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

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Visualizing the biggest tech talent hubs in the U.S. and Canada

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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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Ranked: The World’s 100 Biggest Pension Funds

The world’s 100 largest pension funds are worth over $17 trillion in total. Which ones are the biggest, and where are they located?

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A preview image of some of the largest pension funds in the world. The Government Pension Investment Fund in Japan is the biggest at $1.7 trillion in assets.

Ranked: The World’s 100 Biggest Pension Funds

View the high-resolution of the infographic by clicking here.

Despite economic uncertainty, pension funds saw relatively strong growth in 2021. The world’s 100 biggest pension funds are worth over $17 trillion in total, an increase of 8.5% over the previous year.

This graphic uses data from the Thinking Ahead Institute to rank the world’s biggest pension funds, and where they are located.

What is a Pension Fund?

A pension fund is a fund that is designed to provide retirement income. This ranking covers four different types:

  • Sovereign funds: Funds controlled directly by the state. This ranking only includes sovereign funds that are established by national authorities.
  • Public sector funds: Funds that cover public sector workers, such as government employees and teachers, in provincial or state sponsored plans.
  • Private independent funds: Funds controlled by private sector organizations that are authorized to manage pension plans from different employers.
  • Corporate funds: Funds that cover workers in company sponsored pension plans.

Among the largest funds, public sector funds are the most common.

The Largest Pension Funds, Ranked

Here are the top 100 pension funds, organized from largest to smallest.

RankFundMarketTotal Assets
1Government Pension Investment Fund🇯🇵 Japan$1.7T
2Government Pension Fund🇳🇴 Norway$1.4T
3National Pension🇰🇷 South Korea$798.0B
4Federal Retirement Thrift🇺🇸 U.S.$774.2B
5ABP🇳🇱 Netherlands$630.4B
6California Public Employees🇺🇸 U.S.$496.8B
7Canada Pension🇨🇦 Canada$426.7B
8National Social Security🇨🇳 China$406.8B
9Central Provident Fund🇸🇬 Singapore$375.0B
10PFZW🇳🇱 Netherlands$315.5B
11California State Teachers🇺🇸 U.S.$313.9B
12New York State Common🇺🇸 U.S.$267.8B
13New York City Retirement🇺🇸 U.S.$266.7B
14Local Government Officials🇯🇵 Japan$248.6B
15Employees Provident Fund🇲🇾 Malaysia$242.6B
16Florida State Board🇺🇸 U.S.$213.8B
17Texas Teachers🇺🇸 U.S.$196.7B
18Ontario Teachers🇨🇦 Canada$191.1B
19National Wealth Fund🇷🇺 Russia$180.7B
20AustralianSuper🇦🇺 Australia$169.1B
21Labor Pension Fund🇹🇼 Taiwan$168.9B
22Washington State Board🇺🇸 U.S.$161.5B
23Public Institute for Social Security🇰🇼 Kuwait$160.0B
24ATP🇩🇰 Denmark$155.4B
25Wisconsin Investment Board🇺🇸 U.S.$147.9B
26Future Fund🇦🇺 Australia$147.9B
27Boeing🇺🇸 U.S.$147.2B
28Employees' Provident🇮🇳 India$145.0B
29New York State Teachers🇺🇸 U.S.$144.4B
30North Carolina🇺🇸 U.S.$137.1B
31Alecta🇸🇪 Sweden$136.7B
32GEPF🇿🇦 South Africa$129.1B
33California University🇺🇸 U.S.$125.3B
34Bayerische Versorgungskammer🇩🇪 Germany$122.0B
35Ohio Public Employees🇺🇸 U.S.$121.6B
36AT&T🇺🇸 U.S.$119.5B
37Public Service Pension Plan🇨🇦 Canada$117.9B
38National Federation of Mutual Aid🇯🇵 Japan$117.1B
39Metaal/tech. Bedrijven🇳🇱 Netherlands$115.8B
40IBM🇺🇸 U.S.$115.4B
41Universities Superannuation🇬🇧 UK$111.2B
42Virginia Retirement🇺🇸 U.S.$110.0B
43Pension Fund Association🇯🇵 Japan$109.8B
44Raytheon Technologies🇺🇸 U.S.$108.9B
45Michigan Retirement🇺🇸 U.S.$108.0B
46Aware Super🇦🇺 Australia$107.5B
47New Jersey🇺🇸 U.S.$104.5B
48Minnesota State Board🇺🇸 U.S.$102.9B
49PFA Pension🇩🇰 Denmark$102.7B
50Kaiser🇺🇸 U.S.$101.0B
51Georgia Teachers🇺🇸 U.S.$100.9B
52Oregon Public Employees🇺🇸 U.S.$100.4B
53Massachusetts PRIM🇺🇸 U.S.$98.5B
54Qsuper🇦🇺 Australia$96.5B
55General Motors🇺🇸 U.S.$96.1B
56Ontario Municipal Employees🇨🇦 Canada$95.7B
57Ohio State Teachers🇺🇸 U.S.$95.1B
58AP Fonden 7🇸🇪 Sweden$94.4B
59Healthcare of Ontario🇨🇦 Canada$90.5B
60General Electric🇺🇸 U.S.$90.5B
61Employees' Pension Fund🇮🇳 India$89.5B
62Bouwnijverheid🇳🇱 Netherlands$88.5B
63UPS🇺🇸 U.S.$86.8B
64United Nations Joint Staff🇺🇸 U.S.$86.2B
65Lockheed Martin🇺🇸 U.S.$85.7B
66Quebec Pension🇨🇦 Canada$81.4B
67National Public Service🇯🇵 Japan$79.9B
68Tennessee Consolidated🇺🇸 U.S.$79.0B
69Royal Bank of Scotland Group🇬🇧 UK$78.3B
70Bank of America🇺🇸 U.S.$76.3B
71BT Group🇬🇧 UK$74.3B
72Keva🇫🇮 Finland$73.3B
73Ford🇺🇸 U.S.$72.8B
74PME🇳🇱 Netherlands$72.7B
75Los Angeles County Employees🇺🇸 U.S.$72.7B
76Quebec Government & Public🇨🇦 Canada$72.4B
77UniSuper🇦🇺 Australia$72.1B
78Northrop Grumman🇺🇸 U.S.$72.0B
79Pennsylvania School Employees🇺🇸 U.S.$70.4B
80Lloyds Banking Group🇬🇧 UK$69.7B
81Ilmarinen🇫🇮 Finland$69.1B
82Colorado Employees🇺🇸 U.S.$68.6B
83Maryland State Retirement🇺🇸 U.S.$68.5B
84AMF Pension🇸🇪 Sweden$67.3B
85Varma🇫🇮 Finland$67.1B
86Wells Fargo🇺🇸 U.S.$66.0B
87Sunsuper🇦🇺 Australia$66.0B
88Verizon🇺🇸 U.S.$64.1B
89Illinois Teachers🇺🇸 U.S.$64.0B
90J.P. Morgan Chase🇺🇸 U.S.$62.8B
91Electricity Supply Pension🇬🇧 UK$62.5B
92FedEx🇺🇸 U.S.$60.7B
93Nevada Public Employees🇺🇸 U.S.$58.8B
94B.C. Municipal🇨🇦 Canada$58.7B
95AP Fonden 4🇸🇪 Sweden$57.7B
96Missouri Schools & Education🇺🇸 U.S.$57.0B
97AP Fonden 3🇸🇪 Sweden$55.9B
98Social Insurance Funds🇻🇳 Vietnam$55.7B
99Organization for Workers🇯🇵 Japan$55.6B
100Illinois Municipal🇺🇸 U.S.$54.9B

U.S. fund data are as of Sep. 30, 2021, and non-U.S. fund data are as of Dec. 31, 2021. There are some exceptions as noted in the graphic footnotes.

Japan’s Government Pension Investment Fund (GPIF) is the largest in the ranking for the 21st year in a row. For a time, the fund was the largest holder of domestic stocks in Japan, though the Bank of Japan has since taken that title. Given its enormous size, investors closely follow the GPIF’s actions. For instance, the fund made headlines for deciding to start investing in startups, because the move could entice other pensions to make similar investments.

America is home to 47 funds on the list, including the largest public sector fund: the Thrift Savings Plan (TSP), overseen by the Federal Retirement Thrift Investment Board. Because of its large financial influence, both political parties have been accused of using it as a political tool. Democrats have pushed to divest assets in fossil fuel companies, while Republicans have proposed blocking investment in Chinese-owned companies.

Russia’s National Wealth Fund comes in at number 19 on the list. The fund is designed to support the public pension system and help balance the budget as needed. With Russia’s economy facing difficulties amid the Russia-Ukraine conflict, the government has also used it as a rainy day fund. For instance, Russia has set aside $23 billion from the fund to replace foreign aircraft with domestic models, because Western sanctions have made it difficult to source replacement parts for foreign planes.

The Future of Pension Funds

The biggest pension funds can have a large influence in the market because of their size. Of course, they are also responsible for providing retirement income to millions of people. Pension funds face a variety of challenges in order to reach their goals:

  • Geopolitical conflict creates volatility and uncertainty
  • High inflation and low interest rates (relative to long-term averages) limit return potential
  • Aging populations mean more withdrawals and less fund contributions

Some pension funds are turning to alternative assets, such as private equity, in pursuit of more diversification and higher returns. Of course, these investments can also carry more risk.

Ontario Teachers’ Pension Plan, number 18 on the list, invested $95 million in the now-bankrupt cryptocurrency exchange FTX. The plan made the investment through its venture growth platform, to “gain small-scale exposure to an emerging area in the financial technology sector.”

In this case, the investment’s failure is expected to have a minimal impact given it only made up 0.05% of the plan’s net assets. However, it does highlight the challenges pension funds face to generate sufficient returns in a variety of macroeconomic environments.

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Visualized: FTX’s Leaked Balance Sheet

As Sam Bankman-Fried’s crypto exchange FTX files for bankruptcy, this graphic visualizes FTX’s balance sheet leaked by the Financial Times.

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Visualizing FTX’s Balance Sheet Before Bankruptcy

In a difficult year for the crypto space that has been full of hacks, failing funds, and decentralized stablecoins going to zero, nothing has compared to FTX and Sam Bankman-Fried’s (SBF) rapid implosion.

After an astronomical rise in the crypto space over the past three years, crypto exchange FTX and its founder and CEO SBF have come crashing back down to earth, largely unraveled by their misuse of customer funds and illicit relationship with trading firm Alameda Research.

This graphic visualizes FTX’s leaked balance sheet dated to November 10th, and published by the Financial Times on November 12th. The spreadsheet shows nearly $9 billion in liabilities and not nearly enough illiquid cryptocurrency assets to cover the hole.

How did FTX wind up in this position?

How FTX’s Bankruptcy Unfolded

FTX’s eventual bankruptcy was sparked by a report on November 2nd by CoinDesk citing Alameda Research’s balance sheet. The article reported Alameda’s assets to be $14.6 billion, including $3.66 billion worth of unlocked FTT and $2.16 billion of FTT collateral.

With more than one-third of Alameda’s assets tied up in FTX’s exchange token FTT (including loans backed by the token), eyebrows were raised among the crypto community.

Four days later on November 6th, Alameda Research’s CEO, Caroline Ellison, and Sam Bankman-Fried addressed the CoinDesk story as unfounded rumors. However, on the same day, Binance CEO Changpeng Zhao (CZ) announced that Binance had decided to liquidate all remaining FTT on their books, kicking off a -7.6% decline in the FTT token on the day.

Back and Forth with Binance’s CZ

While Ellison publicly offered to buy CZ’s FTT directly “over the counter” to avoid further price declines and SBF claimed in a now-deleted tweet that “FTX is fine. Assets are fine.”, FTX users were withdrawing their funds from the exchange.

Less than 24 hours later on November 7th, both SBF and CZ tweeted that Binance had signed a non-binding letter of intent for the acquisition of FTX, pending due diligence.

The next day, the acquisition fell apart as Binance cited corporate due diligence, leaving SBF to face a multi-directional liquidity crunch of users withdrawing funds and rapidly declining token prices that made up large amounts of FTX and Alameda’s assets and collateral for loans.

FTX’s Liabilities and Largely Illiquid Assets

In the final days before declaring bankruptcy, FTX CEO Sam Bankman-Fried attempted a final fundraising in order restore stability while billions in user funds were being withdrawn from his exchange.

The balance sheet he sent around to prospective investors was leaked by the Financial Times, and reveals the exchange had nearly $9 billion in liabilities while only having just over $1 billion in liquid assets. Alongside the liquid assets were $5.4 billion in assets labeled as “less liquid” and $3.2 billion labeled as “illiquid”.

When examining the assets listed, FTX’s accounting appears to be poorly done at best, and fraudulently deceptive at worst.

Of those “less liquid” assets, many of the largest sums were in assets like FTX’s own exchange token and cryptocurrencies of the Solana ecosystem, which were heavily supported by FTX and Sam Bankman-Fried. On top of this, for many of these coins the liquidity simply wouldn’t have been there if FTX had attempted to redeem these cryptocurrencies for U.S. dollars or stablecoin equivalents.

While the liquid and less liquid assets on the balance sheet amounted to $6.3 billion (still not enough to equal the $8.9 billion in liabilities), many of these “less liquid” assets may as well have been completely illiquid.

Relationship with Alameda Research

When looking at FTX’s financials in isolation, it’s impossible to understand how one of crypto’s largest exchanges ended up with such a lopsided and illiquid balance sheet. Many of the still unfolding details lie in the exchange’s relationship with SBF’s previous venture that he founded, trading firm Alameda Research.

Founded by SBF in 2017, Alameda Research primarily operated as a delta-neutral (a term that describes trading strategies like market making and arbitrage that attempt to avoid taking directional risk) trading firm. In the summer of 2021, SBF stepped down from Alameda Research to focus on FTX, however his influence and connection with the firm was still deeply ingrained.

A report from the Wall Street Journal cites how Alameda was able to amass crypto tokens ahead of their announced public FTX listings, which were often catalysts in price surges. Alongside this, a Reuters story has revealed how SBF secretly moved $10 billion in funds to Alameda, using a bookkeeping “back door” to avoid internal scrutiny at FTX.

While SBF responded to the Reuters story by saying they “had confusing internal labeling and misread it,” there are few doubts that this murky relationship between Alameda Research and FTX was a fatal one for the former billionaire’s empire.

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