SaxoBankM

Quant funds - Have things changed for good?

Eugene-Wong-400x400
Eugene Wong

Director, Saxo Advanced Solutions APAC, Saxo Markets

Summary:  The collective market returns of quant hedge funds seem to suggest that we may be observing a "quant winter" - a challenging time for quant models while they recalibrate to adapt to the current environment - and one that may continue for a while longer.


Under more regular circumstances, it would be fair to assume that quant funds enjoy a competitive advantage over its peers in the past when the markets were fairly consistent with no large “black swan” events that fundamentally shake up the financial landscape and usurp the rules.

However, with the onset of low interest rate climate coupled with zero monetary policy in response to COVID-19, followed by the latest volatility and short squeezes caused by the activities of Redditors in the markets with stocks such as GameStop and AMC, the rule book has been completely thrown out the window where past performance increasingly cannot predict future performance.

In addition, with a new group of investors who tend to view the world of investing in a very different way, traditional patterns established over many decades have broken across medium-term frequencies (monthly observation typically used by traditional quant equity strategies). The result has been soaring non-profitable companies and the value factor to underperform to such a degree that large amount of capital is fleeting the value behemoth AQR. The co-founder and CEO of AQR, Cliff Asness, went on Bloomberg TV recently in a great interview and talked about the status about quant investing and it seems plain that things may have changed for good, with old patterns never coming back.

The collective market returns of quant hedge funds seem to suggest that we may be observing a “quant winter” – a challenging time for quant models while they recalibrate to adapt to the current environment – and one that may continue for a while longer.

A quantitative hedge fund will base trading decisions on a mathematical model (which may be populated in part by fundamental factors), but there is generally little human judgment with respect to trading decisions outside of this model. In other words, Quantitative Analysts develop intelligent models that predict which trades to make.

Compared to fundamental driven hedge funds, quant funds needed to make larger adjustments to their systematic and mathematical models, thus holding their returns back in the past year. Quant funds are certainly looking to make changes to their assumptions such as including human intervention against the backdrop of fast moving and less predictable market movements, as well as including more asset classes as input for their models. They are also looking to trade other asset classes that could be less volatile and would allow their predictive models to work better.

The quant funds who are navigating through the quant winter will be looking for as much flexibility from its broker as possible in terms of technology and market access.

As a Fintech before the term Fintech was coined, Saxo’s business model as a digital first broker since 1992 offers an open banking architecture, where quant funds can connect to the trading architecture in a variety of ways. These electronic trading services can be a solution for quant funds to potentially reap the benefits from a paradigm shift into the new normal where new rules are being written everyday whilst being connected to Saxo’s trading architecture through our comprehensive set of APIs. The APIs allow for automated placement of orders, providing real-time feedback on the status of the orders, the value of the positions, and monitoring market movements across various asset classes. In addition, the human trader can monitor the account simultaneously using Saxo’s omni-channel trading platform either on a personal computer, laptop, tablet or mobile device, in case there’s a need for the trader to step-in.

Quant funds would also immediately have electronic trading access to seven different asset classes with Saxo: equities, bonds, currencies, futures, options, CFDs and mutual funds across the globe. This would allow the flexibility of adding or switching new asset classes to their quant modelling. They are free to experiment with their models and trade with the best fit asset classes to achieve the best results.

At Saxo, we believe that the quant winter is temporary. Eventually those who have successfully adapted with the most flexible set of tools available to them, will certainly be far ahead of the pack.

Quarterly Outlook

01 /

  • Macro outlook: Trump 2.0: Can the US have its cake and eat it, too?

    Quarterly Outlook

    Macro outlook: Trump 2.0: Can the US have its cake and eat it, too?

    John J. Hardy

    Chief Macro Strategist

  • Equity Outlook: The ride just got rougher

    Quarterly Outlook

    Equity Outlook: The ride just got rougher

    Charu Chanana

    Chief Investment Strategist

  • China Outlook: The choice between retaliation or de-escalation

    Quarterly Outlook

    China Outlook: The choice between retaliation or de-escalation

    Charu Chanana

    Chief Investment Strategist

  • Commodity Outlook: A bumpy road ahead calls for diversification

    Quarterly Outlook

    Commodity Outlook: A bumpy road ahead calls for diversification

    Ole Hansen

    Head of Commodity Strategy

  • FX outlook: Tariffs drive USD strength, until...?

    Quarterly Outlook

    FX outlook: Tariffs drive USD strength, until...?

    John J. Hardy

    Chief Macro Strategist

  • Fixed Income Outlook: Bonds Hit Reset. A New Equilibrium Emerges

    Quarterly Outlook

    Fixed Income Outlook: Bonds Hit Reset. A New Equilibrium Emerges

    Althea Spinozzi

    Head of Fixed Income Strategy

  • Equity Outlook: Will lower rates lift all boats in equities?

    Quarterly Outlook

    Equity Outlook: Will lower rates lift all boats in equities?

    Peter Garnry

    Chief Investment Strategist

    After a period of historically high equity index concentration driven by the 'Magnificent Seven' sto...
  • Commodity Outlook: Gold and silver continue to shine bright

    Quarterly Outlook

    Commodity Outlook: Gold and silver continue to shine bright

    Ole Hansen

    Head of Commodity Strategy

  • Macro Outlook: The US rate cut cycle has begun

    Quarterly Outlook

    Macro Outlook: The US rate cut cycle has begun

    Peter Garnry

    Chief Investment Strategist

    The Fed started the US rate cut cycle in Q3 and in this macro outlook we will explore how the rate c...
  • FX Outlook: USD in limbo amid political and policy jitters

    Quarterly Outlook

    FX Outlook: USD in limbo amid political and policy jitters

    Charu Chanana

    Chief Investment Strategist

    As we enter the final quarter of 2024, currency markets are set for heightened turbulence due to US ...

Disclaimer

The Saxo Bank Group entities each provide execution-only service and access to Analysis permitting a person to view and/or use content available on or via the website. This content is not intended to and does not change or expand on the execution-only service. Such access and use are at all times subject to (i) The Terms of Use; (ii) Full Disclaimer; (iii) The Risk Warning; (iv) the Rules of Engagement and (v) Notices applying to Saxo News & Research and/or its content in addition (where relevant) to the terms governing the use of hyperlinks on the website of a member of the Saxo Bank Group by which access to Saxo News & Research is gained. Such content is therefore provided as no more than information. In particular no advice is intended to be provided or to be relied on as provided nor endorsed by any Saxo Bank Group entity; nor is it to be construed as solicitation or an incentive provided to subscribe for or sell or purchase any financial instrument. All trading or investments you make must be pursuant to your own unprompted and informed self-directed decision. As such no Saxo Bank Group entity will have or be liable for any losses that you may sustain as a result of any investment decision made in reliance on information which is available on Saxo News & Research or as a result of the use of the Saxo News & Research. Orders given and trades effected are deemed intended to be given or effected for the account of the customer with the Saxo Bank Group entity operating in the jurisdiction in which the customer resides and/or with whom the customer opened and maintains his/her trading account. Saxo News & Research does not contain (and should not be construed as containing) financial, investment, tax or trading advice or advice of any sort offered, recommended or endorsed by Saxo Bank Group and should not be construed as a record of our trading prices, or as an offer, incentive or solicitation for the subscription, sale or purchase in any financial instrument. To the extent that any content is construed as investment research, you must note and accept that the content was not intended to and has not been prepared in accordance with legal requirements designed to promote the independence of investment research and as such, would be considered as a marketing communication under relevant laws.

Please read our disclaimers:
Notification on Non-Independent Investment Research (https://www.home.saxo/legal/niird/notification)
Full disclaimer (https://www.home.saxo/legal/disclaimer/saxo-disclaimer)

Saxo Bank A/S (Headquarters)
Philip Heymans Alle 15
2900
Hellerup
Denmark

Contact Saxo

Select region

International
International

All trading and investing comes with risk, including but not limited to the potential to lose your entire invested amount.

Information on our international website (as selected from the globe drop-down) can be accessed worldwide and relates to Saxo Bank A/S as the parent company of the Saxo Bank Group. Any mention of the Saxo Bank Group refers to the overall organisation, including subsidiaries and branches under Saxo Bank A/S. Client agreements are made with the relevant Saxo entity based on your country of residence and are governed by the applicable laws of that entity's jurisdiction.

Apple and the Apple logo are trademarks of Apple Inc., registered in the US and other countries. App Store is a service mark of Apple Inc. Google Play and the Google Play logo are trademarks of Google LLC.