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Beyond Developed Markets: The Evidence for Factor Investing in Emerging Markets and Small Caps

By Timeline 07 Oct 2026
16 min read
For Financial Advisers Only

Factor investing in emerging markets and small caps: what UK advisers need to know

Emerging markets and small caps are two of the most diverse and under-researched corners of global equities. In the third Factor Academy session with Northern Trust Asset Management, Maarten Smit and Matthew McKendry examined what decades of research say about factor investing in emerging markets and small caps, why share issuance and poor quality have held these segments back, and why implementation so often decides whether a return premium is captured or missed. What follows is a summary of the themes discussed for UK financial advisers. It is illustrative rather than prescriptive, and none of it constitutes advice.

 
MS
Maarten Smit, CFA
Senior Portfolio Analyst, Northern Trust Asset Management
MM
Matthew McKendry
2nd Vice President, Relationship Manager, Northern Trust Asset Management
JU
Jake Usher
Host, Timeline

A quick recap: what are factors?

The first two Factor Academy sessions covered factor investing fundamentals and the long-term evidence behind them. In a single sentence, a factor is a specific characteristic of a stock that helps explain its risk and return. The academic literature has identified many, but Maarten focused on the most important ones:

Value
Comparing the price you pay with the value you get. Intuitive, whether you are buying shares or groceries.
Quality
Profitability, plus signals such as cash versus accounting earnings and how many new shares a company issues.
Momentum
Sentiment and trends. A helper that can show when a cheap, high-quality stock has started to turn.
Size
To a lesser extent, the tendency of smaller companies to behave differently. More on this below.

Individual factors can be wrong for long stretches, so the aim is to invest at the intersection of them, improving the odds of ending up on the right side. The second session drew on a simulated 150-year dataset from the US market, which showed the long-term picture remains intact across periods of high and low inflation and interest rates. Simulated and past performance is not a reliable indicator of future results.


Emerging markets: a source of diversification

Emerging markets have been in the spotlight. Earnings expectations have grown strongly, driven in large part by semiconductor businesses such as Taiwan Semiconductor, Samsung Electronics, SK Hynix and MediaTek, which are benefiting from heavy investment in AI computing. Margin expectations, historically below those of the typical US business, have also improved. Maarten was clear that historical trends are not predictive of future results.

The more important point for portfolio construction is how factors behave across regions. Factor returns in developed and emerging markets move together to a degree, but correlations are positive and moderate rather than close to one. Across value, quality, momentum, size, low volatility and dividend yield, Maarten put the average at around 50 to 60 per cent. In other words, the payoffs tend to arrive at different times.

"There is only one free lunch available in financial markets, and that's diversification."
Maarten Smit, Northern Trust Asset Management

Share issuance: the emerging market malady

A question many advisers will recognise from client conversations: if emerging economies have grown so quickly, why haven't investors seen the returns? Maarten broke equity returns down into revenue growth, changes in valuation, dividends and changes in share count. Over the ten years to March 2024, revenue growth, valuations and dividends together contributed more in emerging markets than in global developed markets. The difference was dilution.

Global developed markets
Total return of around 10.5 per cent a year, with net dilution of only around 0.5 per cent a year.
Emerging markets
Total return of around 6.1 per cent a year, after net dilution of around 6.2 per cent a year, led by China and India.

Ten-year annualised gross USD returns, 31 March 2014 to 31 March 2024. Past performance is not a reliable indicator of future results.

When companies issue new shares, the same profits are shared among more shareholders. Buybacks do the opposite, lifting profit per share. Share issuance sits within the quality factor as a measure of management quality, and in emerging markets it is a particularly potent signal. Companies that have issued heavily in the past tend to keep doing so. Maarten called them "repeat offenders".

In Northern Trust's hypothetical analysis of the MSCI Emerging Markets Index from December 2000 to March 2024, companies with the lowest composite share issuance grew a notional 10,000 to roughly twice the ending value of those with the highest, and the high issuers had generated little return for more than a decade. These results are hypothetical, gross of fees and costs, and past performance is not a reliable indicator of future results. In the Q&A, Maarten added nuance: the capital raised did fund real investment, so the debate is not simply "never issue shares". But screening for it is a relatively straightforward way to tilt away from the problem.


Small cap factor investing: why quality matters

Small caps are often the less loved part of the market, with fewer analysts, less news and lower institutional ownership. For a quantitative investor that is an attraction. There are many names, giving breadth to express views independently, and lower attention means factors have tended to pay off slightly better than in large caps. Maarten cautioned that academic figures for small caps are typically equal weighted, long and short, and exclude costs, so they should not be read as an achievable return in a real, long-only portfolio.

The size factor itself has a mixed record. In the US, the average small company beat the average large company until roughly the 1980s. Since then, a winner-takes-all effect in knowledge-based sectors has helped dominant large companies capture more economic profit, and the size factor has been negative over the last ten years. The key insight is why:

"Don't be fooled into thinking that allocating to small caps per se will give you a return premium."
Maarten Smit, Northern Trust Asset Management

The average small company has poor quality. It may have a single business line, less access to credit or a concentrated customer base. In US data from July 1963 to December 2025, the size premium adjusted for market risk was only around half a per cent a year, but it rose meaningfully once the poor average quality of small companies was accounted for. The same pattern appears outside the US, with high quality small caps ahead of low quality small caps in Northern Trust's research:

US stocks
High quality 14.0% vs low quality 9.4% a year.
European stocks
High quality 10.3% vs low quality 4.3% a year.
Global developed
High quality 10.1% vs low quality 5.7% a year.

Source: Northern Trust Quantitative Research. Simulated figures shown for illustration only. Past performance is not a reliable indicator of future results.

Quality also helps with costs. Small caps tend to have wider bid-ask spreads, higher volatility and lower trading volumes, all of which raise implementation costs. Because quality is a stable characteristic, it needs less trading to maintain, making it a relatively efficient way to access the segment.


Implementation determines outcomes

The final part of the session explained how Northern Trust applies these ideas in emerging markets and small caps. Whatever approach a fund selector favours, the principles Maarten described are useful questions to ask of any factor strategy in these segments:

1
How are the factors defined? Early academic value measures relied on book value because cash flow statements were not available. Northern Trust's approach focuses on cash-based measures such as free cash flow after necessary reinvestment, since cash is harder to manipulate than accounting earnings.
2
Is the approach consistent? The same signals are used across emerging markets and small caps, on the basis that signals which work in every universe are the most robust.
3
How are value traps avoided? In emerging markets, the focus is high quality, attractively valued stocks with positive sentiment. Momentum helps avoid catching a falling knife by waiting until sentiment has shifted. In small caps, the emphasis leans further towards quality, with momentum used as a sell signal.
4
How is country and sector risk controlled? Emerging markets bring currency, country and political risk. Maarten has seen sudden devaluations, wars and markets becoming uninvestable for Western investors. Tight limits on country, sector and stock weights versus the benchmark, and a market beta of around one, aim to keep excess returns independent of market direction.
5
How are trading costs managed? Patient trading aims to limit turnover and transaction costs, which matter far more in these segments than in developed large caps.

Key takeaways for UK advisers

A structural building block
Factor investing is supported by academic and practitioner evidence across markets and time periods.
A broader opportunity set
Emerging markets and small caps offer lowly correlated sources of factor returns.
Implementation matters
Costs, liquidity and portfolio construction shape what investors ultimately receive.
Strategic, not tactical
Predicting which factor or region will lead is hard. Factors are an allocation to hold for the long term.

From the Q&A

How are China weightings decided? Country weights have shifted this year, with Taiwan and Korea rising on semiconductor strength and India falling. Mainland China A shares are around 3 per cent of the index, accessed through Stock Connect, as MSCI applies a partial inclusion factor. Hong Kong listed Chinese stocks are far larger, at around 20 per cent.

My clients already hold emerging markets through a global tracker. Why more, and why factors? First check what the tracker holds: some "world" indices, such as MSCI World, cover developed markets only. How much to allocate is a separate decision. Maarten's view was that the case for factors within an emerging market allocation rests on the historical and live evidence discussed in the session.

Doesn't momentum drive up trading costs? It has the highest turnover of the three main factors. Rather than adding turnover, a modest momentum exposure can be blended within the same turnover budget to help select the right value and quality names.

If small caps haven't consistently beaten large caps, why bother? Maarten suggested flipping the question. Developed large caps are roughly 70 per cent of global market cap, with small caps and emerging markets each around 15 per cent. Start from the whole global market and make the case for leaving segments out, rather than starting from developed large caps and justifying additions.

Further reading

Maarten recommended two Northern Trust research papers: Why Small Caps Are Attractive and Foundations in Factors. Missed the earlier sessions? Factor Academy 1 and 2 are available on demand.

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Sources and notes
Factor correlations: Northern Trust Quantitative Research, MSCI, December 1999 to December 2025, local currency, MSCI Barra factor definitions. Not actual performance results.
Return decomposition: Northern Trust Quantitative Research, FactSet, MSCI, ten-year annualised to 31 March 2024, gross, USD. Share issuance analysis: Northern Trust Asset Management, MSCI, FactSet, 31 December 2000 to 31 March 2024, hypothetical, gross of fees, USD.
Size and quality: Northern Trust Quantitative Research, Jensen, Kelly and Pedersen global factor data library, and the Kenneth French data library, July 1963 to December 2025, simulated. Long-term factor evidence: Baltussen et al. (2023) and Baltussen, van Vliet and Vidojevic (2024).
Simulated and hypothetical returns do not reflect fees or trading costs. It is not possible to invest directly in an index. Past performance is not a reliable indicator of future results.
Presented by Maarten Smit and Matthew McKendry (Northern Trust Asset Management). Hosted by Jake Usher (Timeline).

Important information

This blog is prepared exclusively for use by financial advisers; retail distribution is at the adviser's sole risk and discretion. It does not constitute advice, an offer or a solicitation to invest.

Compiled from sources believed to be reliable. Any views, opinions or estimates expressed, including any forecasts or forward-looking statements, constitute the author’s judgment at the time of writing, are not guaranteed and are subject to change without notice. None of Timeline, its directors, officers or employees accepts liability for any loss arising from the use hereof or reliance hereon or for any act or omission by any such person, or makes any representations as to its accuracy and completeness.

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