Register For Our Mailing List

Register to receive our free weekly newsletter including editorials.

Home / 585

The abacus, big data and a brief history of indexing

When Charles Dow, a journalist, developed the Dow Jones Industrial Index in 1896, the abacus was still widely used to make calculations. Arithometers, which were invented by Charles Xavier Thomas de Colmar in 1820 and in commercial production by 1851, were also a common sight.


Source: arithmometre.org

Commercial production of the arithmometer ended around 1915 and abacuses are largely confined to primary schools these days. Meanwhile, the Dow Jones Index is still widely quoted. Let's start by looking at how it is constructed. 

The Dow Jones is a (share) price-weighted index, which means that the stocks with the highest price have the largest weighting. This would have been the easiest way to create an index with the calculation tools available at the time.

Currently, UnitedHealth Group, which has a price of US$585 per share, has the highest weighting in the portfolio at 9.6%. By contrast, Apple is roughly six times larger than UnitedHealth in terms of market cap yet only makes up 3.5% of the Dow Jones.

The Dow Jones provides a general barometer of US equity performance. But it does not make any sense from an investment perspective because a share price could be a function of having fewer (or more) shares on issue. A share price, by itself, is not useful for making investment decisions.

After World War I and the next type of indices

At the turn of the 20th century, new mechanical calculators were usurping the arithmometer as the calculator technology of choice. The comptometer, the Burroughs adding machine and Odhner’s arithmometer became the calculators of choice.

Indices evolved as they were able to embody more complex calculations. The next major innovation was ‘market capitalisation’, which was pioneered by Henry Varnum Poor and the Standard Statistics Co.

The result was the 1926 predecessor of the United States’ S&P 500. A market capitalisation index uses the size of a company for inclusion. Therefore, in a market capitalisation index, the larger companies have bigger weights. In the S&P 500, Apple makes up around 6.7% and UnitedHealth around 1.2%.

Market capitalisation indices were considered better barometers of the market, so became the source of data quoted in finance news. Again though, the index was intended to be a market barometer, not a tool for investment.

In the 1950s, research by Harry Markowitz and William Sharpe supported market capitalisation indices as an investment tool. This is the Theory of Efficient Markets. Based on this theory, market capitalisation-weighted indices deliver the best returns for the least risk. It was thought that you cannot outperform the market unless you take on additional risk.

But there are numerous examples where the market has been wrong. There have been periods of irrational buying and selling and there have been periods during which bubbles have formed.

Consider too, the differing needs of individual investors and institutions. Each has a unique reason for buying and selling shares and could assign a different value to different aspects of the financial transaction which is often unrelated to the valuation. For example, investors sometimes trade for tax, income or even emotional reasons. As a result of these factors, the market is not efficient in reality.

By the 1970s, professional fund managers were aiming to exploit these inefficiencies, targeting returns above market capitalisation indices.

Computers, ‘big data’ and the next wave of indices

By now IBM had created mainframes, and the desktop computer was becoming a reality. The first handheld programable calculator, the HP-65 was released in 1974 at US$795 (Nearly US$5,000 in today’s dollars).

Computers and calculators were getting faster, smaller and cheaper. Savvy active fund managers were able to use some of this technology to their advantage.

An active fund manager proactively makes decisions over which investments are bought or sold, generally with the aim of outperforming a market index. This is done via a mix of qualitative and quantitative research, personal judgement and forecasting, so computing technology and its implementation could be a competitive advantage.

When actively managed funds were first offered to investors, performance was uncertain, and the costs were high. Sometimes the returns were good, but often they were not. Many people found this a poor bargain, so preferred lower-cost passive funds which tracked market capitalisation indices. In these passive funds, returns were not high, not low, just the market average. The rise of ETFs this century has largely been driven by demand for these passive funds.

At this stage, passive funds only tracked market capitalisation indices. However, sophisticated investors in passive funds started to consider the possibility that alternate index weightings, different from market capitalisation, could give investors higher returns for the same, or even lower levels of risk.

Alternate index construction methods started to focus on grouping companies with common valuation characteristics, common balance sheet qualities and common fundamentals to screen or weight stocks, including equal weighting constituents.

These innovative index construction techniques became known as ‘smart beta’. They are ‘smarter’ because they take a more considered approach to what goes into the index, other than just the size of the company.

These index innovations have been driven by a combination of investors seeking investment outcomes beyond benchmarks and the advent of technologies like ‘big data’ that enabled financial professionals to better leverage the data in financial reports, performance data points and mathematical algorithms to target these outcomes.

Unlike market capitalisation indices, these ‘smarter’ indices are created with an investment outcome in mind and were not created initially to represent the performance or health of the share market.

We like to say smart beta combines the best of active and passive investing: having the potential for better investment outcomes while being rules-based, transparent and cost-efficient.

 

Arian Neiron is CEO and Managing Director - Asia Pacific at VanEck, a sponsor of Firstlinks. This is general information only and does not take into account any person’s financial objectives, situation or needs. Investors should do their research and talk to a financial adviser about which products best suit their individual needs and investment objectives.

For more articles and papers from VanEck, click here.

 

 

RELATED ARTICLES

There's nothing sleepy about Rip Van Winkle indexing

banner

Most viewed in recent weeks

Which generation had it toughest?

Each generation believes its economic challenges were uniquely tough - but what does the data say? A closer look reveals a more nuanced, complex story behind the generational hardship debate. 

Maybe it’s time to consider taxing the family home

Australia could unlock smarter investment and greater equity by reforming housing tax concessions. Rethinking exemptions on the family home could benefit most Australians, especially renters and owners of modest homes.

The best way to get rich and retire early

This goes through the different options including shares, property and business ownership and declares a winner, as well as outlining the mindset needed to earn enough to never have to work again.

A perfect storm for housing affordability in Australia

Everyone has a theory as to why housing in Australia is so expensive. There are a lot of different factors at play, from skewed migration patterns to banking trends and housing's status as a national obsession.

Supercharging the ‘4% rule’ to ensure a richer retirement

The creator of the 4% rule for retirement withdrawals, Bill Bengen, has written a new book outlining fresh strategies to outlive your money, including holding fewer stocks in early retirement before increasing allocations.

Chinese steel - building a Sydney Harbour Bridge every 10 minutes

China's steel production, equivalent to building one Sydney Harbour Bridge every 10 minutes, has driven Australia's economic growth. With China's slowdown, what does this mean for Australia's economy and investments?

Latest Updates

Superannuation

Super crosses the retirement Rubicon

Australia's superannuation system faces a 'Rubicon' moment, a turning point where the focus is shifting from accumulation phase to retirement readiness, but unfortunately, many funds are not rising to the challenge.

Economy

Should Australia follow Trump's new brand of capitalism?

A new brand of capitalism may be emerging - one where governments take equity in private companies. Is it state overreach, or a smarter way to fund public goods without raising taxes?

Gold

Why gold may keep rising - and what could stop it

Central banks are buying, Asia’s investing, and gold’s going digital. The World Gold Council CEO reveals the structural shifts transforming the gold market - and the one economic wildcard that could change everything. 

Investment strategies

Fact, fiction and fission: The future of nuclear energy

Nuclear power is back in the spotlight, including in Australia. For investors exploring the sector, here are four key factors to consider in this evolving energy landscape. 

Taxation

The myth of Australia’s high corporate tax rate

Australia’s corporate tax rate is widely seen as a growth-killing burden. But for most local investors, it’s a mirage - erased by dividend imputation. So why is it still shaping national policy? 

Taxation

Should we change the company tax rate?

The headline 30% corporate tax rate masks a complex system of dividend imputation and franking credits that ensures Australian shareholders are taxed only once, challenging traditional measures of tax competitiveness. 

Investing

Noise cancelling for investors

A lot of the information at an investor's fingertips today has little long-term value. The modern investing greats are not united by access to faster information, but by their ability to filter out what doesn’t matter.

Sponsors

Alliances

© 2025 Morningstar, Inc. All rights reserved.

Disclaimer
The data, research and opinions provided here are for information purposes; are not an offer to buy or sell a security; and are not warranted to be correct, complete or accurate. Morningstar, its affiliates, and third-party content providers are not responsible for any investment decisions, damages or losses resulting from, or related to, the data and analyses or their use. To the extent any content is general advice, it has been prepared for clients of Morningstar Australasia Pty Ltd (ABN: 95 090 665 544, AFSL: 240892), without reference to your financial objectives, situation or needs. For more information refer to our Financial Services Guide. You should consider the advice in light of these matters and if applicable, the relevant Product Disclosure Statement before making any decision to invest. Past performance does not necessarily indicate a financial product’s future performance. To obtain advice tailored to your situation, contact a professional financial adviser. Articles are current as at date of publication.
This website contains information and opinions provided by third parties. Inclusion of this information does not necessarily represent Morningstar’s positions, strategies or opinions and should not be considered an endorsement by Morningstar.