2019 Change Readiness Index Primary and Secondary Sources
2019 Change Readiness Index Sources
More than 125 secondary data variables were used to calculate the 2019 Change Readiness Index, as well as 25 primary survey question responses, which were gathered from 1,400 country specialists from 140 countries around the world.
The full list of primary and secondary data variables and sources, and the primary survey questions are shown in the following tables, grouped by change readiness pillar.
Pillar 1: Enterprise capability
Primary survey |
Secondary data |
Sources |
|
1.1 Labor market |
N/A |
Hiring and firing practices |
WEF GCI |
Cooperation in labor-employer relations |
WEF GCI |
||
Flexibility of wage determination |
WEF GCI |
||
Pay and productivity |
WEF GCI |
||
1.2 Economic diversification |
How effective is your country at promoting a diversified economy in which a wide range of different sectors contribute to gross domestic product? |
Diversity of exports by country exported to |
UNCTAD |
Diversity of exports by variety of products exported |
UNCTAD |
||
1.3 Economic openness |
N/A |
Tariff rate applied, weighted mean |
WB WDI |
Prevalence of non-tariff barriers |
WEF GCI |
||
Trade tariffs |
WEF GCI |
||
Enforcing contracts |
WB DB |
||
Time to export (days) |
WB DB |
||
Cost to export ($ per container) |
WB DB |
||
Cost to import ($ per container) |
WB DB |
||
Time to import (days) |
WB DB |
||
Prevalence of foreign ownership |
WEF GCI |
||
Trade freedom index of economic freedom |
Heritage Foundation |
||
1.4 Innovation, research and development |
How effective are the public and commercial institutions in your country at financing, undertaking, and benefiting from innovation, research and development (R&D)? |
Growth of innovative companies |
WEF GCI |
Global innovation index – knowledge creation pillar |
Cornell University |
||
Researchers in R&D per million persons |
WB WDI |
||
R&D expenditure (percent of GDP) |
WEF GCI |
||
Trademark applications |
WEF GCI |
||
R&D expenditure |
WEF GCI |
||
Multi stakeholder collaboration |
WEF GCI |
||
Diversity of workforce |
WEF GCI |
||
1.5 Business environment |
N/A |
Average cost of bankruptcy procedures (percent of estate) |
WB DB |
Distortive effect of taxes and subsidies on competition |
WEF GCI |
||
Total tax rate |
World Bank |
||
Business freedom |
Index of Economic Freedom |
||
Strength of investor protection index (0-10) |
WB DB |
||
Competition in services |
WEF GCI |
||
Extent of market dominance |
WEF GCI |
||
Time taken to pay taxes (hours per year) |
WB DB |
||
1.6 Financial sector |
How effective is the governance of the financial sector in your country in promoting financial stability?
How effective is the governance of the financial sector in your country in promoting broad access to finance? |
Financing of SMES |
WEF GCI |
Venture capital availability |
WEF GCI |
||
Soundness of banks |
WEF GCI |
||
Domestic credit provided by banking sector percent GDP |
WB WDI |
||
1.7 Transport & utilities infrastructure |
How effective is the government in your country at promoting well-functioning utility infrastructure that maximizes socio-economic development and economic growth? |
Logistics performance index |
World Bank |
Quality of roads |
WEF GCI |
||
Railroad density |
WEF GCI |
||
Efficiency of train services |
WEF GCI |
||
Efficiency of seaport services |
WEF GCI |
||
Efficiency of air transport services |
WEF GCI |
||
Airport connectivity |
WEF GCI |
||
Number of air passengers, per thousand population |
WB WDI |
||
Electricity quality |
WEF GCI |
||
Broadband internet subscribers per head |
WB WDI |
||
Value lost to electrical outages |
WB WDI |
||
1.8 Enterprise sustainability |
How effective is the private sector in your country in understanding and responding to threats and opportunities posed by climate change?
How effective is the private sector in your country at promoting environmental protection and avoiding environmental degradation? |
CO2 emissions (kg per PPP $ of GDP) |
World Bank |
Percent of energy from renewables |
International Energy Association |
||
1.9 Informal sector |
How effectively is the informal sector being integrated into the formal economy in your country? |
Time to start a business (days) |
WB DB |
Cost to start a business (percent of income per capita) |
WB DB |
||
Percentage of employment which is vulnerable |
World Bank |
||
1.10 Technology infrastructure |
N/A |
Mobile phone subscribers |
World Bank |
Global innovation index - infrastructure pillar |
Cornell |
Pillar 2: Government capability
Pillar 3: People & civil society capability
Primary survey |
Secondary data |
Sources |
|
3.1 Human capital |
N/A |
Adult literacy rate |
UNESCO |
Secondary enrolment rate |
UNESCO |
||
Tertiary enrolment rate |
UNESCO |
||
Quality of vocational education |
WEF GCI |
||
Extent of staff training |
WEF GCI |
||
Ease of finding skilled employees |
WEF GCI |
||
Pupil to teacher ratio in primary education |
WEF GCI |
||
School life expectancy |
WEF GCI |
||
Skillset of graduates |
WEF GCI |
||
3.2 Entrepreneurship |
To what extent are there effective incentives in your country that encourage entrepreneurship? |
Entrepreneurship and opportunity sub-index |
Legatum Institute |
3.3 Civil society |
To what extent are civil society organizations allowed to influence and participate in important policy debates?
How effective are civil society organizations in advocating for policies and programs to address climate change? |
Political and social integration |
BTI |
Voice and accountability |
WB WGI |
||
Human rights fragile states index |
Fund for Peace |
||
Democracy index |
EIU |
||
3.4 Safety nets |
How effective is the provision of social safety-net assistance to people in need in your country, from the public sector and other sources (e.g., migrant transfers, NGOs, and charities)? |
Social capital |
Legatum Institute |
Workers' remittances and compensation of employees, received ( percent of gdp) |
WB WDI |
||
External intervention measure |
Failed States Index |
||
3.5 Technology use |
N/A |
Global innovation index online creativity sub pillar |
Cornell University |
Used an account to make a transaction through a phone call |
World Bank |
||
Digital skills among active population |
WEF GCI |
||
3.6 Gender |
How effective are institutions, laws, practices and customs in your country at providing women the same opportunities as men to participate in the economy? |
Labor force participation |
ILO |
Ratio of female to male literacy rate |
WB WDI |
||
Ratio of female to male enrolment in primary education |
WB WDI |
||
Ratio of female to male enrolment in secondary education |
WB WDI |
||
Ratio of female to male enrolment in tertiary education |
WB WDI |
||
Gender inequality index |
UNDP |
||
Wage equality between women and men for similar work |
WEF Gender Gap report |
||
3.7 Inclusiveness of growth |
How effective are the public and commercial institutions in your country in promoting economic growth that includes the poor, and does not exclude significant groups or regions? |
Gini coefficient index |
WB WDI |
Income share held by highest 20 percent |
WB WDI |
||
Poverty indicator international poverty line $2 a day |
WB WDI |
||
Loss due to inequality in income (percent) |
UNDP |
||
Uneven economic development – fragile states index |
Fund for Peace |
||
Percentage of population with a bank account |
World Bank |
||
3.8 Demographics |
How well prepared is your country to adapt to changes resulting from potential demographic shifts over the next decade, including an aging population or rising numbers of youth? |
Global agewatch index |
Helpage International |
Percentage of children under 5 years of age who are stunted |
WHO |
||
Out-of-school-rates |
UNESCO |
||
International migrant stock (percent of population) |
WB WDI |
||
Working age population forecast |
United Nations |
||
3.9 Access to information |
N/A |
Press freedom index |
Reporters without borders |
E-government - online service |
United Nations |
||
3.10 Health |
N/A |
Access to clean water |
WB WDI |
Access to improved sanitation |
WB WDI |
||
Healthcare spending as percent of GDP |
WB WDI |
||
Nurses and midwifes per 100,000 |
WHO |
||
Access to health services |
IHME |
Source acronyms |
|
BTI |
Bertelsmann Transformation Index |
GII |
Global Innovation Index |
EIU |
Economist Intelligence Unit |
FFP - FSI |
Fund For Peace – Fragile State Index |
IEA |
International Energy Agency |
HF - IEF |
Heritage Foundation - Index of Economic Freedom |
ILO |
International Labour Organization |
IMF |
International Monetary Fund |
IPU |
Inter-Parliamentary Union |
LI |
Legatum Institute |
NYU |
New York University |
OE |
Oxford Economics |
PRA |
Property Right Alliance |
UN HDI |
United Nations Human Development Index |
UNCTAD |
United Nations Conference on Trade and Development |
UNDP |
United Nations Development Programme |
UNESCO |
United Nations Educational, Scientific and Cultural Organisation |
WB DB |
World Bank Doing Business Index |
WB WDI |
World Bank World Development Indicators |
WB WGI |
World Bank World Governance Indicators |
WEF GCI |
World Economic Forum Global Competitiveness Index |
WEF GGGI |
World Economic Forum Global Gender Gap Index |
WHO |
World Health Organisation |
*As is the case with indices that rely to an extent on secondary data, CRI scores and ranks can be affected by statistical errors inherent in the underlying data. Additional statistical variation and uncertainty can result from the gaps in published official data for certain secondary indicators, especially in countries with low statistical availability and quality. Inherent risks in the accuracy of survey data were mitigated through careful selection of respondents against strict criteria, and provision of guidance on the survey scoring systems.
*All uses of the word ‘country’ or ‘countries’ in the 2019 Change Readiness Index (CRI) refers to both countries and jurisdictions. The term country is used for brevity.
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