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Human Insight, Computer Power: What is Quantamental Investing?

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Quantamental Investing

Quantamental Investing

What is Quantamental Investing?

The world is awash in data like never before. From a person’s morning Uber ride and favorite coffee spot, to the emails sent from their office—all these activities create massive amounts of data, but also behavioral and investment insights.

Warren Buffett’s investment style exemplifies the fundamental approach: “Which companies offer the best returns?”

On the other hand, hedge fund manager James Simons of Renaissance Technologies is a notable example of the quantitative approach: “What is the best way to predict returns?”

Both techniques have one thing in common—they seek excess return from the marketplace, or what is known as “Alpha”.

Quantamental: Combining Quantitative & Fundamental

Today’s infographic from GoldSpot Discoveries outlines quantamental investing as the blending of these two styles, human insight with computer power.

Despite both methods seeking excess returns in the market, there are some key differences:

Quantitative Analysis Fundamental Analysis
  • Seeks to understand behavior by using mathematical and statistical modeling, measurement, and research
  • Aims to represent reality in terms of a numerical value
  • Can measure or value a financial instrument, and/or predict real-world events
  • Trading focuses on broad market factors (data)
  • Attempts to measure a company’s intrinsic value based on its earnings outlined in its financial statements
  • Can identify securities that are not correctly priced by the market
  • If the fair market value is higher than the market price, then the stock is undervalued and a buy recommendation is given
  • If the fair market value is lower than the market price, then the stock is considered to be overvalued and a sell recommendation is issued
Cons Cons
  1. Takes financial data at face value to assume an economic reality
  2. Lacks in offering unique insight
  1. Analyzes a small subset of the investment universe
  2. Chasing glamor stocks or holding on to losing stocks which reflect behavioral biases
Pro Pro
  • Analyzes the investment universe, quickly
  • Offers deep, proprietary insights

The arrival of advanced sensor technology and computer processing power is creating huge opportunities for capturing the complexity of human activity on a larger scale.

Could these two distinct methods be fused together?

A New Frontier for Data: Combining Man and Machine

On a larger scale, tracking and storing data can reveal economic patterns over long periods of time. For example, satellite images of a mall’s parking lot can determine the mall’s sales volume. In the finance world, software can track sentiment in earnings call transcripts, and detect word patterns of executives.

The applications of sensor technology stretch across various cases, and could improve overall performance in different industries.

Case #1: Sabermetrics

Picking a winning baseball team is a lot like investing: with limited capital, one needs to optimize player selection and performance to beat the competition. That is why the Major League Baseball Association installed StatScan in 30 ballparks for 3 seasons (2015-2017).

These radar and camera systems captured the raw skills of players in ways that were previously available to or only understood by the baseball scouts.

Scouts are the stock pickers of the baseball. They know the ins and outs of a potential major league player, and consider health, family history, body mechanics and even personalities.

Team managers can use a scout’s insight, against the vast amounts of data collected during a baseball season, to uncover the exact metrics to predict the success of the next great home run or strike-out king.

Case #2: Mineral Exploration

Resource companies spend huge amounts of money on exploration to collect data. However, the volume of data generated is too much for one geologist, or even a team to sift through in a reasonable time.

Machine learning in mineral exploration can take in training data to help identify prospective land for a mineral deposit.

Computer Power with a Human Touch

Quantamental investing seeks to understand the depth and the breadth of the investment world. The goal is to produce superior returns in the marketplace by answering two questions.

  1. What are the best metrics for predicting success?
  2. Which are the companies performing the best on these metrics?

Quantamental investing harnesses the raw power and scale of data, coupled with human insight — increasing market returns by finding the next great investment.

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Finance

Bridging the Gap: Wealth Isn’t Just for the Wealthy

The UK has a financial adviser gap, leaving about 51 million adults without advice. Learn how wealthtech makes investing accessible for everyone.

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wealthtech

In the UK, money is the #1 cause of stress—ranking above physical health, work, or family.

When people begin investing, they see immediate emotional benefits compared to non-investors. In fact, investors are 16 percentage points happier, and 23 percentage points more positive about their well-being.

However, only 37% of Brits hold market-based investments. So why aren’t more people taking steps to invest? Today’s infographic from BlackRock outlines the barriers people face, and how wealthtech can help address these issues at scale.

wealthtech

The Wealth Problem

A variety of hurdles keep people from taking control of their finances.

  1. Lack of Resources: 59% of Brits feel they don’t have enough money to invest.
  2. Lack of Knowledge: 39% say a lack of knowledge holds them back.
  3. Fear of Failure: 34% are afraid of losing everything if they invest.

All of these factors culminate in insufficient investing. In fact, 50% of the €26 trillion European wealth market is currently in uninvested cash, earning zero interest.

What’s the Current Solution?

Traditionally, investment advisers helped tackle these issues. However, investors have faced challenges accessing professional advice in recent years.

A shortage of UK advisers is a main contributing factor:

  • There are only 26,700 advisers, who can service an average of 100 clients each.
  • This leaves over 51 million adults without professional advice.

Among available advisers, many impose investment minimums or fees that create barriers for lower-income populations. Financial advisers charge an average of £150/hour, and half of all surveyed advisers turned away clients with less than £50,000 to invest.

With so many hurdles to overcome, how can Brits take charge of their investments?

A Modern Solution

Wealth technology—or simply wealthtech—helps address these issues at scale, offering four main digital-first solutions:

  1. Helps investors build better portfolios.
    Gone are the days of rudimentary spreadsheets. With the help of algorithms and machine learning, investors can now automatically build sophisticated portfolios.
  2. Helps advisors scale their services.
    The automation of time-consuming processes allows advisers to service more clients.
  3. Reaches more people.
    Wealthtech is accessible for all, not just the wealthy. For example, micro-investing apps allow investors to make small, regular contributions without paying a commission.
  4. Modernises infrastructure.
    Wealthtech updates old legacy systems with more streamlined, automated systems. As a result, paper-based processes are replaced with mobile transactions that can be done with the click of a button.

These benefits can be applied across various branches of wealth management.

The Wealthtech Ecosystem

Investors can choose one of three main paths, based on their level of knowledge and interest.

“Do It Yourself” Investing
Confident investors who enjoy managing their own money can trade securities through self-directed online platforms.

“Do It For Me” Investing
Novice investors can use platforms that execute trades on their behalf, such as micro-investing or robo-advisers.

“Do It With Me” Investing
For investors in the middle of this spectrum, certain platforms offer a hybrid of digital transactions and professional advice.

With a wide variety of solutions available, investing has never been easier.

Inclusive Wealth-Building

It’s clear Brits are open to the shift: 64% say new technology would help them be more involved in their investments.

As wealthtech evolves, it will be seamlessly integrated into daily life as part of a holistic financial services offering. Traditional barriers will be broken down, empowering individuals to take charge of their financial future.

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Finance

Intangible Assets: A Hidden but Crucial Driver of Company Value

Intangible assets – such as goodwill and intellectual property – have rapidly risen in importance compared to tangible assets like cash.

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valuing intangible assets

Intangible Assets Take Center Stage

View the high resolution version of this infographic by clicking here

In 2018, intangible assets for S&P 500 companies hit a record value of $21 trillion. These assets, which are not physical in nature and include things like intellectual property, have rapidly risen in importance compared to tangible assets like cash.

Today’s infographic from Raconteur highlights the growth of intangible asset valuations, and how senior decision-makers view intangibles when making investment decisions.

Tracking the Growth of Intangibles

Intangibles used to play a much smaller role than they do now, with physical assets comprising the majority of value for most enterprise companies. However, an increasingly competitive and digital economy has placed the focus on things like intellectual property, as companies race to out-innovate one another.

To measure this historical shift, Aon and the Ponemon Institute analyzed the value of intangible and tangible assets over nearly four and a half decades on the S&P 500. Here’s how they stack up:

Intangible vs. Tangible Assets

Source: Aon

In just 43 years, intangibles have evolved from a supporting asset into a major consideration for investors – today, they make up 84% of all enterprise value on the S&P 500, a massive increase from just 17% in 1975.

The Largest Companies by Intangible Value

Digital-centric sectors, such as internet & software and technology & IT, are heavily reliant on intangible assets.

Brand Finance, which produces an annual ranking of companies based on intangible value, has companies in these sectors taking the top five spots on the 2019 edition of their report.

RankCompanySectorTotal Intangible ValueShare of Enterprise Value
1MicrosoftInternet & Software$904B90%
2AmazonInternet & Software$839B93%
3AppleTechnology & IT$675B77%
4AlphabetInternet & Software$521B65%
5FacebookInternet & Software$409B79%
6AT&TTelecoms$371B84%
7TencentInternet & Software$365B88%
8Johnson & JohnsonPharma$361B101%
9VisaBanking$348B100%
10AlibabaInternet & Software$344B86%
11NestleFood$313B89%
12Procter & GambleCosmetics & Personal Care$305B101%
13Anheuser-Busch InBevBeers$304B99%
14VerizonTelecoms$300B83%
15ComcastMedia$276B92%
16MastercardBanking$259B99%
17NovartisPharma$252B101%
18WalmartRetail$252B68%
19UnitedhealthHealthcare$245B94%
20PfizerPharma$235B98%

Note: Percentages may exceed 100% due to rounding.

Microsoft overtook Amazon for the top spot in the ranking for 2019, with $904B in intangible assets. The company has the largest commercial cloud business in the world.

Pharma and healthcare companies are also prominent on the list, comprising four of the top 20. Their intangible value is largely driven by patents, as well as mergers and acquisitions. Johnson & Johnson, for example, reported $32B in patents and trademarks in their latest annual report.

A Lack of Disclosure

It’s important to note that Brand Finance’s ranking is based on both disclosed intangibles—those that are reported on a company’s balance sheet—and undisclosed intangibles. In the ranking, undisclosed intangibles were calculated as the difference between a company’s market value and book value.

The majority of intangibles are not reported on balance sheets because accounting standards do not recognize them until a transaction has occurred to support their value. While many accounting managers see this as a prudent measure to stop unsubstantiated asset values, it means that many highly valuable intangibles never appear in financial reporting. In fact, 34% of the total worth of the world’s publicly traded companies is made up of undisclosed value.

“It is time for CEOs, CFOs, and CMOs to start a long overdue reporting revolution.”

—David Haigh, CEO of Brand Finance

Brand Finance believes that companies should regularly value each intangible asset, including the key assumptions management made when deriving their value. This information would be extremely useful for managers, investors, and other stakeholders.

A Key Consideration

Investment professionals certainly agree on the importance of intangibles. In a survey of institutional investors by Columbia Threadneedle, it was found that 95% agreed that intangible assets contain crucial information about the future strength of a company’s business model.

Moreover, 98% agree that more transparency would be beneficial to their assessment of intangible assets. In the absence of robust reporting, Columbia Threadneedle believes active managers are well equipped to understand intangible asset values due to their access to management, relationships with key opinion leaders, and deep industry expertise.

By undertaking rigorous analysis, managers may uncover hidden competitive advantages—and generate higher potential returns in the process.

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