Related research and data

• Why is life expectancy in the US lower than in other rich countries?

Charts

• Adequacy of social insurance programs
• Adequacy of social safety net programs
• Affordability of cigarettes
• Air passengers
• Annual death rate by age group
• Annual death rate from all causes
• Annual death rates at different ages in females
• Annual death rates at different ages in males
• Annual death rates in people of different ages
• Annual death rates in people of different ages, by sex
• Annual growth of the income or consumption of the poorest 40%
• Annual growth of the income or consumption of the poorest 40% vs. the total population
• Automated teller machines (ATMs)
• Average carbon intensity of new passenger vehicles
• Average hourly earnings of employees
• Average number of years living with disability or disease
• Bank capital to total assets ratio
• CO₂ emissions from aviation
• CO₂ emissions from domestic air travel
• CO₂ emissions from international aviation
• CO₂ emissions from transport
• Carbon footprint of travel per kilometer
• Causes of deathIHME
• Causes of death in 15- to 49-year-olds
• Cereal yield vs. share in extreme poverty
• Change of GDP per capita over the last generation in countries with a high share in extreme poverty
• Child homicide rateUNICEF
• Child homicide rateWHO Mortality Database
• Child mortality vs. health expenditure
• Child mortality vs. share in extreme poverty
• Commercial bank branches
• Community health workers per 1,000 people
• Consumer price index
• Consumption shares in non-essential products
• Consumption shares in selected non-essential products
• Coverage of essential health servicesIHME
• Coverage of essential health servicesWHO
• Critical care beds per 1,000 people
• Cultural and natural heritage expenditure per capita
• Daily cigarette consumption per smoker
• Daily cigarette consumption per smokerWith confidence interval
• Death rate due to low physical activityIHME, age-standardized
• Death rate due to low physical activityIHME, crude
• Death rate due to road traffic injuries
• Death rate from indoor air pollution vs. share in extreme poverty
• Death rate from obesityIHME, age-standardized
• Death rate from obesityIHME, crude
• Death rate from obesity vs. share of adults who are obese
• Death rate from road accidents for 15- to 49-year olds
• Death rate from road injuriesIHME, age-standardized
• Death rate from road injuriesIHME, crude
• Death rate from road injuriesWHO
• Death rate from secondhand smokeIHME, age-standardized
• Death rate from secondhand smokeIHME, crude
• Death rate from smokingIHME, age-standardized
• Death rate from smokingIHME, crude
• Death rate from smoking by age
• Death rate from unsafe water sources vs. share of population living in extreme poverty
• Death rates from different causesWHO Mortality Database, age-standardized
• Deaths due to low physical activity
• Deaths due to obesity
• Deaths from obesity, by age
• Deaths from road incidents, by age
• Deaths from road injuriesIHME
• Deaths from road injuriesWHO
• Deaths from secondhand smoke
• Deaths from secondhand smoke, by age
• Deaths from smoking and secondhand smoke
• Deaths from smoking, by age
• Deaths from tobacco smoking, by age
• Dentistry personnel per 10,000 population
• Development aid received per capita
• Development assistance as share of government expense
• Distribution of homicide ratesUNODC
• Distribution of income across richer and poorer groupsWorld Bank
• Distribution of income across richer and poorer groups (after tax)LIS
• Distribution of income across richer and poorer groups (before tax)WID, bars
• Distribution of income across richer and poorer groups (before tax)WID, area
• Distribution of population between different poverty thresholdsfewer thresholds
• Distribution of population between different poverty thresholdsmore thresholds
• Distribution of population between different poverty thresholds
• Distribution of population between different poverty thresholdsHistorical estimates (Moatsos, 2021)
• Distribution of population between different poverty thresholds2011 PPPs
• Distribution of population between different poverty thresholdsfewer thresholds, 2011 PPPs
• Electric car stocks
• Energy intensity of transport per passenger-kilometer
• Enforcement of bans on tobacco advertising
• Expected funding for tuberculosis versus required budget
• Expected years of schooling vs. share in extreme poverty
• Extreme monetary poverty and multidimensional poverty over timeHarmonized over time estimates
• Female homicide rateUNODC
• Female homicide victimsUNODC
• Fertility rate vs. share living in extreme poverty
• Fuel economy of new passenger vehicles
• GDP per capitaMaddison (2020) – slope chart
• GDP per capitaWorld Bank, constant international-$
• Gini Index around 2015 vs. Gini Index around 2000
• Gini coefficient: World Inequality Database vs. World Bank
• Gini index of consumption in 2015 vs. 1990Consumption & income
• Gini index of consumption in 2015 vs. 1990Income only
• Gini index of income in 2015 vs. 1990Inc. non-survey years
• Gini index of income in 2015 vs. 1990Survey years only
• Global airline passenger capacity and traffic
• Global airline passenger load factor
• Global aviation accidents by flight phase
• Global aviation fatalities by flight phase
• Global inequality between world citizens and its components
• Global number of airline passengers
• Government health expenditure as a share of GDP
• Health expenditure per capita
• Health insurance coverage in the United States
• Health insurance coverage vs. GDP per capita
• Health provider absence rate
• Health spending as a share of total government expenditure
• Healthcare Access and Quality Index
• Healthcare access and quality by level of healthcare spending
• Healthcare expenditure vs. GDP per capita
• Healthy life expectancyWHO GHO data
• Healthy life expectancy and years lived with disability or disease
• Healthy life expectancy vs. health expenditure per capita
• Hidden Hunger Index vs. share in extreme poverty
• Historical national accounts estimates of the distribution of people living at different income thresholds globally
• Historical national accounts estimates of the share of people living below $5 a day
• Historical national accounts estimates of the share of the world's population living on less than $5 per day, by region
• Homicide rateUNODC
• Homicide rateIHME
• Homicide rateIHME, age-standardized
• Homicide rateWHO-GHE
• Homicide rateWHO Mortality Database
• Homicide rateWHO Mortality Database, Age-standardized
• Homicide rate across sources
• Homicide rate by age of the victimIHME
• Homicide rate by age of the victimWHO Mortality Database
• Homicide rate for 15- to 49-year olds
• Homicide rate from firearmsUNODC
• Homicide rate in 1990 vs. 2020UNODC
• Homicide rate vs. GDP per capitaUNODC
• Homicide rate where the perpetrator is an intimate partnerUNODC
• Homicide rate, IHME vs. WHO Mortality Database
• Homicide rate, UNODC vs. IHME
• Homicide rate, WHO vs. UNODC
• Homicide rate, by sex of the victimUNODC
• Homicide rates over the long term
• HomicidesIHME
• HomicidesWHO-GHE
• HomicidesUNODC
• HomicidesWHO Mortality Database
• Homicides by age of the victimIHME
• Homicides by firearmUNODC
• Homicides, by sex of the victimUNODC
• Hospital beds per 1,000 people
• How do death rates in each age group contribute to the overall sex gap in life expectancy?
• How does extreme monetary poverty compare to multidimensional poverty?Current estimates
• How does extreme poverty compare to multidimensional poverty?Current estimates, 2011 PPPs
• How much we think we spend on healthcare vs. how much we actually do
• Income inequality vs. GDP per capita
• Income inequality: Atkinson index
• Income inequality: Gini coefficientWorld Bank, Marimekko
• Income inequality: Gini coefficientWorld Bank
• Income inequality: Gini coefficient (after tax)Chartbook of Economic Inequality
• Income inequality: Gini coefficient (after tax)LIS
• Income inequality: Gini coefficient (before tax)WID
• Income inequality: Gini coefficient before and after taxWorld Bank (via UN SDG)
• Income inequality: Gini coefficient before and after taxLIS, scatterplot
• Income inequality: Gini coefficient before and after taxWID, scatterplot
• Income inequality: Gini coefficient before and after taxOECD, line chart
• Income inequality: Gini coefficient before and after taxLIS, line chart
• Income inequality: Gini coefficient before and after taxOECD, scatterplot
• Income inequality: Gini coefficient in Latin America (after tax)CEDLAS
• Income inequality: Palma ratio (after tax)LIS
• Income inequality: Palma ratio (before tax)WID
• Income or consumption of the poorest 10%World Bank, Marimekko
• Income or consumption of the poorest 10% vs. GDP per capita
• Income or consumption of the poorest 10% vs. mean income
• Income or consumption of the poorest and richest 10%
• Income or consumption of the richest 10%World Bank, Marimekko
• Income or consumption share of the richest 10%World Bank
• Income share of the richest 1% (before tax)WID
• Income share of the richest 1% (before tax)WID, with extrapolations
• Income share of the richest 1% before and after taxWID, scatterplot
• Income share of the richest 1% vs. Gini coefficient (before tax)WID
• Income share of the richest 10% (after tax)LIS
• Income share of the richest 10% (before tax)WID
• Income share of the richest 10% before and after taxWID, scatterplot
• Income share of the richest 10% before and after taxLIS, scatterplot
• Income share of the richest 10% vs. Gini coefficient (before tax)WID
• Inequality in 1990 vs. 2015
• Inequality in life expectancy vs. health expenditure per capita
• Intensity of multidimensional povertyCurrent estimates
• Intensity of multidimensional povertyHarmonized over time estimates
• International financial support to infrastructure
• International health regulations capacities
• Life expectancyover the long-run
• Life expectancyOECD data
• Life expectancyWHO GHO data
• Life expectancyUN WPP data
• Life expectancyMarimekko
• Life expectancyHMD, UN WPP
• Life expectancy at age 15
• Life expectancy by sexHMD, UN WPP data
• Life expectancy for people of different ages
• Life expectancy in males and females
• Life expectancy in men
• Life expectancy in women
• Life expectancy projections
• Life expectancy versus lifespan inequality
• Life expectancy vs. GDP per capitaMaddison, historical
• Life expectancy vs. GDP per capitaWorld Bank
• Life expectancy vs. health expenditure
• Life expectancy vs. healthcare expenditure
• Life expectancy, including the UN projectionsUN WPP data
• Life expectancy, source comparison
• Life expectancy: females versus malesUN WPP
• Lifespan inequality: Gini coefficient by sex
• Lifespan inequality: Gini coefficient in men
• Lifespan inequality: Gini coefficient in women
• Loan from a financial institution, poorest 40% vs. richest 60%
• Male homicide rateUNODC
• Male homicide victimsUNODC
• Male vs. female suicide rateIHME data
• Male vs. female suicide rateWHO data
• Male-to-female ratio of suicide rateIHME data
• Male-to-female ratio of suicide rateWHO data
• Maximum female life expectancy
• Mean body mass index (BMI) in men
• Mean body mass index (BMI) in women
• Mean income or consumption per dayMarimekko
• Mean income or consumption per day2017 Int-$
• Mean income or consumption per day vs. GDP per capita
• Mean income or consumption per day vs. GDP per capita2011 PPPs
• Mean income or consumption per day: 2011 vs. 2017 international-$
• Mean vs. median income or consumptionWorld Bank
• Median age
• Median and mean income (after tax)LIS
• Median income or consumption per day
• Median income or consumption per day
• Median income or consumption per day vs. GDP per capita
• Median income or consumption per day vs. GDP per capita2011 PPPs
• Medical doctors per 1,000 people
• Medical doctors per 1,000 people vs. GDP per capita
• Modal age at death in adults
• Money committed to public-private partnerships for infrastructure
• Mortality rates at age 25
• Mortality rates at age 65
• Motor vehicle, motorcyclist, cyclist, and pedestrian deaths
• Multidimensional Poverty Index (MPI)Current estimates
• Multidimensional Poverty Index (MPI)Harmonized over time estimates
• National poverty line vs. GDP per capita
• National poverty line vs. GDP per capitaBy income group
• National poverty line vs. mean daily income or consumption
• National poverty line vs. median income or consumption per day
• Net official development assistance
• Net official development assistance and official aid received
• Net official development assistance to medical research and basic health sectors
• New passenger vehicle registrations by type
• New passenger vehicles by type
• Nominal wages, consumer prices and real wages
• Number of air travel trips per capita
• Number of air travel trips vs. GDP per capita
• Number of cigarettes smoked per smoker per day
• Number of current smokers
• Number of daily smokers
• Number of daily smokers, men and women
• Number of deaths by ageUN
• Number of deaths from smoking in 1990 vs. 2019
• Number of deaths from tobacco smoking
• Number of deaths, by world region
• Number of income/consumption surveys in the past decade available via the World Bank
• Number of new cars sold, by type
• Number of new electric cars sold
• Number of new passenger vehicles by type
• Number of people living in extreme povertyStacked area chart
• Number of people living in extreme povertyLine chart
• Number of people living in extreme poverty by regionHistorical estimates (Moatsos, 2021)
• Number of people living in extreme poverty by region'Cost of basic needs' approach, Historical estimates (Moatsos, 2021)
• Number of reported road incidents
• Number of suicide from pesticide poisoning
• Number of suicidesIHME data
• Number of suicidesWHO data
• Number of suicides from firearms
• Number of suicides, by ageIHME data, since 1990
• Obesity in adultsCrude rate
• Obesity in men vs. women
• Official development assistanceUN
• Official development assistanceWorld Bank
• Official development assistance to least developed countries as a share of donor gross national income
• Out-of-pocket expenditure per capita on healthcare
• PPP conversion factor for private consumption
• Participation time in travel per day
• Passenger-kilometers by air
• Passenger-kilometers by rail
• Per capita CO₂ emissions from aviation
• Per capita CO₂ emissions from commercial aviation, tourism-adjusted
• Per capita CO₂ emissions from domestic aviation
• Per capita CO₂ emissions from domestic aviation vs. GDP per capita
• Per capita CO₂ emissions from domestic aviation vs. land area
• Per capita CO₂ emissions from international aviation
• Per capita CO₂ emissions from international passenger flights, tourism-adjustedGraver & World Bank
• Per capita CO₂ emissions from transport
• Per capita domestic aviation passenger kilometers
• Per capita international aviation passenger kilometers
• Per capita passenger kilometers from air travel
• Percentage of people without health insurance in the United States
• Percentage of population covered by health insurance
• Period versus cohort life expectancy
• Pharmaceutical personnel per 10,000 population
• Population by income levelWorld Bank
• Poverty gap index at $2.15 per day
• Poverty: Share of population living on less than $1 a day
• Poverty: Share of population living on less than $10 a dayLine chart
• Poverty: Share of population living on less than $10 a dayMarimekko
• Poverty: Share of population living on less than $3.65 a day
• Poverty: Share of population living on less than $30 a day
• Poverty: Share of population living on less than $30 a day2011 PPPs
• Poverty: Share of population living on less than $40 a day
• Poverty: Share of population living on less than $6.85 a day
• Prevalence of daily smoking in populations
• Prevalence of underweight children vs. share in extreme poverty
• Prevalence rate of hypertension in men aged 30-79
• Prevalence rate of hypertension in women aged 30-79
• Prevalence rate of obesity in adultsAge-standardized
• Prevalence vs. intensity of multidimensional povertyCurrent estimates
• Primary government expenditures as a share of original budget
• Prison population rate
• Private health expenditure per person
• Probability of dying in infancy, by sex
• Probability of dying that year, among females
• Probability of dying that year, among males
• Probability that a male will outlive a female
• Public expenditure on healthcare as percent of total healthcare expenditure
• Public health insurance coverage in Western Europe
• Public healthcare expenditure as a share of GDP
• Reconstruction of historical global extreme poverty rates
• Reconstruction of historical poverty trends by country
• Reduction in income inequality before and after taxOECD
• Registered vehicles per 1,000 people
• Relative poverty: Share of people below 40% of median income
• Relative poverty: Share of people below 50% of median income
• Relative poverty: Share of people below 60% of median income
• Remaining life expectancy at different ages
• Remaining life expectancy at different ages, in females
• Remaining life expectancy at different ages, in males
• Road accident deaths
• Road incident death rate vs. GDP per capita
• Road mortality rate, IHME vs. WHO data
• Sales of cigarettes per adult per day
• Sex gap in life expectancy
• Sex gap in life expectancy at age 45
• Sex gap in life expectancy at different ages
• Sex gap in life expectancy versus GDP per capita
• Sex gap in life expectancy versus child mortality
• Sex gap in life expectancy vs. non-communicable disease death rate
• Sex ratio in life expectancy
• Sex ratio in life expectancy at different ages
• Share covered by at least one social protection benefit
• Share in extreme poverty vs. life expectancy
• Share in extreme poverty vs. life expectancy
• Share in extreme poverty vs. poverty gap index
• Share in extreme poverty: Cost of basic needs approach vs. living on less than $1.90 a dayHistorical estimates (Moatsos, 2021)
• Share in multidimensional poverty according to national definitions
• Share in multidimensional poverty vs. Multidimensional Poverty IndexCurrent estimates
• Share in multidimensional poverty vs. Multidimensional Poverty IndexHarmonized over time estimates
• Share in poverty relative to different poverty thresholds
• Share in poverty relative to different poverty thresholdsHistorical estimates (Moatsos, 2021)
• Share in poverty relative to different poverty thresholds2011 PPPs
• Share in poverty vs. educational attainment
• Share in poverty vs. life expectancy
• Share living on less than $3.65 per day vs. share in multidimensional povertyCurrent estimates
• Share living on less than $6.85 a day vs. mean income or consumption
• Share of adult men overweight or obese vs. daily supply of calories
• Share of adult women overweight or obese vs. daily caloric supply
• Share of adults borrowing from a financial institution vs. family or friends
• Share of adults borrowing from a private informal lender
• Share of adults who are obese vs. GDP per capita
• Share of adults who are obese vs. daily protein supply
• Share of adults who are overweight or obese
• Share of adults who smoke
• Share of adults who smoke in 2000 vs. 2018
• Share of adults who smoke vs. GDP per capita
• Share of cancer deaths attributed to tobacco use
• Share of cars currently in use that are electric
• Share of children and adolescents who are overweight or obese
• Share of children who are overweight
• Share of children who are overweight or obese
• Share of clinical trials in Europe that report results within a year
• Share of clinical trials that report results within a yearBy country
• Share of deaths attributed to obesity
• Share of deaths attributed to smoking
• Share of deaths from homicideWHO Mortality Database
• Share of deaths from secondhand smoke
• Share of deaths from suicide
• Share of firms for which access to finance is a major constraint
• Share of global CO₂ emissions from aviation
• Share of global CO₂ emissions from domestic air travel
• Share of global CO₂ emissions from international aviation
• Share of global domestic aviation passenger kilometers
• Share of global passenger kilometers from air travel
• Share of global passenger kilometers from international aviation
• Share of global population living in extreme poverty
• Share of government consumption in GDP vs. share of population living in extreme poverty
• Share of gross national income donated toward poverty reduction
• Share of gross national income from poverty reduction grants
• Share of health facilities with essential medicines
• Share of indicators drawn from country-led frameworks
• Share of men and women expected to survive to the age of 65
• Share of men defined as underweight, healthy, overweight and obese
• Share of men expected to survive to the age of 65
• Share of men who are obese
• Share of men who are overweight or obese
• Share of men who smoke
• Share of new cars sold that are battery-electric and plug-in hybrid
• Share of new cars sold that are electric
• Share of new electric cars that are fully battery-electric
• Share of new passenger vehicles that are battery electric
• Share of new passenger vehicles that are electric or plug-in hybrid
• Share of out-of-pocket expenditure on healthcare
• Share of out-of-pocket expenditure vs. GDP per capita
• Share of overweight men vs. women
• Share of people at risk of falling into poverty if payment for surgical care is required
• Share of people who smoke every day
• Share of people with disputes using a dispute resolution mechanism
• Share of population below and above $30 per dayStacked bar: Above/below $30 per day
• Share of population in multidimensional povertyCurrent estimates
• Share of population in multidimensional povertyHarmonized over time estimates
• Share of population in multidimensional poverty: Urban vs. ruralHarmonized over time estimates
• Share of population in multidimensional poverty: Urban vs. ruralCurrent estimates
• Share of population in multidimensional poverty: Urban vs. rural
• Share of population living below national poverty lines
• Share of population living in extreme povertyLine chart
• Share of population living in extreme povertyMarimekko
• Share of population living in extreme povertyHistorical estimates (Moatsos, 2021), Line chart
• Share of population living in extreme povertyHistorical estimates (Moatsos, 2021), Stacked area chart
• Share of population living in extreme poverty'Cost of basic needs' approach, Historical estimates (Moatsos, 2021), Stacked area chart
• Share of population living in extreme poverty'Cost of basic needs' approach, Historical estimates (Moatsos, 2021), Line chart
• Share of population living in extreme poverty2011 PPPs
• Share of population living in extreme poverty vs. GDP per capita
• Share of population living in extreme poverty vs. mean income or consumption per day
• Share of population living on less than $2 per day
• Share of population living on less than $5 per day
• Share of population living with less than $2.15 and $3.65 per day
• Share of population with large expenditures on health
• Share of population with very large expenditures on health
• Share of small-scale industries with a loan or line of credit
• Share of suicides from pesticide poisoning
• Share of taxes in tobacco retail price
• Share of the population at risk of catastrophic expenditure when surgical care is required
• Share of tobacco in total household consumption
• Share of urban populations with convenient access to public transport
• Share of victims who reported crime to the police
• Share of women defined as underweight, healthy, overweight or obese
• Share of women expected to survive to the age of 65
• Share of women who are obese
• Share of women who are overweight or obese
• Share of women who smoke
• Share vs. intensity of multidimensional povertyHarmonized over time estimates
• Share who use tobacco
• Smoking death rate in 1990 vs. 2019
• Smoking in men vs. women
• Specialist surgical workforce rate
• Suicide death rateIHME data
• Suicide rateIHME data, age-standardized
• Suicide rateWHO data
• Suicide rateWHO data, age-standardized
• Suicide rate by firearm
• Suicide rate for 15- to 49-year olds
• Suicide rate in 1990 vs. 2019IHME data
• Suicide rate in 2000 vs. 2019WHO data
• Suicide rate vs. death rate from violenceIHME
• Suicide rate vs. income inequality
• Suicide rate, by ageIHME data
• Suicide rate, by ageWHO data
• Suicide rate, by age
• Suicide rate, by sexWHO data
• Suicide rates among young people
• Support to help quit smoking
• Survival ages across the population
• Tax revenue per capita and public health spending per capita
• Tax revenues as a share of GDP vs. income inequality
• Taxes as a share of cigarette price
• The Universal Health Coverage (UHC) Service Coverage Index
• The share and number of people living in extreme poverty
• Three metrics of inequality
• Threshold income for each decile (after tax)LIS
• Threshold income for each decile (before tax)WID
• Threshold income or consumption for each decileWorld Bank
• Time spent doing sportsLine chart
• Tonne-kilometers of air freight
• Total GDP vs. GDP per capita
• Total assistance for development disbursed
• Total domestic aviation passenger kilometers
• Total financial assistance and flows for agriculture, by recipient
• Total health expenditure per person
• Total healthcare expenditure as a share of GDP
• Total official development assistance for technical co-operation
• Total passenger kilometers from air travel
• Total passenger kilometers from international aviation
• Total population living in extreme poverty by world region
• Total shortfall from extreme poverty
• Total wealth by asset group
• Total wealth per capita, by income groups
• US healthcare expenditure
• Unsentenced detainees as a proportion of overall prison population
• Use of interpolation and extrapolation on Maddison GDP per capita data
• Vaccination coverage vs. share in extreme poverty
• Wage of craftsmen relative to that of laborers in England
• Wealth share of the richest 1%WID
• Wealth share of the richest 10%WID
• World population living in extreme povertyWorld Bank & Bourguignon and Morrisson
• Years lived with disability vs. health expenditure per capita