analyzing well-being in a better manner.

Ideally, the development project should start with a bottom-up approach, from a grass-root level

to city, then from cities to State and, finally, from States to Union.

3. Social Progress Index

The development of a country focused solely on economic development, can’t be considered a

comprehensive development. A society which does not take into account the improvement of the

essential needs of its citizens, their standard of living and the environment protection and doesn’t

create new opportunities for its own citizens can’t be considered a complete development. Most

of development indicators, until know, are based on GDP as the main one. In these

circumstances it is important to have some indexes which are not based on GDP or at the same

components as it has been estimated. SPI measures the social progress without depending on

GDP, or better saying it is referred on outcoming indicators rather then input indicters as GDP

dose. From the time when Simon Kuznets (1934) treated the concepts of GDP estimation in his

book “National Income”, GDP has been a reference for measuring the economic strength and

GDP per capita as a measure of welfare.

Recent developments are viewing more and more that countries that are growing very fast are

not necessarily showing the same performance in social development. Countries such as China or

India even that though has shown rapid growth in per capita income, it can’t be said the same for

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social progress and also even for countries like Kuwait, United Arab Emirates, or Saudi Arabia

whom have high GDP per capita are performing much lower on social progress.

At this point SPI provides an invaluable instrument for policymakers to see the most immediate

needs to improve the society. In this way SPI serves as a guide in determining the focus areas for

sustainable growth of the country.

3.1. Methodology used for Social Progress Index estimation

The Social Progress Index is composed on three dimensions and each of them is composed by

four components. The components are composed by different number of indicators, but in total

are used 52 indicators for composing 12 components.

Figure 1: The Social Progress Index Framework

Source: Report of SPI 2016

4. Good Country Index

Modern development is facing many new phenomena like as climate change, financial crises,

terrorism, drug trafficking, population growth, food and water shortages, human rights and so

many other problems which can’t be seen in an individual way from a country. All these

problems are internationally related and is needed a global consensus for their solution. To have

a clear picture for the countries that are doing well in the global welfare is necessary to have

some concrete references. GCI gives exactly this opportunity for all policymakers to have a clear

view on the fact of the country contribution.

4.1. Methodology used for Good country Index estimation

GCI is composed from seven main indicators each of them with five sub-components. For each

of the indicators the values ranging from 0 to 1, where the nearest values to zero shows a better

performance of the country. The value of each main indicator is a simple average of its one sub-

component and based on that is done the country ranking for each main indicator. The overall

GCI rank is produced as a simple average of the country position for all main indicators. In the

figure below are shown all components of the GCI framework.

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Figure 2: Good Country Index Framework

Source: Authors Work

The same procedure used in the country GCI estimation is used in our study to create some

ranking even for some group of countries. So to create the value of index for group of countries

like as the WB5 or countries by income level has been used the bottom-up approach. This is in

consistence with the method used for each country. This allows us to make some analytical

comparisons about the position of different countries compared with averages of different group

of countries.

5. Comparative analyzes

The main objective of this part is to make some comparisons of different group of countries,

referring the main objective of the project. The comparisons are done separately for each of

indexes in a detailed level showing the main differences between individual countries or by

different categories of countries.

The methodology used in this study is based on the same rules applied for each country. This is

in consistence with the methodological point of view of each of the indexes. The findings are

based on statistical data analyzes and methodologies. The necessity of methodology treatment is

very important to know the procedures of how these indexes are estimated and which are the data

used for each of them.

In case of this indexes as they are new one and in the main time, the Albanian users are not so

familiar with these two indexes it brings as an important point their methodological treatment. It

is the right time to have a clear understanding of these indexes because the process of

globalization has to be understood not only in the concept of power but also in the basic concept

that term welfare means.

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5.1. Comparisons of Social Progress Index

Referring to the SPI by year it can be seen that WB5 in general have been improved. But if we

analyze by individual countries not only they do not show an improvement over the years also

their tendency are different. The country that has performed better in 2016 is Serbia and worst

one is Bosnia & Herzegovina. The same situation has been even in the previous years.

Graph 1: SPI score for WB5 countries

Source: SPI database and authors work

From 134 countries that have this index, WB5 countries are ranked in the interval 40-70 during

three years. The best rank has been from Serbia in 2014 in the 41st position and the worst one

from Bosnia & Herzegovina in 2016 in the 69th position.

Graph 2: SPI Rank for WB5 countries

Source: SPI database and authors work

48

61

53

49

41

52

59

48

53

45

52

69

55

57

47

0

10

20

30

40

50

60

70

Albania Bosnia and

Herzegovina

Montenegro Macedonia Serbia

2014 2015 2016

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Referring three dimensions of human basic needs, foundation of wellbeing and opportunity for

the year 2016 the best ranking position from the WB5 countries is Serbia which is ranked 47th

with 71.55 points. The worst ranked for the same year is Bosnia & Herzegovina in the 69

position with 69.78 points.

Graph 3: SPI by main indicators for WB5 countries for year 2016

Source: SPI database and authors work

The SPI regarding the group of countries by level of income shows that the countries with upper

income are ranked in the 54 position with 69.62 points. The lower income countries are ranked in

the 127 position with 42.09 points. There is a difference of 73 position between upper income

and lower income countries.

The graph below shows a comparison of EU, WB5 and Albania about three main indicators of

SPI. Basic human needs is the indicator where WB5 is ranked better, not only compared to

Europe and Albania, but also compared to the other two indicators. Regarding this indicator

WB5 is ranked in the 86.9th position, while Europe in ranked in the 85.6th position.

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Graph 4: SPI by group of countries by level of incomes

Source: SPI database and authors work

Albania compared to WB5 and Europe is in the between with 86.1 points. The position of WB5

is not the same for the foundations of wellbeing indicator. Compared to Europe and Albania it is

ranked in the worst position with 71.0 points. Albania is ranked 74.1th and the best ranked is

Europe in the 83.7th position. While for the last indicator, opportunity, the gap between WB5 and

Europe is bigger. Still Albania is ranked better than WB5, 49.1 and 48.0 respectively. Europe is

ranked 72.8th, 24.8 positions better than WB5. In average the best ranked is Europe with 76.7

points and the worst one is WB5 with 68.6 points. Albania in average is better ranked than WB5

even thought the deference is not that big, just 1.2 ahead.

Graph 5: SPI for EU, WB5 countries and Albania for main indicators

Source: SPI database and authors work

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The data regarding Social Progress Index and GDP PPP per capita for the WB5 don’t show a

correlation. Still can be noticed that Bosnia & Herzegovina is worsted ranked for both indicators.

Montenegro is the country with the best position regarding GDP (PPP) per capita but we cannot

say the same for SPI index. Serbia is the country with the best position regarding SPI. In the

other hand Albania compared to the other countries is the second country ranked better after

Serbia but its GDP (PPP) per capita is not in the same position.

Graph 6: Correlation of SPI with GDP (PPP) per capita

Source: SPI database and authors work

5.2. Comparisons of Good Country Index

Referring to the GCI of the WB5 countries the tendencies are different for different countries.

Even in this indicator Serbia is better ranked compared to the other countries. Albania is the

country with the worst position and the gap compared to the average ranking of WB5 is also

large. As a group the WB5 countries are ranked in the 68th position.

Graph 7: GCI rank for WB5 countries

Source: GCI database and authors work

109 74 55 65 48

68

0

20

40

60

80

100

120

0

20

40

60

80

100

120

Albania Bosnia and

Herzegovina

Montenegro Macedonia Serbia

GCI Rank WB5 rank

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The data shows that there is no country that is better in all components compared to each other

and also the tendency of different countries varies for the the main components of GCI. Science

and Technology in the component in which Albania is the country with the worst ranking

position compared to the other WB5 countries. While the best ranked county about this

component is Bosnia and Herzegovina in the 25th position. Peace and security is the component

where all countries are not well-ranked and also is the component where WB5 it’s worst ranked.

While prosperity and equality is the component where WB5 is better ranked compared to other

components. The best ranked country about this component is Macedonia in the 27th position.

Graph 8: GCI rank for main components for WB5 countries

Source: GCI database and authors work

GCI by income level in another indicator that shows that countries with upper income are ranked

better compared to the other groups of countries. The gap between the upper income and upper

medium income countries for this indicator is very large, 71 position better for the upper income

countries. While the gap between upper medium income countries, lower medium income and

lower income is smaller, is about 20 positions.

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Graph 9: GCI rank for countries grouped by income level

Source: GCI database and authors work

The data shows that the upper income countries are better-ranked than the other groups of

countries except for the component peace and security. For this component the lower income

countries are ranked better compares to the other groups of countries. Prosperity and equality is

another component where lower income countries are better ranked than upper medium income

countries and lower medium income.

Graph 10: GCI components rank for countries grouped by income level

Source: GCI database and authors work

From a comparison between Europe, WB5 and Albania regarding the main component of Good

Country Index can be easily noticed that Europe has a better rank in all components except

prosperity and equality in which all three have the same ranking position. Health and wellbeing

is the component where the difference between Europe and WB5 is bigger. The component

where Albania is better ranked than WB5 is culture even thought the difference is very small.

49

30

84

34

35

40

32

81

82

98

79

85

14

7

89

10

6

11

2

86

10

8

10

6

14

3

88

10

7

14

1

82

11

3

13

3

96

13

2

0

20

40

60

80

100

120

140

160

Science &

Technology

Culture Peace and

Security

World Order Planet and

Climate

Prosperity

and Equality

Health and

Wellbeing

Upper Income Upper Medium Income Lower Medium Income Lower Incime

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Graph 11: GCI component points for EU members, WB5 countries and Albania

Regarding the GCI ranking position the gap is considerable between Europe and WB5 and even

bigger between Europe and Albania. Albania has also a big gap with WB5, which are ranked in

the 68th position and 109th respectively. Europe is better ranked and its position is 16th. Graph 12: GCI component rank for EU members, WB5 countries and Albania

Source: GCI database and authors work

6. Future work

Referring analyzes done in this paper, with high interest will be some empirical analyzes for both

indexes related with the size of a country (geography, population). This will give us a better

20

15

85

21

17

38

26

54

56

13

9

66

87

51

12

1

12

1

51

14

8

11

8

87

49

12

6

16

68

109

0

20

40

60

80

100

120

0

20

40

60

80

100

120

140

160

Science &

Technology

Culture Peace and

Security

World Order Planet and

Climate

Prosperity and

Equality

Health and

Wellbeing

EU Countries WB5 Albania

Eu Rank WB5 Rank Albania Rank

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understanding which countries have to improve more their performances for the humanity

welfare.

References

8 Impressive Truths from Simon Anholt and the Good Country Index,

http://www.inc.com/peter-economy/8-impressive-truths-from-simon-anholt-ted-and-the-

good-country-index.html

Geovisualization and analysis of the Good Country Index, C Tan and K Dramowicz, 9th

Symposium of the International Society for Digital Earth (ISDE)

5–9 October 2015, Halifax, Canada

Why Social Progress Matters, https://www.project-syndicate.org/commentary/economic-

development-social-progress-index-by-michael-porter-2015-04

The Social Progress Index and the Long History of Searching for the “Social”, S.

Macekura, http://thrivingcities.com/blog/social-progress-index-and-long-history-searching-

social

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Annex 1: Good Country Index indicators Overall GCI Main Indicators Sub Indicators

Overall Rank

Contributions to

Science &

Technology

International students

Journal exports

International publications

Nodel prizes

Patents

Contributions to

Culture

Creative goods exports

Creative services exports

UNESCO dues in arrears as % of contribution

Freedom of movement, i.e. visa restrictions

Press freedom

Contributions to

International Peace

and Security

Peacekeeping troops

Dues in arrears to UN peace keeping budgets as % of contribution

International violent conflict

Arms exports

Internet security (2014)

Contributions to

World Order

Charity giving

Refugees hosted

Refugees generated

Birth rate

UN Treaties signed

Contributions to

Planet and Climate

Ecological footprint

Reforestation since 1992

Hazardous pesticides exports

CO2 emissions

Ozone

Contributions to

Prosperity and

Equality

Open trading

UN volunteers abroad

Fairtrade market size

FDI outflows

Development assistance

Contributions to

Health and

Wellbeing

Food aid

Pharmaceutical exports

Voluntary excess donations to the WHO

Humanitarian aid donations

International Health Regulations Compliance

Annex 2: Social Progress Index indicators

Dimension Component Indicator name

Basic Human

Needs

Nutrition and Basic

Medical Care

Undernourishment (% of pop.)

Depth of food deficit (calories/undernourished person)

Maternal mortality rate (deaths/100,000 live births)

Child mortality rate (deaths/1,000 live births)

Deaths from infectious diseases (deaths/100,000)

Water and

Sanitation

Access to piped water (% of pop.)

Rural access to improved water source (% of pop.)

Access to improved sanitation facilities (% of pop.)

Shelter Availability of affordable housing (% satisfied)

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The Use of Good Country Index and Social Progress Index in a Comparative Context

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Access to electricity (% of pop.)

Quality of electricity supply (1=low; 7=high)

Household air pollution attributable deaths (deaths/100,000)

Personal Safety

Homicide rate (deaths/100,000)

Level of violent crime (1=low; 5=high)

Perceived criminality (1=low; 5=high)

Political terror (1=low; 5=high)

Traffic deaths (deaths/100,000)

Foundations of

Wellbeing

Access to Basic

Knowledge

Adult literacy rate (% of pop. aged 15+)

Primary school enrollment (% of children)

Lower secondary school enrollment (% of children)

Upper secondary school enrollment (% of children)

Gender parity in secondary enrollment (girls/boys)

Access to

Information and

Communications

Mobile telephone subscriptions (subscriptions/100 people)

Internet users (% of pop.)

Press Freedom Index (0=most free; 100=least free)

Health and Wellness

Life expectancy at 60 (years)

Premature deaths from non-communicable diseases (probability of dying)

Obesity rate (% of pop.)

Suicide rate (deaths/100,000)

Environmental

Quality

Outdoor air pollution attributable deaths (deaths/100,000)

Wastewater treatment (% of wastewater)

Biodiversity and habitat (0=no protection; 100=high protection)

Greenhouse gas emissions (CO2 equivalents per GDP)

Opportunity

Personal Rights

Political rights (1=full rights; 7=no rights)

Freedom of speech (0=low; 2=high)

Freedom of assembly/association (0=low; 2=high)

Freedom of movement (0=low; 4=high)

Private property rights (0=none; 100=full)

Personal Freedom

and Choice

Freedom over life choices (% satisfied)

Freedom of religion (1=low; 4=high)

Early marriage

Satisfied demand for contraception (% of women)

Corruption (0=high; 100=low)

Tolerance and

Inclusion

Tolerance for immigrants (0=low; 100=high)

Tolerance for homosexuals (0=low; 100=high)

Discrimination and violence against minorities (0=low; 10=high)

Religious tolerance (1=low; 4=high)

Community safety net (0=low; 100=high)

Access to Advanced

Education

Years of tertiary schooling

Women's average years in school

Inequality in the attainment of education (0=low; 1=high)

Number of globally ranked universities (0=none; 10=most highly ranked)

Percent of tertiary students enrolled in globally ranked universities


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