Business Cycle Prediction

Macro Risk Management

26 Jul 2021

The unprecedented policy support from governments and central banks around the world helped quickly push advanced economies like the US out of the pandemic-induced recession. Indeed, the National Bureau of Economic Research (NBER) marked February through April of 2020 as a recessionary period, making this the shortest US recession in recorded history! With the arrival and steady distribution of the vaccines—variants and other hiccups notwithstanding—it seems we are closer to the end than the beginning of the pandemic. Throw in a tight labor market and thefact that most households built up excess savings over the past year, and you have the makings of a protracted economic upswing. All this supports our ‘risk-on’ position. Against this backdrop, we thought it would be useful to provide a review of how our macro risk framework responded to last year's developments in real-time and what this meant for our risk positioning.

Let’s start with the basics. Given an asset portfolio and parameters that govern the aggressiveness of our risk stance, our proprietary framework decides how much money to allocate to each asset in the portfolio, subject to trading controls. Each piece of this puzzle has been painstakingly constructed and calibrated to optimize the algorithm’s performance and is frequently reviewed for operational excellence. As described in previous correspondence, our ‘business cycle predictor’ (BCP) adjusts the parameters that govern the risk stance by responding to changes in macroeconomic variables and financial indicators. If the dashboard starts flashing red, the algorithm automatically adjusts these parameters to a more cautious posture. The chart below shows the evolution of our estimates over time compared to the NBER (retroactive) dating.

It shows that developments in December 2019 pointed already to a slowing economy though this was unrelated to the pandemic. Macro data from the months of January and February 2020 indicated that this would have been a false flag ... but then the pandemic hit, and the BCP dashboard started flashing again. Cycling forward through this period shows that the model accounts well for the pandemic but of course this is with the benefit of hindsight.

Naturally, understanding where we stand in the business cycle is very crucial to any investor. However, NBER announcements are typically very delayed—months or years after the event—diminishing its real-time utility for investors. For example, the announcement for the start of the 2020 recession came after a 4-month delay while the end of the recession was recently announced 15 months after! Having the ability to quickly quantify and adjust to transitions in business cycles can be advantageous.

To complement our just-in-time model, we also utilize a look-ahead model that predicts the probability of a recession occurring over the next twelve months. But, frankly, no forecasting model that depended on traditional macro data—which often arrive with a lag—could have caught an out-of-sample event like COVID-19. Nevertheless, this quantitative approach helps us reduce sentiment in our risk management. As difficult as it was, we stuck to our disciplined approach with a long-term outlook, and the Xantos Labs community benefited from this.

Xantos Labs ("Xantos", "XL") is an SEC-registered investment adviser.

The information contained herein is only as current as of the date indicated and may be superseded by subsequent market events or for other reasons. The views expressed here are those of the authors and not necessarily those of Xantos. Charts and graphs provided herein are for illustrative purposes only. Nothing contained herein constitutes investment, legal, tax, or other advice nor is it to be relied on in making an investment or other decision. There can be no assurance that an investment strategy will be successful. Historic market trends are not reliable indicators of actual future market behavior or future performance of any particular investment which may differ materially and should not be relied upon as such. XL and its affiliates may have positions (long or short) or engage in securities transactions that are not consistent with the information and views expressed in this document.

Diversification does not eliminate the risk of experiencing investment loss. Past performance is not a guarantee of future performance.

The information in this document may contain projections or other forward-looking statements regarding future events, targets, forecasts, or expectations regarding the strategies described herein and is only current as of the date indicated. There is no assurance that such events or targets will be achieved, and they may be significantly different from that shown here. The information in this document, including statements concerning financial market trends, is based on current market conditions, which will fluctuate and may be superseded by subsequent market events or for other reasons.

Hypothetical performance results have many inherent limitations, some of which, but not all, are described herein. The hypothetical performance shown was derived from the retroactive application of a model developed with the benefit of hindsight. Hypothetical performance results are presented for illustrative purposes only.

This material is intended for informational purposes only and should not be construed as legal or tax advice, nor is it intended to replace the advice of a qualified attorney or tax advisor. The factual information set forth herein has been obtained or derived from sources believed by the author and XL to be reliable, but it is not necessarily all-inclusive and is not guaranteed as to its accuracy and is not to be regarded as a representation or warranty, express or implied, as to the information’s accuracy or completeness, nor should the attached information serve as the basis of any investment decision.

Xantos may provide links to third-party websites only as a convenience, and the inclusion of such links does not imply any endorsement, approval, investigation, verification or monitoring by us of any content or information contained within or accessible from the linked sites. If you choose to visit the linked sites, you do so at your own risk, and you will be subject to such sites' terms of use and privacy policies, over which has no control. In no event will XL be responsible for any information or content within the linked sites or your use of the linked sites.

Ready to get started?

app_store google_play
xantos-logo Get the app