Visualizing 150 Years of U.S. Employment History
Where will tomorrow’s jobs come from?
It’s a fair question, and it’s certainly one that is a hot topic of debate among experts trying to figure out the ultimate impact of AI and automation on the global economy.
While no one knows the outcome for sure, what is clear is how the job distribution has changed over time: as jobs in agriculture and manufacturing have disappeared, new jobs have materialized in other sectors.
U.S. Employment by Sector
Today’s chart uses data from the McKinsey Global Institute that shows U.S. employment by sector between the years of 1850 and 2015.
Here is a recap of the data, by sector:
|Sector||Employment share change, 1850-2015 (Percentage points)|
|Trade (retail and wholesale)||+12.8|
|Business and repair services||+6.1|
The agricultural sector was king in 1850, providing a whopping 60% of all U.S. employment.
Much later on, in the mid-20th century, factories took the country by storm. By the year 1960, the high-flying manufacturing sector eventually peaked at a share of 26% of all American jobs.
Of course, for any prospective job seeker in the modern era, it’s rare to see jobs advertised in either of these sectors. That’s because today, they add up to fewer than 13% of the total jobs that exist in the country, and it’s likely these shares will continue to decline as time passes.
An Ever-Changing Landscape
While the eventual impact of AI and automation on the U.S. job picture remains unclear, this above data series does provide some comfort – after all, history doesn’t always repeat, but it often rhymes.
In the timeframe of 1850 to 2015, it’s clear that new technologies came in and disrupted the prevailing industries. Many jobs were lost in key sectors like manufacturing and farming, but they’ve been replaced (so far) with new jobs in other sectors.
With the effects of automation expected to be felt in OECD countries by the mid-2020s, it’s likely we won’t have to wait long to see how things shake out this time around.
Mapped: The Top 10 Billionaire Cities
Where do the most billionaires live? For years, NYC has topped the list of billionaire cities, but 2020 marked a monumental shift.
Mapped: The Top 10 Billionaire Cities in 2020
In 2020, the world gained 493 new billionaires—that’s one every 17 hours.
For the last seven years, New York City has been home to more billionaires than any other city in the world. However, last year marked a monumental shift in the status quo.
Beijing has unseated the Big Apple, and is now home to 100 billionaires. That’s one more billionaire than the 99 living in New York City.
Today’s map uses data from Forbes to display the top 10 cities that house the most billionaires.
Where do the Most Billionaires Live?
The richest of the rich are quite concentrated in cities, but some cities seem to best suit the billionaire lifestyle. Here’s a breakdown of the top 10 billionaire capitals and the collective net worth of all the ultra wealthy that live there.
|Rank||City||Region||Number of Billionaires||Net Worth of the City's Billionaires|
|#2||New York City||🇺🇸 North America||99||$560.5B|
|#3||Hong Kong||🇨🇳 Asia||80||$448.4B|
|#9||San Fransisco||🇺🇸 North America||48||$190.0B|
Some cities have some obvious billionaires that come to mind. New York’s richest person and former mayor, Michael Bloomberg, is worth $59 billion. Beijing’s richest billionaire is the founder of TikTok (among other things), Zhang Yiming with a net worth of $35.6 billion.
In terms of the locations themselves, London, New York, and San Francisco are the only Western cities to make the list. Though New York was ousted from the top position last year, altogether the city’s billionaires are still worth more than Beijing’s.
One new city to make the top 10 list of billionaire cities was Hangzhou, the home of Jack Ma. It booted out Singapore from the 10th spot.
East Meets West
More than half of the top 10 cities are located in Asia, providing evidence of the shift eastwards when it comes to seats of wealth. Five of the six Asian cities listed are all in China.
What’s helped lead to this?
The country has seen an e-commerce boom, not in the least thanks to the pandemic. Additionally, the efficient handling of COVID-19 has allowed the economy to get back on track much more quickly than other countries. According to the BBC, 50% of China’s new billionaires have made their wealth either through tech or manufacturing.
Four of the Chinese cities on the list also had the biggest billionaire growth in 2020. Each of them gained more than 10 net new billionaires:
- 🇨🇳 Hangzhou: 21
- 🇨🇳 Shanghai: 18
- 🇨🇳 Shenzhen: 24
- 🇨🇳 Beijing: 33
The only other city to gain more than 10 new billionaires in 2020 was San Francisco with 11.
Now sitting at 698 billionaires, China is coming up on the 724 held by the United States. Beijing overtaking NYC could be the beginning of a larger tipping point.
Asia-Pacific’s collective 1,149 billionaires are worth $4.7 trillion, while U.S. billionaires are worth $4.4 trillion in total wealth.
Overall, it looks like the wealth tides may be turning as China continues to progress economically and more billionaires become based in the East over the West.
Which Asian Economies Have the Most Sustainable Trade Policies?
The Sustainable Trade Index ranks 19 Asian economies and the U.S. across three categories of trade sustainability.
Which Asian Economies Have the Most Sustainable Trade Policies?
To say that Asia has benefited from international trade is an understatement. By opening its economies to the rest of the world, the region has become a leading exporter in many of today’s most important industries.
Trade has also improved Asia’s quality of life, lifting over one billion people out of poverty since 1990. Without the proper controls, however, such rapid growth could have harmful effects on Asia’s environment and society.
In this infographic from The Hinrich Foundation, we break down the results of their 2020 Sustainable Trade Index (STI). Since 2016, this index has ranked 19 Asian economies and the U.S. across three categories of trade sustainability: economic, social, and environmental.
What Exactly is Sustainable Trade?
International trade is an important source of economic growth, enabling domestic businesses to expand, reach new customers, and gain exposure to foreign markets.
At the same time, countries that focus too heavily on exports put themselves at greater long-term risk. For example, an aggressive expansion into manufacturing is likely to impair the quality of a country’s air, while overdependence on a single product or sector can create an economy that is susceptible to demand shocks.
“The primary principle which underpins sustainable trade is balance. Trade cannot be pursued solely for economic gains, without considering environmental and social outcomes.”
– Merle A. Hinrich
Thus, sustainable trade supports not only economic growth, but also environmental protection and strengthened social capital. It involves finding a balance between short-term incentives and long-term resilience.
Measuring Sustainable Trade
The Sustainable Trade Index (STI) is based on three underlying pillars of trade sustainability. Every economy in the STI receives a score between 0 and 100 for each pillar.
|Pillar||Number of Indicators||Examples of Indicators|
The economic pillar measures a country’s ability to to grow its economy through trade, while the social pillar measures a population’s tolerance for trade expansion, given the costs and benefits of economic growth.
Last but not least, the environmental pillar measures a country’s proficiency at managing climate-related risks. Individual pillar scores are then aggregated to arrive at an overall ranking, which also has a maximum possible score of 100.
The Sustainable Trade Index 2020: Overall Rankings
For the first time in the STI’s history, Japan and South Korea have tied for first place. Both countries have placed in the top five previously, but 2020 marks the first time for either to take the top spot.
|1 (tied)||🇯🇵 Japan||75.1|
|1 (tied)||🇰🇷 South Korea||75.1|
|4||🇭🇰 Hong Kong||68.3|
|10||🇱🇰 Sri Lanka||50.4|
|15 (tied)||🇮🇳 India||46.9|
|15 (tied)||🇻🇳 Vietnam||46.9|
Advanced economies like Singapore, Hong Kong, and Taiwan were also strong performers, each scoring in the high 60s. At the other end of the spectrum, developing countries such as India and Vietnam were tightly packed within the 40 to 50 range.
To learn more, here’s how each country performed in the three underlying pillars.
1. Economic Pillar Rankings
Hong Kong topped the economic pillar for the first time thanks to its low trade costs and well-developed financial sector. Financial services have increased their contribution to Hong Kong’s GDP from 13% in 2004 to 20% in 2018.
The region’s recently initiated national security law—which has resulted in greater political instability—may have a negative effect on future rankings.
|1||🇭🇰 Hong Kong||69.6|
|4||🇰🇷 South Korea||63.3|
|5 (tied)||🇲🇾 Malaysia||61.2|
|5 (tied)||🇺🇸 U.S.||61.2|
|9 (tied)||🇯🇵 Japan||58.6|
|9 (tied)||🇵🇭 Philippines||58.6|
|13||🇱🇰 Sri Lanka||54.7|
China was also a strong performer, climbing to third for the first time. Asia’s largest economy benefits from a well-diversified group of trading partners, meaning it doesn’t rely too heavily on a single market.
The bottom five countries—India (16th), Myanmar (17th), Thailand (18th), Pakistan (19th) and Laos (20th)—suffered from issues such as payment risk, which is measured as the difficulty of getting money in and out of a country. This risk is especially damaging to trade because it discourages foreign direct investment.
2. Social Pillar Rankings
The social pillar features the highest average score, but also the largest gap from top to bottom. This gap has expanded over recent years, growing from 43.9 points in 2018 to 52.3 in 2020.
|3||🇰🇷 South Korea||86.9|
|8||🇭🇰 Hong Kong||57.8|
|18||🇱🇰 Sri Lanka||46.1|
Taiwan claimed the top spot for the second time, solidifying its reputation as Asia’s leader in human capital development. It performed well in the educational attainment indicator, with 93.6% of its population receiving a tertiary education.
China, despite its success in other pillars, only managed 16th. This was partly due to the effects of its now defunct one-child policy, which has been responsible for creating gender imbalances and a shrinking population.
3. Environmental Pillar Rankings
The environmental pillar has the lowest average score of the three. Japan, Singapore, Hong Kong, and South Korea were the only countries to score above 75.
|3||🇭🇰 Hong Kong||77.4|
|4||🇰🇷 South Korea||75.2|
|8||🇱🇰 Sri Lanka||50.4|
The top four performed well in areas such as air quality and water pollution, and with the exception of Hong Kong, have all introduced carbon pricing schemes in the past decade. This doesn’t mean these countries are without their flaws, however.
Land-constrained Singapore, for instance, ranked 16th in the deforestation indicator. The city-state is one of the densest population centers in the world, and has cut down forests to clear space for further settlement and urbanization.
Building Back Better From COVID-19
Despite the damage that COVID-19 has caused, there are some silver linings. This includes the environmental benefits experienced by China, where lockdowns reduced carbon emissions by 200 million tonnes in a single month. It’s been estimated that after two months, China’s reduced pollution levels saved the lives of 77,000 people.
These temporary improvements are an explicit reminder of the environmental and social costs associated with economic growth. In response, governments in Asia are taking steps to ensure the long-term sustainability of their nations. Japan and South Korea both announced their commitments to achieving carbon neutrality by 2050, while China set a similar goal for 2060.
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