Global industry flows: a new enhancement to our systematic investment process
Yuangao Liu and Amadeo Alentorn describe a new enhancement the Jupiter systematic team has developed and introduced into its investment process.
The enhancement is based on our analysis of data about funds flows into global industries. Fund flows are the cash that goes in and out of relevant funds and as those funds allocate to stocks, sectors and industries. By industries we mean MSCI’s GICS industries at a global level: for example, airlines, banks, electrical equipment, insurance, software, and water utilities. There are currently 74 industries in the MSCI GICS classification. By carefully analysing money flowing through funds into each industry, we believe we can invest more successfully in each of them, in the context of our entire investment process. The enhancement is founded on a simple intuition: that as money flows into relevant funds, and they allocate to specific industries, that tends to increase the prices of stocks in those industries. Our analysis has backed this simple intuition by highly detailed empirical research based on large amounts of data. After concluding several months of thorough research and successful testing, we have now brought the new industry flows enhancement into operation across all the systematic strategies we manage, both long-short and long-only, for all regions.
Investor behaviour
Alpha from industries
Those familiar with our process will be aware that the majority of our returns in excess of the benchmark have historically been attributable to stock selection (individual stock picking), and only a minority to sector allocation. We believe the new industry flows enhancement has the potential to increase our alpha from sector allocation, while not detracting from stock selection. However, we expect most of our alpha to continue to come from stock selection as before. We believe in incremental, well-researched improvements that accumulate over time.
In recent months we have reported numerous enhancements to our process, of which industry flows is just the latest2.
Momentum and fund flows
Whereas generic momentum has been widely studied, by contrast, momentum due specifically to fund flows is an under-researched field, in our view. One of the academics who has pioneered this field is Dong Lou, Professor of Finance at the London School of Economics, who researched a significant flow-induced price pressure effect on stock returns4. Professor Lou is also an academic consultant to the Jupiter Systematic team. We believe our new industry flows enhancement goes beyond existing published academic research. We discovered it by empirical investigations of hundreds of gigabytes of data. In academic research, it is typical for fund flow data to suffer from low frequency and lengthy time lags. This blunts the sharpness of the analysis. We were able to identify a third-party data provider that improves both the frequency and time lag of such data. An analogy would be using a more powerful microscope, allowing you to see more detail.
The industry flows enhancement builds on previous research we have undertaken into fund flows. In November 2021, we introduced a new component to extract useful stock level information from fund flows5. The current enhancement differs in that it focuses on information at the global industry level. The fund flow signal utilises the information we have discovered in fund flow data to inform our expectations of the future return pattern of individual stocks, whereas the new global industry level signal focuses on the aggregated information in groups defined by GICS industries, also augmented by the lead-lag effect within each group.
For many years we have incorporated (within our sentiment stock selection criterion) signals based on sell-side analysts’ research; we are pleased that both the 2021 flows enhancement and the new industry flows enhancement add signals based on research into the buy-side, thus broadening our analysis of market participants’ activity.
Central to the Jupiter Systematic philosophy is a continuous and disciplined research effort to ensure that our investment process improves over time. Over the past 18 years, this philosophy has resulted in a regular stream of evolutionary changes to our investment process, leading to improvements in our expected risk adjusted returns over time. We currently have several other exciting research projects under way, and we look forward to bringing you more details of these in due course.
2 For an overview of our enhancements over recent years see https://www.jupiteram.com/uk/en/professional/insights/gear-enhancing-our-investment-process/
3 A seminal paper is Jegadeesh, Narasimhan and Titman, Sheridan, Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency (1993), The Journal of Finance, 48, 1, pp. 65-91.
4 Lou, Dong, A flow-based explanation for return predictability (2012), Review of Financial Studies 25, pp. 3457-3489.
5 https://www.jupiteram.com/uk/en/professional/insights/go-with-the-flo-a-new-alpha-model-factor/
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