Animation: Visualizing U.S. Interest Rates Since 2020
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Animation: Visualizing U.S. Interest Rates Since 2020

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Visualizing Interest Rates Since 2020

In March 2020, the U.S. Federal Reserve cut already depressed interest rates to historic lows amid an unraveling COVID-19 pandemic.

Fast-forward to 2022, and the central bank is grappling with a very different economic situation⁠ that includes high inflation, low unemployment, and increasing wage growth. Given these conditions, it raised interest rates to 2.25% up from 0% in just five months.

The above visualization from Jan Varsava shows U.S. interest rates over the last two years along with its impact on Treasury yields, often considered a key indicator for the economy.

Timeline of Interest Rates

Below, we show how U.S. interest rates have changed over the course of the pandemic:

DateFederal Funds Rate (Range)Rate Change (bps)
July 27, 20222.25% to 2.50%+75
June 16, 20221.50% to 1.75%+75
May 5, 20220.75% to 1.00%+50
March 17, 20220.25% to 0.50%+25
March 16, 20200.00% to 0.25%-100
March 3, 20201.00% to 1.25%-150

In early 2020, the Federal Reserve cut interest rates from 1% to 0% in emergency meetings. The U.S. economy then jumped back from its shortest recession ever recorded, partially supported by massive policy stimulus.

But by 2022, as the inflation rate hit 40-year highs, the central bank had to make its first rate increase in over two years. During the following Federal Reserve meetings, interest rates were then hiked 50 basis points, and then 75 basis points two times shortly after.

Despite these efforts to rein in inflation, price pressures remain high. The war in Ukraine, supply disruptions, and rising demand all contribute to higher prices, along with increasing public-debt loads. In fact, a Federal Reserve estimate suggests that inflation was 2.5% higher due to the $1.9 trillion stimulus, an effect of “fiscal inflation.”

Impact on the Treasury Yield Curve

The sharp rise in interest rates has sent shockwaves through markets. The S&P 500 Index has steadily declined 19% year-to-date, and the NASDAQ Composite Index has fallen over 27%.

Bond markets are also showing signs of uncertainty, with the 10-year minus 2-year Treasury yield curve acting as a prime example. This yield curve subtracts the return on short-term government bonds from long-term government bonds.

When long-term bond yields are lower than short-term yields—in other words, the yield curve inverts—it indicates that markets predict slower future growth. In recent history, the yield curve inverting has often signaled a recession. The table below shows periods of yield curve inversions for one month or more since 1978.

Yield Curve Inversion DateNumber of MonthsMaximum Difference (10 yr - 2 yr bps)
Aug 197821 -241
Sep 198013 -170
Jan 19824 -71
Jun 19821 -34
Dec 19886 -45
Aug 19892 -18
Jun 19981 -7
Feb 200010 -51
Feb 20061 -16
Jun 20061 -7
Aug 20067-19
Jul 20222*-48

*Data as of September 9, 2022
Source: Federal Reserve

For example, the yield curve inverted in February 2000 to a bottom of -51 basis points difference between the 10-year Treasury yield and the 2-year Treasury yield. In March 2001, the U.S. economy went into recession as the Dotcom Bubble burst.

More recently, the yield curve has inverted to its steepest level in two decades.

This trend is extending to other countries as well. Both New Zealand and the UK’s yield curves inverted in August. In Australia, the yield spread between 3-year and 10-year bond futures—its primary measure—was at its narrowest in a decade.

What’s On the Horizon?

Sustained Treasury yield inversions have sometimes occurred after tightening monetary policy.

In both 1980 and 2000, the Federal Reserve increased interest rates to fight inflation. For instance, when interest rates jumped to 20% in 1981 under Federal Reserve Chairman Paul Volcker, the U.S. Treasury yield inverted over 150 basis points.

This suggests that monetary policy can have a large impact on the direction of the yield curve. That’s because short-term interest rates rise when the central bank raises interest rates to combat inflation.

On the flip side, long-term bonds like the 10-year Treasury yield can be affected by growth prospects and market sentiment. If growth expectations are low and market uncertainty is high, it may cause yields to fall. Taken together, whether or not the economy could be headed for a recession remains unclear.

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This article was published as a part of Visual Capitalist's Creator Program, which features data-driven visuals from some of our favorite Creators around the world.

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The Biggest Tech Talent Hubs in the U.S. and Canada

6.5 million skilled tech workers currently work in the U.S. and Canada. Here we look at the largest tech hubs across the two countries

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The Biggest Tech Talent Hubs in the U.S. and Canada

The tech workforce just keeps growing. In fact, there are now an estimated 6.5 million tech workers between the U.S. and Canada — 5.5 million of which work in the United States.

This infographic draws from a report by CBRE to determine which tech talent markets in the U.S. and Canada are the largest. The data looks at total workforce in the sector, as well as the change in tech worker population over time in various cities.

The report also classifies which metro areas and regions can rightly be considered tech hubs in the first place, by looking at a variety of factors including cost of living, average educational attainment, and tech employment levels as a share of different industries.

The Top Tech Hubs in the U.S.

Silicon Valley, in California’s Bay Area, remains the most prominent (and expensive) U.S. tech hub, with a talent pool of nearly 380,000 tech workers.

Here’s a look at the top tech talent markets in the country in terms of total worker population:

🇺🇸 MarketTotal Tech Talent% Talent Growth (2016-2021)
SF Bay Area378,87013%
New York Metro344,5203%
Washington D.C. 259,3106%
Los Angeles235,80010%
Seattle189,57032%
Dallas/Ft. Worth187,95015%
Chicago167,5606%
Boston166,4502%
Atlanta145,0807%
Denver117,62023%
Philadelphia115,450 7%
Minneapolis100,9905%
Phoenix99,60018%
Houston98,930-2%
Detroit 93,7705%
Austin 84,68021%
Baltimore79,0008%
San Diego77,780 16%
Raleigh/Durham69,05011%
Portland67,410 28%
South Florida66,660 8%
Charlotte61,95022%
Salt Lake City55,93029%
St. Louis53,9102%
Kansas City52,5000%
Tampa 52,24013%
Columbus50,3904%

America’s large, coastal cities still contain the lion’s share of tech talent, but mid-sized tech hubs like Salt Lake City, Portland, and Denver have put up strong growth numbers in recent years. Seattle, which is home to both Amazon and Microsoft, posted an impressive 32% growth rate over the last five years.

Emerging tech hubs include areas like Raleigh-Durham. The two cities have nearly 70,000 employed tech workers and a strong talent pipeline, seeing a 28% increase in degree completions in fields like Math/Statistics and Computer Engineering year-over-year to 2020. In fact, the entire state of North Carolina is becoming an increasingly attractive business hub.

Houston was the one city on this list that had a negative growth rate, at -2%.

The Top Tech Hubs in Canada

Tech giants like Google, Meta, and Amazon are continuously and aggressively growing their presence in Canada, further solidifying the country’s status as the next big destination for tech talent. Here are the country’s four tech hubs with a total worker population of more than 50,000:

🇨🇦 MarketTotal Tech Talent% Talent Growth (2016-2021)
Toronto289,70044%
Montreal148,90027%
Vancouver115,40063%
Ottawa81,20022%

Toronto saw the most absolute growth tech positions in 2021, adding 88,900 jobs. The tech sector in Canada’s largest city has seen a lot of momentum in recent years, and is now ranked by CBRE as North America’s #3 tech hub, after the SF Bay Area and New York City.

Vancouver’s tech talent population increased the most from its original figure, climbing 63%. Seattle-based companies like Microsoft and Amazon have established sizable offices in the city, adding to the already thriving tech scene. Furthermore, Google is set to build a submarine high-speed fiber optic cable connecting Canada to Asia, with a terminus in Vancouver.

Not to be left behind, Ottawa has also taken giant strides to increase their tech talent and stamp their presence. The country’s capital even has the highest concentration of tech employment in its workforce, thanks in part to the success of Shopify.

Map showing tech employment concentration in the U.S. and Canada

The small, but well-known tech hub of Waterloo also had a very high concentration on tech employment (9.6%). The region has seen its tech workforce grow by 8% over the past five years.

Six out of the top 10 cities by tech workforce concentration are located in Canada.

Evolution of Tech Hubs

The post-COVID era has seen a shifting definition of what a tech hub means. It’s clear that remote work is here to stay, and as workers migrate to chase affordability and comfort, traditional tech hubs are seeing some decline — or at least slower growth — in their population of tech workers.

While it isn’t evident that there is a mass exodus of tech talent from traditional coastal hubs, the rise in high-paying tech jobs in smaller markets across the country could point to a trend and is positive for the industry.

While more workers with great talent, resources, and education continue to opt for cost-friendly places to reside and work remotely, will newer markets like Charlotte, Tennessee, and Calgary see a rise of tech companies, or will large corporations and startups alike continue to opt for the larger cities on the coast?

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Energy

The Inflation Factor: How Rising Food and Energy Prices Impact the Economy

From rising inflation to food insecurity, we show why energy price shocks have far-reaching effects on the global economy.

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How Rising Food and Energy Prices Impact the Economy

This was originally posted on Elements. Sign up to the free mailing list to get beautiful visualizations on natural resource megatrends in your email every week.

Since Russia’s invasion of Ukraine, the effects of energy supply disruptions are cascading across everything from food prices to electricity to consumer sentiment.

In response to soaring prices, many OECD countries are tapping into their strategic petroleum reserves. In fact, since March, the U.S. has sold a record one million barrels of oil per day from these reserves. This, among other factors, has led gasoline prices to fall more recently—yet deficits could follow into 2023, causing prices to increase.

With data from the World Bank, the above infographic charts energy shocks over the last half century and what this means for the global economy looking ahead.

Energy Price Shocks Since 1979

How does today’s energy price shock compare to previous spikes in real terms?

U.S.$/bbl EquivalentCrude OilNatural GasCoal
2022*$93$170$61
2008$127$100$46
1979$119$72$33

*2022 forecast

As the above table shows, the annual price of crude oil is forecasted to average $93 per barrel equivalent in 2022⁠. By comparison, during the 2008 and 1979 price shocks, crude oil averaged $127 and $119 per barrel, respectively.

What distinguishes the 2022 energy spike is that prices have soared across all fuels. Where price shocks were more or less isolated in the past, many countries such as Germany and the Netherlands are looking to coal to make up for oil supply disruptions. Meanwhile, European natural gas prices have hit record highs.

Food prices have also spiked. Driven by higher input costs across fuel, chemicals, and fertilizer, agriculture commodity prices are forecasted to rise 18% in 2022. Fertilizer prices alone could increase 70% in part due to Russia’s dominance of the global fertilizer market—exporting more than any country worldwide.

What are 3 Ripple Effects of Rising Energy Prices?

Oil feeds into nearly everything, from food to smartphones. In fact, the price of oil influences as much as 64% of food price movements.

How could energy and food shocks affect the world economy in the near future, and why is a lot riding on the price of oil?

1. Rising Global Inflation

In 2022, inflation became a global phenomenon—impacting 100% of advanced countries and 87% of emerging markets and developing economies analyzed by the World Bank.

Countries With Inflation Above Target201920202021Apr 2022
Emerging Markets and Developing Economies20%20%55%87%
Advanced Economies9%8%67%100%

Sample includes 31 emerging markets and developing economies and 12 advanced economies

By contrast, roughly two-thirds of advanced economies and just over half of emerging markets experienced inflation above target in 2021.

This has contributed to tighter monetary conditions. The table below shows how rising inflation in the U.S. has corresponded with interest rate hikes since the 1980s:

DateCore CPI at Beginning of CycleMagnitude of Rate Hikes
Over Course of Tightening Cycle
1979-819.3%9.0 p.p
1983-844.6%3.0 p.p
1986-893.6%4.0 p.p
1994-952.8%3.0 p.p
1999-002.0%1.75 p.p
2004-061.9%4.25 p.p.
2015-192.1%2.25 p.p
2022-236.4%2.75 p.p

2023 is an estimate based on market expectations of the level of the Fed Funds rate in mid-2023. U.S. Core CPI for 2023 based on latest data available.

In many cases, when the U.S. has rapidly tightened monetary policy in response to price pressures, emerging markets and developing economies have experienced financial crises amid higher borrowing costs.

2. Slower Global Growth

Energy price shocks could add greater headwinds to global growth prospects:

Global Growth Scenarios202120222023
Baseline5.7%2.9%3.0%
Including Fed tightening2.6%2.4%
Including Energy price spike2.2%1.6%
Including China COVID-192.1%1.5%

Together, price spikes, hawkish monetary policy, and COVID-19 lockdowns in China could negatively impact global growth.

3. Rising Food Insecurity and Social Unrest

Even before the energy price shock of 2022, global food insecurity was increasing due to COVID-19 and mounting inflationary pressures.

Number of People in Acute Food Insecurity20202021
Sub-Saharan Africa97M119M
Middle East and North Africa30M32M
South Asia16M29M
Latin America and the Caribbean12M13M

Sustained food shortages and high food prices could send millions into acute food insecurity.

In addition, high fuel and food prices are often correlated with mass protests, political violence, and riots. While Sri Lanka and Peru have already begun to see heightened riots, Turkey and Egypt are also at risk for social unrest as the cost of living accelerates and food insecurity worsens.

Global Challenges

Since World War II, oil price shocks have been a major constraint on economic growth. As the war in Ukraine continues, the outlook for today’s energy market is far from clear as a number of geopolitical factors could sway oil price movements and its corresponding effects.

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