Inequality
Animation: The Collapse of the Middle Class in 20 Major U.S. Cities
When future historians look back at the beginning of the 21st century, they’ll note that we grappled with many big issues.
They’ll write about the battle between nationalism and globalism, soaring global debt, a dysfunctional healthcare system, societal concerns around automation and AI, and pushback on immigration. They will also note the growing number of populist leaders in Western democracies, ranging from Marine Le Pen to Donald Trump.
However, these historians will not view these ideas and events in isolation. Instead, they will link them all, at least partially, to an overarching trend that is intimately connected to today’s biggest problems: the “hollowing out” of the middle class.
Visualizing the Collapse of the Middle Class
The fact is many people have less money in their pockets – and understandably, this has motivated people to take action against the status quo.
And while the collapse of the middle class and income inequality are issues that receive a fair share of discussion, we thought that this particular animation from Metrocosm helped to put things in perspective.
The following animation shows the change in income distribution in 20 major U.S. cities between 1970 and 2015:
The differences between 1970 and 2015 are intense. At first, each distribution is more bell-shaped, with the majority of people in a middle income bracket – and by 2015, those people are “pushed” out towards the extremes as they either get richer or poorer.
A Broader Look at Income Inequality
This phenomenon is not limited to major cities, either.
Here’s another look at the change in income distribution using smaller brackets and the whole U.S. adult population:
Courtesy of: FT (h/t Metrocosm)
It’s a multi-faceted challenge, because while a significant portion of middle class households are being shifted into lower income territory, there are also many households that are doing the opposite. According to Pew Research, the percentage of households in the upper income bracket has grown from 14% to 21% between 1971 and 2015.
The end result? With people being pushed to both ends of the spectrum, the middle class has decreased considerably in size. In 1971, the middle class made up 61% of the adult population, and by 2014 it accounted for less than 50%.
As this “core” of society shrinks, it aggravates the aforementioned problems. People and governments borrow more money to make up for a lack of middle class wealth, while backlashes against globalism, free trade, and open borders are fueled. The populists who can “fix” the broken system are elected, and so on.
Personal Finance
Where People Borrow Money From, by Country Income Level
These graphics shed light on which people borrow money from financial institutions, and which rely on friends and family for monetary help.

When making the decision to borrow money, do you turn to friends and family for financial help, or do you go to a financial institution like a bank or credit card company?
On a country-to-country basis, this choice often depends on a mix of various factors, including the availability of financial services, financial literacy, and the cultural approach to the very concept of lending itself.
In these graphics, Richie Lionell sheds some light on where people borrow money from, using the 2021 Global Findex Database published by the World Bank.
Borrowing From Financial Institutions
To compare borrowing practices across both location and income level, the dataset features survey results from respondents aged 15+ and groups countries by region except for high-income countries, which are grouped together.
In 2021, most individuals in high income economies borrowed money from formal financial institutions.
Country | Region | Borrowed from a financial institution |
---|---|---|
Canada | High income | 81.01% |
Israel | High income | 79.52% |
Iceland | High income | 73.36% |
Hong Kong SAR, China | High income | 70.01% |
Korea, Rep. | High income | 68.64% |
Norway | High income | 66.82% |
United States | High income | 66.21% |
Taiwan, China | High income | 61.95% |
Switzerland | High income | 61.40% |
Japan | High income | 61.19% |
New Zealand | High income | 60.38% |
Australia | High income | 57.29% |
Austria | High income | 56.52% |
Italy | High income | 55.01% |
United Kingdom | High income | 54.98% |
Germany | High income | 54.68% |
Ireland | High income | 54.11% |
Denmark | High income | 53.16% |
Finland | High income | 52.98% |
Spain | High income | 51.92% |
Sweden | High income | 48.69% |
Belgium | High income | 47.98% |
France | High income | 44.37% |
Singapore | High income | 42.82% |
Slovenia | High income | 42.36% |
Uruguay | High income | 42.01% |
Brazil | Latin America & Caribbean (excluding high income) | 40.75% |
China | East Asia & Pacific (excluding high income) | 39.19% |
Malta | High income | 38.95% |
Türkiye | Europe & Central Asia (excluding high income) | 37.84% |
Netherlands | High income | 34.45% |
Slovak Republic | High income | 34.41% |
Mongolia | East Asia & Pacific (excluding high income) | 34.39% |
Ukraine | Europe & Central Asia (excluding high income) | 34.13% |
Estonia | High income | 33.64% |
Croatia | High income | 33.03% |
Saudi Arabia | High income | 32.38% |
Poland | High income | 31.92% |
Czech Republic | High income | 31.33% |
Cyprus | High income | 31.25% |
Cambodia | East Asia & Pacific (excluding high income) | 30.89% |
Argentina | Latin America & Caribbean (excluding high income) | 30.81% |
Portugal | High income | 30.44% |
Kazakhstan | Europe & Central Asia (excluding high income) | 29.76% |
Russian Federation | Europe & Central Asia (excluding high income) | 29.75% |
Thailand | East Asia & Pacific (excluding high income) | 28.26% |
Bulgaria | Europe & Central Asia (excluding high income) | 26.36% |
Armenia | Europe & Central Asia (excluding high income) | 26.17% |
Iran, Islamic Rep. | Middle East & North Africa (excluding high income) | 25.11% |
Chile | High income | 24.20% |
Georgia | Europe & Central Asia (excluding high income) | 23.89% |
Ecuador | Latin America & Caribbean (excluding high income) | 23.23% |
Latvia | High income | 22.74% |
United Arab Emirates | High income | 22.46% |
Kenya | Sub-Saharan Africa (excluding high income) | 22.18% |
North Macedonia | Europe & Central Asia (excluding high income) | 22.10% |
Peru | Latin America & Caribbean (excluding high income) | 21.95% |
Dominican Republic | Latin America & Caribbean (excluding high income) | 21.65% |
Bosnia and Herzegovina | Europe & Central Asia (excluding high income) | 21.30% |
Sri Lanka | South Asia | 21.29% |
Namibia | Sub-Saharan Africa (excluding high income) | 20.97% |
Serbia | Europe & Central Asia (excluding high income) | 20.65% |
Greece | High income | 20.11% |
Mauritius | Sub-Saharan Africa (excluding high income) | 20.09% |
Bolivia | Latin America & Caribbean (excluding high income) | 19.30% |
Romania | Europe & Central Asia (excluding high income) | 19.14% |
Hungary | High income | 18.93% |
Uganda | Sub-Saharan Africa (excluding high income) | 18.62% |
South Africa | Sub-Saharan Africa (excluding high income) | 18.22% |
Colombia | Latin America & Caribbean (excluding high income) | 18.10% |
Kyrgyz Republic | Europe & Central Asia (excluding high income) | 17.73% |
Kosovo | Europe & Central Asia (excluding high income) | 17.61% |
Costa Rica | Latin America & Caribbean (excluding high income) | 17.46% |
Philippines | East Asia & Pacific (excluding high income) | 17.45% |
Liberia | Sub-Saharan Africa (excluding high income) | 15.42% |
Bangladesh | South Asia | 14.22% |
Nepal | South Asia | 14.11% |
Malaysia | East Asia & Pacific (excluding high income) | 13.48% |
Albania | Europe & Central Asia (excluding high income) | 13.39% |
Moldova | Europe & Central Asia (excluding high income) | 13.18% |
Indonesia | East Asia & Pacific (excluding high income) | 12.86% |
Tajikistan | Europe & Central Asia (excluding high income) | 12.43% |
Paraguay | Latin America & Caribbean (excluding high income) | 12.39% |
Nicaragua | Latin America & Caribbean (excluding high income) | 12.19% |
Jamaica | Latin America & Caribbean (excluding high income) | 12.04% |
Lithuania | High income | 11.95% |
India | South Asia | 11.79% |
Mali | Sub-Saharan Africa (excluding high income) | 10.99% |
El Salvador | Latin America & Caribbean (excluding high income) | 10.56% |
Panama | Latin America & Caribbean (excluding high income) | 10.39% |
Honduras | Latin America & Caribbean (excluding high income) | 10.32% |
Mozambique | Sub-Saharan Africa (excluding high income) | 10.27% |
Senegal | Sub-Saharan Africa (excluding high income) | 9.98% |
Tunisia | Middle East & North Africa (excluding high income) | 9.89% |
Jordan | Middle East & North Africa (excluding high income) | 9.86% |
Lao PDR | East Asia & Pacific (excluding high income) | 9.15% |
Venezuela, RB | Latin America & Caribbean (excluding high income) | 8.83% |
Benin | Sub-Saharan Africa (excluding high income) | 8.21% |
Malawi | Sub-Saharan Africa (excluding high income) | 7.99% |
Uzbekistan | Europe & Central Asia (excluding high income) | 7.50% |
Togo | Sub-Saharan Africa (excluding high income) | 7.42% |
Ghana | Sub-Saharan Africa (excluding high income) | 7.40% |
Egypt, Arab Rep. | Middle East & North Africa (excluding high income) | 7.30% |
Myanmar | East Asia & Pacific (excluding high income) | 7.06% |
Cameroon | Sub-Saharan Africa (excluding high income) | 6.99% |
Zambia | Sub-Saharan Africa (excluding high income) | 6.76% |
Burkina Faso | Sub-Saharan Africa (excluding high income) | 6.66% |
Nigeria | Sub-Saharan Africa (excluding high income) | 6.40% |
Congo, Rep. | Sub-Saharan Africa (excluding high income) | 6.19% |
Guinea | Sub-Saharan Africa (excluding high income) | 6.11% |
Gabon | Sub-Saharan Africa (excluding high income) | 5.48% |
Morocco | Middle East & North Africa (excluding high income) | 4.99% |
West Bank and Gaza | Middle East & North Africa (excluding high income) | 4.94% |
Tanzania | Sub-Saharan Africa (excluding high income) | 4.45% |
Sierra Leone | Sub-Saharan Africa (excluding high income) | 4.29% |
Cote d'Ivoire | Sub-Saharan Africa (excluding high income) | 4.10% |
Algeria | Middle East & North Africa (excluding high income) | 3.80% |
Iraq | Middle East & North Africa (excluding high income) | 3.64% |
Pakistan | South Asia | 3.51% |
Lebanon | Middle East & North Africa (excluding high income) | 3.31% |
Zimbabwe | Sub-Saharan Africa (excluding high income) | 2.89% |
South Sudan | Sub-Saharan Africa (excluding high income) | 2.48% |
Afghanistan | South Asia | 2.05% |
With 81% of respondents borrowing from financial institutions, Canada tops this list. Meanwhile, Israel (80%), Iceland (73%), Hong Kong (70%), and South Korea (69%) are not far behind.
This is not surprising for richer nations, as financial services in these countries are more available and accessible. This, coupled with higher financial literacy, including a general understanding of interest rates and credit-building opportunities, contribute to the popularity of financial institutions.
Also, it’s worth noting that some countries have cultural practices that factor in. For example, 61% of respondents in Japan used formal financial institutions, which are a more socially acceptable option than asking to borrow money from friends and family (just 6% of people in Japan).
Borrowing from Friends and Family
In contrast, more individuals in lower income economies approached family and friends in order to borrow money.
Afghanistan tops this list with 60% of respondents relying on friends and family, compared to only 2% borrowing money from formal financial institutions.
Country | Region | Borrowed from family or friends |
---|---|---|
Afghanistan | South Asia | 60.18% |
Uganda | Sub-Saharan Africa (excluding high income) | 57.45% |
Kenya | Sub-Saharan Africa (excluding high income) | 54.40% |
Namibia | Sub-Saharan Africa (excluding high income) | 50.25% |
Morocco | Middle East & North Africa (excluding high income) | 48.73% |
Nigeria | Sub-Saharan Africa (excluding high income) | 44.71% |
South Africa | Sub-Saharan Africa (excluding high income) | 44.54% |
Iraq | Middle East & North Africa (excluding high income) | 44.10% |
Cameroon | Sub-Saharan Africa (excluding high income) | 43.49% |
Zambia | Sub-Saharan Africa (excluding high income) | 43.08% |
Zimbabwe | Sub-Saharan Africa (excluding high income) | 42.34% |
Guinea | Sub-Saharan Africa (excluding high income) | 42.04% |
Nepal | South Asia | 41.79% |
Jordan | Middle East & North Africa (excluding high income) | 41.76% |
Gabon | Sub-Saharan Africa (excluding high income) | 41.41% |
Liberia | Sub-Saharan Africa (excluding high income) | 41.37% |
Tunisia | Middle East & North Africa (excluding high income) | 41.05% |
Philippines | East Asia & Pacific (excluding high income) | 40.82% |
Türkiye | Europe & Central Asia (excluding high income) | 40.80% |
Iran, Islamic Rep. | Middle East & North Africa (excluding high income) | 39.80% |
Sierra Leone | Sub-Saharan Africa (excluding high income) | 39.02% |
Ghana | Sub-Saharan Africa (excluding high income) | 38.58% |
Egypt, Arab Rep. | Middle East & North Africa (excluding high income) | 37.75% |
Saudi Arabia | High income | 35.76% |
Bangladesh | South Asia | 35.49% |
Mali | Sub-Saharan Africa (excluding high income) | 35.15% |
Burkina Faso | Sub-Saharan Africa (excluding high income) | 35.14% |
Cambodia | East Asia & Pacific (excluding high income) | 34.85% |
Venezuela, RB | Latin America & Caribbean (excluding high income) | 34.81% |
Togo | Sub-Saharan Africa (excluding high income) | 33.99% |
West Bank and Gaza | Middle East & North Africa (excluding high income) | 33.93% |
Thailand | East Asia & Pacific (excluding high income) | 32.83% |
Lao PDR | East Asia & Pacific (excluding high income) | 32.36% |
Moldova | Europe & Central Asia (excluding high income) | 32.18% |
Ukraine | Europe & Central Asia (excluding high income) | 32.17% |
Senegal | Sub-Saharan Africa (excluding high income) | 31.30% |
Armenia | Europe & Central Asia (excluding high income) | 31.29% |
India | South Asia | 31.02% |
Bolivia | Latin America & Caribbean (excluding high income) | 30.69% |
Algeria | Middle East & North Africa (excluding high income) | 30.52% |
Cote d'Ivoire | Sub-Saharan Africa (excluding high income) | 30.20% |
Albania | Europe & Central Asia (excluding high income) | 30.00% |
Bulgaria | Europe & Central Asia (excluding high income) | 29.99% |
Benin | Sub-Saharan Africa (excluding high income) | 29.33% |
Mozambique | Sub-Saharan Africa (excluding high income) | 29.33% |
Tanzania | Sub-Saharan Africa (excluding high income) | 29.24% |
Colombia | Latin America & Caribbean (excluding high income) | 29.08% |
Indonesia | East Asia & Pacific (excluding high income) | 28.85% |
South Sudan | Sub-Saharan Africa (excluding high income) | 28.84% |
Ecuador | Latin America & Caribbean (excluding high income) | 28.79% |
Serbia | Europe & Central Asia (excluding high income) | 28.49% |
Russian Federation | Europe & Central Asia (excluding high income) | 28.40% |
Mongolia | East Asia & Pacific (excluding high income) | 27.01% |
Kyrgyz Republic | Europe & Central Asia (excluding high income) | 27.01% |
China | East Asia & Pacific (excluding high income) | 26.43% |
Honduras | Latin America & Caribbean (excluding high income) | 26.07% |
Greece | High income | 25.94% |
Kosovo | Europe & Central Asia (excluding high income) | 25.86% |
Argentina | Latin America & Caribbean (excluding high income) | 25.72% |
Kazakhstan | Europe & Central Asia (excluding high income) | 25.64% |
Romania | Europe & Central Asia (excluding high income) | 25.58% |
Malawi | Sub-Saharan Africa (excluding high income) | 25.24% |
North Macedonia | Europe & Central Asia (excluding high income) | 25.14% |
Dominican Republic | Latin America & Caribbean (excluding high income) | 24.70% |
Brazil | Latin America & Caribbean (excluding high income) | 24.66% |
Congo, Rep. | Sub-Saharan Africa (excluding high income) | 24.40% |
Lebanon | Middle East & North Africa (excluding high income) | 24.26% |
Nicaragua | Latin America & Caribbean (excluding high income) | 23.75% |
Iceland | High income | 23.63% |
Peru | Latin America & Caribbean (excluding high income) | 23.34% |
United Arab Emirates | High income | 23.04% |
Myanmar | East Asia & Pacific (excluding high income) | 23.03% |
Sri Lanka | South Asia | 22.53% |
Paraguay | Latin America & Caribbean (excluding high income) | 22.20% |
Pakistan | South Asia | 21.87% |
Uzbekistan | Europe & Central Asia (excluding high income) | 21.53% |
Cyprus | High income | 20.95% |
Bosnia and Herzegovina | Europe & Central Asia (excluding high income) | 20.94% |
Chile | High income | 20.72% |
Georgia | Europe & Central Asia (excluding high income) | 20.61% |
Mauritius | Sub-Saharan Africa (excluding high income) | 20.48% |
Costa Rica | Latin America & Caribbean (excluding high income) | 20.29% |
Jamaica | Latin America & Caribbean (excluding high income) | 20.02% |
Tajikistan | Europe & Central Asia (excluding high income) | 19.86% |
Poland | High income | 19.34% |
Norway | High income | 19.29% |
United States | High income | 18.09% |
Uruguay | High income | 17.60% |
Panama | Latin America & Caribbean (excluding high income) | 17.54% |
Denmark | High income | 17.51% |
Croatia | High income | 17.09% |
El Salvador | Latin America & Caribbean (excluding high income) | 16.78% |
Slovenia | High income | 16.77% |
Latvia | High income | 16.57% |
Australia | High income | 16.44% |
Estonia | High income | 15.74% |
Malaysia | East Asia & Pacific (excluding high income) | 15.44% |
Israel | High income | 15.43% |
New Zealand | High income | 15.19% |
Slovak Republic | High income | 15.02% |
Germany | High income | 15.01% |
Austria | High income | 14.41% |
Canada | High income | 14.00% |
Finland | High income | 13.43% |
Czech Republic | High income | 13.41% |
Korea, Rep. | High income | 13.16% |
Malta | High income | 12.99% |
Belgium | High income | 12.13% |
Sweden | High income | 11.79% |
Hungary | High income | 11.15% |
Lithuania | High income | 10.65% |
Spain | High income | 10.44% |
France | High income | 10.42% |
Netherlands | High income | 10.24% |
Ireland | High income | 9.84% |
Taiwan, China | High income | 9.70% |
Portugal | High income | 8.22% |
Hong Kong SAR, China | High income | 7.59% |
Japan | High income | 6.43% |
Switzerland | High income | 6.10% |
United Kingdom | High income | 5.24% |
Italy | High income | 5.06% |
Singapore | High income | 1.89% |
Many individuals in African countries including Uganda (57%), Kenya (54%), Namibia (50%), and Morocco (49%) also are choosing to borrow money from friends and family over financial institutions.
These preferences can be attributed to various factors including a lack of trust in banking and financial institutions, lacking access to such services, or the lack of information about such services if they are available.
And in some societies, borrowing from friends and family can be seen as a cultural norm, especially in places where mutual support and solidarity play a strong role.
What’s Next?
As viewed by the World Bank, financial inclusion is an important foundation of any nation’s development, and it’s also one of the UN’s Sustainable Development Goals. Increasing levels of financial inclusion helps give people access to services like savings plans, credit avenues, and online payments and transactions.
And thanks to commitments from countries and financial systems, global ownership of banking accounts has increased significantly (and been further spurred by the COVID-19 pandemic). According to the Global Findex Database, bank account ownership has risen to 76% in 2021, up from just 51% a decade prior.
However, access to these services is still rife with gaps when it comes to low income nations, low income individuals, and unequal access based on gender. The future of borrowing now relies on how nations deal with these challenges.
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