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. 2019 Nov 20;9:100486. doi: 10.1016/j.ssmph.2019.100486

Table 1.

Variables and sources of data.

Variable Definition Source Year(s)
MMR Maternal mortality ratio (modeled estimate, per 100,000 live births) World Bank World Development Indicators 2015
IMR Infant mortality rate (per 1000 live births) World Bank World Development Indicators 2015
Women, Peace, and Security (WPS) Index and Sub-indices
WPS Index A composite index measuring women's achievements for the three dimensions of inclusion, justice, and security WPS Index 2017
WPS Inclusion Sub-index
Education Average number of years of education completed by women aged ≥25 years UNESCO Institute for Statistics
Financial inclusion The percentage of women aged ≥15 years who reported having an account alone or jointly at a bank or other type of financial institution or personally using a mobile money service World Bank Global Findex Database
Employment The percentage of a country's female population aged ≥25 years that is employed. ILOSTAT database
Cell phone use The percentage of women aged ≥15 years responding “Yes” to the Gallup World Poll question: “Do you have a mobile phone that you use to make and receive personal calls?” Gallup World Poll 2016
Parliamentary seats The percentage of seats held by women in lower and upper houses of national parliaments. Inter-Parliamentary Union
WPS Justice Sub-index
Legal discrimination Aggregate score of laws and regulations that limit women's ability to participate in the society or economy or that differentiate between men and women, as measured by Women, Business, and the Law World Bank, Women, Business, and the Law database
Son bias Sex ratio at birth (ratio of male births to female births). An excess number of births of boys over girls relative to demographic norms (ratio of 1.05 boys to 1.00 girls) reflects discrimination against girls and women United Nations Department of Economic and Social Affairs, 2016. 2015 Revision of the World Population Prospects
Discriminatory norms Percentage of men aged ≥15 years who responded “No” to the Gallup World Poll question: “Is it perfectly acceptable for any woman in your family to have a paid job outside the home if she wants one?” Gallup, Inc., and International Labour Organization 2017. Towards a Better Future for Women and Work: Voices of Women and Men.
WPS Security Sub-index
Lifetime intimate partner violence The percentage of women who have experienced physical or sexual violence committed by their intimate partner UN Women Global Database on Violence against Women; DHS (Demographic and Health Surveys) Program STATcompiler database 2016 and United Nations Population Fund (UNFPA) Asia-Pacific.
Perception of community safety Percentage of women aged ≥15 years who responded “Yes” to the Gallup World Poll question: “Do you feel safe walking alone at night in the city or area where you live?” Gallup World Poll 2016
Organized violence Total number of battle deaths from state-based, non–state based, or one-sided conflicts per 100,000 people UCDP (Uppsala Conflict Data Program). UCDP Georeferenced Event Dataset
National Income/Health Expenditure
Real gross domestic product (GDP) per capita GDP per capita (constant, 2010 US$) World Bank World Development Indicators 2010–2016
Real health expenditure per capita Health expenditure per capita, PPP (constant 2011 international $) World Bank World Development Indicators 2014
Out of pocket expenditure per capita Out-of-pocket expenditure per capita in PPP international $ World Health Organization data repository 2011–2015
Health expenditure GDP share Health expenditure, total (% of GDP) World Bank World Development Indicators 2014
Government
Political stability Political stability and absence of violence/terrorism measures perceptions of the likelihood of political instability and/or politically motivated violence Worldwide Governance Indicators 2013–2016
Government effectiveness Perceptions of the quality of public services, quality of the civil service and the degree of its independence from political pressures, and quality of policy formulation and implementation and the credibility of government commitment to such policies Worldwide Governance Indicators 2013–2016
Water/Sanitation
Improved water source Improved water source (% of population with access) World Bank World Development Indicators 2011–2015
Improved sanitation facilities Improved sanitation facilities (% of population with access) World Bank World Development Indicators 2011–2015
Access to Health Care
Physician density Physicians density (per 1000 population) World Health Organization data repository 1997–2016
Antenatal care (%), at least one visit Percentage of women (aged 15–49 years) attended at least once during pregnancy by skilled health personnel (doctor, nurse, or midwife) and the percentage attended by any provider at least once UNICEF State of the World's Children: DHS, MICS and other nationally representative sources. 2011–2016
Skilled birth attendant (%) Percentage of births attended by skilled heath personnel (doctor, nurse, or midwife) UNICEF State of the World's Children: Joint UNICEF/WHO SBA database, November 2017 update, based on DHS, MICS and other nationally representative sources. 2013–2016
Population/Poverty Line
Rural Population Share Rural population (% of total population) World Bank World Development Indicators 2011–2016
Poverty head count ratio at $1.90 per day Poverty headcount ratio at $1.90 per day (2011 PPP) (% of population) World Bank World Development Indicators 2008–2015
Family
Adolescent fertility rate Adolescent fertility rate (births per 1000 women, aged 15–19 years) World Bank World Development Indicators 2015
Disease
HIV prevalence Prevalence of HIV, total (% of population aged 15–49 years) World Bank World Development Indicators 2015