Case Studies

Explore key patterns and insights from the Modern Societies Observatory

Environment & Energy

GDP vs CO2: A significant coupling

GDP vs CO2: A significant coupling

Shows the tight correlation between wealth and CO2 emissions for the last decades

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Energy intensity of growth

Energy intensity of growth

Some countries maintain high GDP with lower energy use through efficiency and different energy mix strategies

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Global emissions evolution

Global emissions evolution

Map showing which countries reduced emissions vs increased

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GDP vs CO2: Decoupling possibilities

GDP vs CO2: Decoupling possibilities

Individual trajectories show that some countries achieve some level of decoupling through different policy choices, energy mix, or industrial transition stage

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Politics

Democracy and development

Democracy and development

Shows the impressive diversity of individual trajectories in the PIB-democraty phase space

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Governance quality and prosperity

Governance quality and prosperity

Moderate correlation with substantial dispersion — high GDP can coexist with varying levels of government functioning.

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Democracy and corruption

Democracy and corruption

Significant correlation: more democratic countries tend to have less corruption

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Military spending and regime type

Military spending and regime type

Autocracies and countries in conflict spend more on military as % GDP

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The Third Wave of Democracy (1974-2023)

The Third Wave of Democracy (1974-2023)

Democratic countries rose from 35 (1974) to 90+ (2000s) - largest democratic expansion ever. Now shows signs of reversal.

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Fall of Communism (1989-2000)

Fall of Communism (1989-2000)

Eastern Europe GDP crashed 20-40% after 1989 then recovered - shows painful transition from planned to market economy.

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Violence

Inequality and violence correlation

Inequality and violence correlation

Higher inequality correlates with higher homicide rates across countries

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Incarceration and development

Incarceration and development

Complex relationship with notable outliers (e.g. the US with incarceration rates 5-10x other wealthy nations)

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Incarceration effectiveness paradox

Incarceration effectiveness paradox

Many countries show high incarceration rates alongside high homicide rates questioning deterrence effectiveness. Dynamic analysis could improve understanding.

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US homicide exceptionalism

US homicide exceptionalism

Clear negative correlation between economic wealth and homicide rates. Notable outliers (US homicide rates 5-10x higher than similar wealthy democracies)

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Economics

GDP-Happiness relationship (Easterlin paradox)

GDP-Happiness relationship (Easterlin paradox)

Beyond ~$40k GDP/capita, happiness gains diminish - shows limitations of economic growth alone

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Productivity growth patterns

Productivity growth patterns

Western nations show steady long-term productivity gains, while China and India demonstrate rapid catch-up; Ethiopia and Brazil lag despite recent improvements.

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US healthcare cost anomaly

US healthcare cost anomaly

USA spends far more on healthcare as % of GDP but achieves lower life expectancy than other wealthy nations - trajectory shows widening gap

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Structural transformation

Structural transformation

Shows clear pattern: as countries develop, agricultural employment drops from 50%+ to <5%

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Engel's Law: Food expenditure share

Engel's Law: Food expenditure share

Poorer countries spend higher % on food (>40%) vs wealthy (<15%)

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The 2008 Financial Crisis

The 2008 Financial Crisis

Largest economic crisis since Great Depression - some countries (Greece/Spain) took 10+ years to recover.

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African Growth Revival (2000-2023)

African Growth Revival (2000-2023)

After 20 years of stagnation (1980-2000) Africa resumed growth - though still below Asian rates.

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The Nordic Tax Paradox

The Nordic Tax Paradox

High-tax Scandinavian countries (45-50% of GDP) achieve both strong economic growth and high life satisfaction - challenging the tax-kills-growth narrative

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Working Hours Divergence

Working Hours Divergence

Since 1980: Europeans work 25% fewer hours while maintaining productivity parity with Americans - questions the hours-worked = prosperity equation

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Health

Obesity and wealth paradox

Obesity and wealth paradox

Middle-income countries show rising obesity; wealthiest countries vary widely

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Suicide rate evolution

Suicide rate evolution

US suicide rates continue increasing while declining in most other wealthy democracies

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Substance use death rates rising

Substance use death rates rising

US death rates from substance use disorders increase more significantly than in other wealthy democracies

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China's Great Leap Forward (1958-1962)

China's Great Leap Forward (1958-1962)

China's famine killed 15-45M people - visible as life expectancy drop from 50 to 30 years. Worst peacetime catastrophe.

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Demography

Aging and fertility spiral

Aging and fertility spiral

Shows aging-fertility feedback loop; countries struggle to reverse trajectory

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Living alone and development

Living alone and development

Wealthier countries have more single-person households (individualization)

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The Population Explosion

The Population Explosion

World population: 2.5B (1950) → 8B (2023) - tripled in 70 years. Peak growth rate was 2.1%/year in 1968.

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The Population Aging Crisis (1950-2100)

The Population Aging Crisis (1950-2100)

Median age rising globally: 24 (1950) → 30 (2023) → 40+ (2100) - creates unprecedented fiscal challenges.

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Social Progress

Literacy and longevity improvements

Literacy and longevity improvements

Clear positive relationship between education and health outcomes — countries improving literacy consistently show parallel gains in life expectancy.

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Rise of the welfare state

Rise of the welfare state

Government expenditure grew from ~10–15% of GDP (1950) to ~40–50% (2023) in most high-income nations, marking the expansion of the modern public sector.

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Urbanization quality

Urbanization quality

Rapid urbanization in developing countries creates slum challenges

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China's Reform Era (1978-2023)

China's Reform Era (1978-2023)

China lifted 800M from poverty - largest poverty reduction in history. GDP grew 40-fold since Deng's reforms.

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Urbanization Without Prosperity

Urbanization Without Prosperity

Many African/Asian nations reached 50%+ urbanization at GDP levels where Europe was still 80% rural - shows urbanization decoupled from development

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The Poverty Paradox

The Poverty Paradox

$3/day poverty eliminated in China (800M people) while Sub-Saharan Africa still has 400M+ in extreme poverty despite decades of aid

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