How Algorithms Have Changed the Face of Wall Street
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How Algorithms Have Changed the Face of Wall Street

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Wall Street High Frequency Trading HFT

How Algorithms Have Changed the Face of Wall Street

In these modern times, it feels as if everything (and sometimes, everyone) is being replaced by electronics and computers. The financial industry is no exception. Algorithms have changed the way investors are trading on the stock market and it has made the process incredibly efficient. However, in addition to the benefits of technology in trading, there have been many problems that have come to light.

Through the increased capabilities of advanced computers and algorithms, high frequency trading (HFT) is made possible. High frequency trading is the rapid trade of stock and securities through use of advanced computer tools and algorithms.

While proponents of HFT would argue that they provide liquidity to the market and decrease overall costs, it has also arguably put mom and pop investors at a disadvantage when competing with investment banks and hedge funds. Quite simply, individual investors do not have the technological resources or the proximity to keep up with the speed their larger counterparts trade at.

Financial journalist, Michael Lewis, recently released an expose book, Flash Boys, which focuses on HFT in the American equity market. Mr. Lewis’ book suggests that “the market is rigged” and that stock fraud is rampant through the illegal practice of insider trading.

In the wake of the media storm surrounding the release of the book, the FBI, US Department of Justice, and the New York Attorney General’s office have all launched investigations into HFT practices. The New York Stock Exchange was even fined $4.5 million for charges related to Lewis’ book.

In one famous case of Virtu Financial, the HFT firm lost money on only one day of 1,238 days of trading. With instances like this, retail investors have to ask themselves who is really making the big bucks in the market.

Original infographic from: QuantConnect.com

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Investor Education

Visualizing The World’s Largest Sovereign Wealth Funds

To date, only two countries have sovereign wealth funds worth over $1 trillion. Learn more about them in this infographic.

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Visualized: The World’s Largest Sovereign Wealth Funds

Did you know that some of the world’s largest investment funds are owned by national governments?

Known as sovereign wealth funds (SWF), these vehicles are often established with seed money that is generated by government-owned industries. If managed responsibly and given a long enough timeframe, an SWF can accumulate an enormous amount of assets.

In this infographic, we’ve detailed the world’s 10 largest SWFs, along with the largest mutual fund and ETF for context.

The Big Picture

Data collected from SWFI in October 2021 ranks Norway’s Government Pension Fund Global (also known as the Norwegian Oil Fund) as the world’s largest SWF.

The world’s 10 largest sovereign wealth funds (with fund size benchmarks) are listed below:

CountryFund NameFund TypeAssets Under Management (AUM) 
🇳🇴 Norway Government Pension Fund Global SWF$1.3 trillion
🇺🇸 U.S.Vanguard Total Stock Market Index FundMutual fund$1.3 trillion
🇨🇳 ChinaChina Investment CorporationSWF$1.2 trillion
🇰🇼 Kuwait Kuwait Investment Authority SWF$693 billion
🇦🇪 United Arab EmiratesAbu Dhabi Investment Authority SWF$649 billion
🇭🇰 Hong Kong SARHong Kong Monetary Authority Investment PortfolioSWF$581 billion
🇸🇬 SingaporeGovernment of Singapore Investment CorporationSWF$545 billion
🇸🇬 SingaporeTemasek SWF$484 billion
🇨🇳 ChinaNational Council for Social Security Fund SWF$447 billion
🇸🇦 Saudi ArabiaPublic Investment Fund of Saudi Arabia SWF$430 billion
🇺🇸 U.S.State Street SPDR S&P 500 ETF TrustETF$391 billion
🇦🇪 United Arab EmiratesInvestment Corporation of DubaiSWF$302 billion 

SWF AUM gathered on 10/08/2021. VTSAX and SPY AUM as of 09/30/2021.

So far, just two SWFs have surpassed the $1 trillion milestone. To put this in perspective, consider that the world’s largest mutual fund, the Vanguard Total Stock Market Index Fund (VTSAX), is a similar size, investing in U.S. large-, mid-, and small-cap equities.

The Trillion Dollar Club

The world’s two largest sovereign wealth funds have a combined $2.5 trillion in assets. Here’s a closer look at their underlying portfolios.

1. Government Pension Fund Global – $1.3 Trillion (Norway)

Norway’s SWF was established after the country discovered oil in the North Sea. The fund invests the revenue coming from this sector to safeguard the future of the national economy. Here’s a breakdown of its investments.

Asset Class% of Total AssetsCountry DiversificationNumber of Securities
Public Equities72.8%69 countries9,123 companies
Fixed income24.7%45 countries1,245 bonds
Real estate2.5%14 countries867 properties

As of 12/31/2020

Real estate may be a small part of the portfolio, but it’s an important component for diversification (real estate is less correlated to the stock market) and generating income. Here are some U.S. office towers that the fund has an ownership stake in.

AddressOwnership Stake
601 Lexington Avenue, New York, NY 45.0%
475 Fifth Avenue, New York, NY49.9%
33 Arch Street, Boston, MA49.9%
100 First Street, San Francisco, CA44.0%

As of 12/31/2020

Overall, the fund has investments in 462 properties in the U.S. for a total value of $14.9 billion.

2. China Investment Corporation (CIC) – $1.2 Trillion (China)

The CIC is the largest of several Chinese SWFs, and was established to diversify the country’s foreign exchange holdings.

Compared to the Norwegian fund, the CIC invests in a greater variety of alternatives. This includes real estate, of course, but also private equity, private credit, and hedge funds.

Asset Class% of Total Assets
Public equities38%
Fixed income17%
Alternative assets43%
Cash2%

As of 12/31/2020

A primary focus of the CIC has been to increase its exposure to American infrastructure and manufacturing. By the end of 2020, 57% of the fund was invested in the United States.

“According to our estimate, the United States needs at least $8 trillion in infrastructure investments. There’s not sufficient capital from the U.S. government or private sector. It has to rely on foreign investments.”
– Ding Xuedong, Chairman, China Investment Corporation

This has drawn suspicion from U.S. regulators given the geopolitical tensions between the two countries. For further reading on the topic, consider this 2017 paper by the United States-China Economic and Security Review Commission.

Preparing for a Future Without Oil

Many of the countries associated with these SWFs are known for their robust fossil fuel industries. This includes Middle Eastern nations like Kuwait, Saudi Arabia, and the United Arab Emirates.

Oil has been an incredible source of wealth for these countries, but it’s unlikely to last forever. Some analysts believe that we could even see peak oil demand before 2030—though this doesn’t mean that oil will stop being an important resource.

Regardless, oil-producing countries are looking to hedge their reliance on fossil fuels. Their SWFs play an important role by taking oil revenue and investing it to generate returns and/or bolster other sectors of the economy.

An example of this is Saudi Arabia’s Public Investment Fund (PIF), which supports the country’s Vision 2030 framework by investing in clean energy and other promising sectors.

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Investor Education

Fact Check: The Truth Behind Five ESG Myths

ESG investing continues to break fund inflow records. In this infographic, we unpack five common ESG myths.

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ESG Myths

Fact Check: The Truth Behind 5 ESG Myths

In 2021, investors continue to embrace environmental, social, and governance (ESG) investments at record levels.

In the first quarter of 2021, global ESG fund inflows outpaced the last four consecutive quarters, reaching $2 trillion. But while ESG gains rapid momentum, the CFA Institute shows that 33% of professional investors surveyed feel they have insufficient knowledge for considering ESG issues.

To help investors understand this growing trend, this infographic from MSCI helps provide a fact check on five common ESG myths.

1. “ESG Comes at the Expense of Investment Performance”

Fact Check: Not necessarily

Worldwide, ESG-focused companies have not only seen higher returns, but stronger earnings growth and dividends.

Returns by ESG RatingsEarnings Growth*Active Return**Dividends and Buybacks
Top tier2.89%1.31%0.28%
Middle tier1.35%0.12%-0.02%
Bottom tier-9.22%-1.25%-0.05%

Source: MSCI ESG Research LLC (Dec, 2020)
*Contribution of earnings growth and dividends/buybacks to active return
**Active return is the additional gain or loss compared to it respective benchmark

In fact, a separate study from the CFA Institute shows that 35% of investment professionals invest in ESG to improve their financial returns.

2. “Investors Talk About ESG But Don’t Invest In It”

Fact Check: False

Global ESG assets under management (AUM) in ETFs have grown from $6 billion in 2015 to $150 billion in 2020. In just five years, ESG AUM have accelerated 25 times.

Today, money managers are focusing on the following top five issues:

Top ESG IssuesAssets AffectedGrowth in Assets Affected (2018-2020)
Climate change / carbon emissions $4.18T39%
Anti-corruption$2.44T10%
Board issues$2.39T66%
Sustainable natural resources / agriculture$2.38T81%
Executive pay$2.22T122%

Source: US SIF Foundation (Nov, 2020)

Meanwhile, over 1,500 shareholder resolutions focused on ESG-related matters were filed between 2018-2020. Not only are investors turning to ESG assets, but they are placing higher demands on corporate responsibility.

3. “ESG Investment Strategies Eliminate Entire Sectors”

Fact Check: Not necessarily

First, not all ESG investment approaches are exclusionary.

For instance, in North America roughly 51% of ESG ETFs used an ESG integration approach as of Dec. 31, 2020. In an ESG integration approach, ESG risks and opportunities are analyzed with the goal to support long-term returns.

By comparison, values and screens approaches, which accounted for over 22% of ESG ETFs in North America may screen out specific business activities, such as alcohol or tobacco, or sectors such as oil & gas.

Percentage of ESG TypeIntegrationValues & ScreensThematicImpact
North America50.9%22.5%20.7%5.9%
Asia57.8%34.6%3.8%3.8%
Europe30.8%60.6%8.6%0.0%
Australia28.6%71.4%0.0%0.0%

Source: Refinitiv/Lipper and MSCI ESG Research LLC as of Dec 31, 2020 (MSCI Feb, 2021)

Second, companies are assessed on a sector-specific basis where ESG leaders and laggards are identified within each sector in comparison to peers. In other words, ESG doesn’t mean eliminating exposure to entire sectors. Instead, investors can choose from a range of companies based on their ESG ratings quality.

4. “ESG Investing Is Only For Millennials”

Fact Check: False

Although ESG is popular among millennials, ESG investing is being driven by the entire investor population. In 2019, one study finds that 85% of the general population expressed interest in ESG investing.

Interest in Sustainable InvestingGeneral PopulationMillennials
201985%95%
201571%84%

Source: US SIF Foundation (Nov, 2020)

Sustainable investing goes far beyond millennials—ESG disclosures are quickly becoming requirements for key industry participants, such as institutional investors and listed companies.

5. “ESG Investing is Here to Stay”

Fact Check: True

Climbing 28% in 2020 alone, over 3,000 signatories have committed to the UN Principles of Responsible Investment. As of the first quarter of 2021, 313 global organizations and 33 asset owners have been newly added.

Growth of UN PRINumber of Signatories*AUM Represented
20203,038$103.4T
20192,370$86.3T

Source: UN PRI
*As of Mar, 2020

Central to ESG’s growth is the availability of ESG investments. ESG investing has become more widely accessible—which wasn’t always the case. Over the last decade, the global number of ESG ETFs has grown from 46 to 497.

Why the Facts Matter

As ESG investments continue to play an even greater role in investor portfolios, it’s important to focus on data rather than prevailing ESG myths that are not backed by fact.

Given the recent momentum in investment returns and ESG adoption, data-driven evidence empowers investors to build more sustainable portfolios that better align with their investment objectives.

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