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Factor investing in equities – Lessons from the COVID-19 crisis

Factor investing in equities – Lessons from the COVID-19 crisis

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For many reasons, 2020 is already an exceptional year. Above all, the COVID-19 virus has shown how vulnerable the world is to a pandemic. To prevent a potential economic slump, the ‘whatever-it-takes’ response from central banks has been the fastest ever seen. Stock markets have rallied in reaction to the liquidity injections. While the major equity indices are now back, or close, to their levels at the start of 2020, the rally has raised questions about this exceptional drawdown and rebound.

Since the start of 2020, investors exposed to multi-factor equity strategies have suffered some underperformance. Investors with a long-term investment horizon can view this as a ‘short-term’ event.

When researching, designing and implementing systematic and factor investing strategies, we always consider short-term events as exceptional and non-predictable. Nonetheless, the COVID-19 crisis is an opportunity to review, confirm and, if necessary, improve the factor investing strategies we manage.

The reasons behind recent underperformance of multi-factor equity strategies

In recent years, multi-factor equity strategies have suffered from poor performance relative to cap-weighted indices. The market turbulence of 2020 has exacerbated this. In explaining this underperformance, we see a number of contributory factors:

  • The ongoing lagging performance of value stocks versus quality and growth stocks. The value underperformance cycle is now the longest ever observed. Multi-factor equity strategies seek to exploit the value factor. Their exposure to value has detracted from their performance in recent years.
  • Diversification and risk control considerations mean most multi-factor equity strategies underweight large and mega-cap stocks. This underweight has included the large information technology stocks in the US market. Their outperformance has been a feature of equity markets in recent years and again during the COVID-19 crisis. These underweights have therefore detracted significantly from performance given the strong outperformance of large-cap stocks relative to small caps.
  • Finally, multi-factor equity strategies can run significant stock and sector deviations compared to the traditional market-cap indices. For instance, these strategies were significantly overweight financials, industrials and consumer staples. They also held large underweights in the IT and communication services sectors, which detracted from performance.

Our multi-factor equity strategy seeks to tilt portfolios towards the cheapest (Value), the most profitable and best-managed companies (Quality) with the lowest risk (Low Volatility) and strongest trend (Momentum).

Recently, exposures to these factors did not generate the expected performance. Short-term outperformance was concentrated in specific stocks and sectors which were not well ranked from a factor perspective.

We believe in the long-term, sustainable outperformance of factors

Our multi-factor equity strategies have been designed to improve the long-term risk/return profile of investments previously managed against traditional market indices. In the research phase, we carefully selected factors with the characteristics described in Exhibit 1.

Exhibit 1:

We believe that market inefficiencies explain the existence and persistence of factor premiums in financial markets. Determining the exact reasons for their existence is not straightforward as there are a number of plausible explanations. These include:

  • Market structure: Some structural characteristics of financial markets can explain inefficiencies – hence the existence of sustained sources of alpha.
  • Investor behavioural biases: Investment decisions may be impacted by human behavioural traits.
  • Investors’ constraints: Market inefficiencies can also result from specific constraints on investors. These may include restrictions on the use of leverage, selling securities short and/or low tolerance for turnover in a portfolio. 

Exhibit 2 shows periods of underperformance for each single factor, especially Value, in recent years. These are mitigated through their risk-weighted combination in a multi-factor framework. Clearly, factors may be subject to short-term disturbance, but in the long run, the combination of factors such as Quality, Low Volatility, Momentum and Value does deliver sustainable outperformance, especially when they are blended in an efficient portfolio construction framework.

Exhibit 2:

As such, we reaffirm our conviction that our multi-factor strategies have the potential to deliver long-term sustainable outperformance while at the same time controlling investment risk and integrating sustainability and carbon reduction objectives.

Benefits of continuous, robust research

Our quantitative equity investment team works closely with our Quantitative Research Group to constantly review, affirm and improve our factor investing strategies. A strict governance is applied based on three-year research cycles.

The current research cycle (the fourth of its kind) was launched in 2018, meaning that as of today we are in the middle of this new cycle. This current cycle is expected to lead to a number of improvements to the methodology. The investment philosophy will of course be maintained. We remain highly confident in our ability to deliver positive alpha over the medium to long term.

Exhibit 3:

Under the current research project, we are reviewing the investment process, breaking it down into four main areas:

  1. Factor definitions: We believe the four styles of factors are sustainable alpha engines (Value, Quality, Momentum, Low volatility). In each cycle of research, we review and enrich the list of indicators used.
  2. Risk model: The risk model will integrate the factor definitions to introduce consistency with the alpha model and increase the robustness of the portfolio construction.
  3. Portfolio construction: The research objective is to reduce the impact of portfolio constraints on the targeted exposure to factors.
  4. Factor attribution: The goal is to use the contributions from the four factors to explain the excess return of the strategy.

The COVID-19 crisis offers an opportunity to reinforce our research efforts

We will continue to refine and develop our multi-factor equity strategies in coming years to deliver their three investment objectives:

  • Sustainable outperformance
  • Strong risk controls
  • The integration of sustainability goals.

As such, while 2020 will go down in history as the year of the COVID-19 pandemic, it will also be the year in which we further developed our research efforts in these key investment strategies for BNP Paribas Asset Management.

With contributions from Laurent Lagarde


Any views expressed here are those of the author as of the date of publication, are based on available information, and are subject to change without notice. Individual portfolio management teams may hold different views and may take different investment decisions for different clients.

The value of investments and the income they generate may go down as well as up and it is possible that investors will not recover their initial outlay. Past performance is no guarantee for future returns.

Investing in emerging markets, or specialised or restricted sectors is likely to be subject to a higher-than-average volatility due to a high degree of concentration, greater uncertainty because less information is available, there is less liquidity or due to greater sensitivity to changes in market conditions (social, political and economic conditions).

Some emerging markets offer less security than the majority of international developed markets. For this reason, services for portfolio transactions, liquidation and conservation on behalf of funds invested in emerging markets may carry greater risk.

Writen by Gregory Taïeb. The post Factor investing in equities – Lessons from the COVID-19 crisis appeared first on Investors' Corner - The official blog of BNP Paribas Asset Management.

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US Spent More Than Double What It Collected In February, As 2024 Deficit Is Second Highest Ever… And Debt Explodes

US Spent More Than Double What It Collected In February, As 2024 Deficit Is Second Highest Ever… And Debt Explodes

Earlier today, CNBC’s…

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US Spent More Than Double What It Collected In February, As 2024 Deficit Is Second Highest Ever... And Debt Explodes

Earlier today, CNBC's Brian Sullivan took a horse dose of Red Pills when, about six months after our readers, he learned that the US is issuing $1 trillion in debt every 100 days, which prompted him to rage tweet, (or rageX, not sure what the proper term is here) the following:

We’ve added 60% to national debt since 2018. Germany - a country with major economic woes - added ‘just’ 32%.   

Maybe it will never matter.   Maybe MMT is real.   Maybe we just cancel or inflate it out. Maybe career real estate borrowers or career politicians aren’t the answer.

I have no idea.  Only time will tell.   But it’s going to be fascinating to watch it play out.

He is right: it will be fascinating, and the latest budget deficit data simply confirmed that the day of reckoning will come very soon, certainly sooner than the two years that One River's Eric Peters predicted this weekend for the coming "US debt sustainability crisis."

According to the US Treasury, in February, the US collected $271 billion in various tax receipts, and spent $567 billion, more than double what it collected.

The two charts below show the divergence in US tax receipts which have flatlined (on a trailing 6M basis) since the covid pandemic in 2020 (with occasional stimmy-driven surges)...

... and spending which is about 50% higher compared to where it was in 2020.

The end result is that in February, the budget deficit rose to $296.3 billion, up 12.9% from a year prior, and the second highest February deficit on record.

And the punchline: on a cumulative basis, the budget deficit in fiscal 2024 which began on October 1, 2023 is now $828 billion, the second largest cumulative deficit through February on record, surpassed only by the peak covid year of 2021.

But wait there's more: because in a world where the US is spending more than twice what it is collecting, the endgame is clear: debt collapse, and while it won't be tomorrow, or the week after, it is coming... and it's also why the US is now selling $1 trillion in debt every 100 days just to keep operating (and absorbing all those millions of illegal immigrants who will keep voting democrat to preserve the socialist system of the US, so beloved by the Soros clan).

And it gets even worse, because we are now in the ponzi finance stage of the Minsky cycle, with total interest on the debt annualizing well above $1 trillion, and rising every day

... having already surpassed total US defense spending and soon to surpass total health spending and, finally all social security spending, the largest spending category of all, which means that US debt will now rise exponentially higher until the inevitable moment when the US dollar loses its reserve status and it all comes crashing down.

We conclude with another observation by CNBC's Brian Sullivan, who quotes an email by a DC strategist...

.. which lays out the proposed Biden budget as follows:

The budget deficit will growth another $16 TRILLION over next 10 years. Thats *with* the proposed massive tax hikes.

Without them the deficit will grow $19 trillion.

That's why you will hear the "deficit is being reduced by $3 trillion" over the decade.

No family budget or business could exist with this kind of math.

Of course, in the long run, neither can the US... and since neither party will ever cut the spending which everyone by now is so addicted to, the best anyone can do is start planning for the endgame.

Tyler Durden Tue, 03/12/2024 - 18:40

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Government

Buried Project Veritas Recording Shows Top Pfizer Scientists Suppressed Concerns Over COVID-19 Boosters, MRNA Tech

Buried Project Veritas Recording Shows Top Pfizer Scientists Suppressed Concerns Over COVID-19 Boosters, MRNA Tech

Submitted by Liam Cosgrove

Former…

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Buried Project Veritas Recording Shows Top Pfizer Scientists Suppressed Concerns Over COVID-19 Boosters, MRNA Tech

Submitted by Liam Cosgrove

Former Project Veritas & O’Keefe Media Group operative and Pfizer formulation analyst scientist Justin Leslie revealed previously unpublished recordings showing Pfizer’s top vaccine researchers discussing major concerns surrounding COVID-19 vaccines. Leslie delivered these recordings to Veritas in late 2021, but they were never published:

Featured in Leslie’s footage is Kanwal Gill, a principal scientist at Pfizer. Gill was weary of MRNA technology given its long research history yet lack of approved commercial products. She called the vaccines “sneaky,” suggesting latent side effects could emerge in time.

Gill goes on to illustrate how the vaccine formulation process was dramatically rushed under the FDA’s Emergency Use Authorization and adds that profit incentives likely played a role:

"It’s going to affect my heart, and I’m going to die. And nobody’s talking about that."

Leslie recorded another colleague, Pfizer’s pharmaceutical formulation scientist Ramin Darvari, who raised the since-validated concern that repeat booster intake could damage the cardiovascular system:

None of these claims will be shocking to hear in 2024, but it is telling that high-level Pfizer researchers were discussing these topics in private while the company assured the public of “no serious safety concerns” upon the jab’s release:

Vaccine for Children is a Different Formulation

Leslie sent me a little-known FDA-Pfizer conference — a 7-hour Zoom meeting published in tandem with the approval of the vaccine for 5 – 11 year-olds — during which Pfizer’s vice presidents of vaccine research and development, Nicholas Warne and William Gruber, discussed a last-minute change to the vaccine’s “buffer” — from “PBS” to “Tris” — to improve its shelf life. For about 30 seconds of these 7 hours, Gruber acknowledged that the new formula was NOT the one used in clinical trials (emphasis mine):


“The studies were done using the same volume… but contained the PBS buffer. We obviously had extensive consultations with the FDA and it was determined that the clinical studies were not required because, again, the LNP and the MRNA are the same and the behavior — in terms of reactogenicity and efficacy — are expected to be the same.

According to Leslie, the tweaked “buffer” dramatically changed the temperature needed for storage: “Before they changed this last step of the formulation, the formula was to be kept at -80 degrees Celsius. After they changed the last step, we kept them at 2 to 8 degrees celsius,” Leslie told me.

The claims are backed up in the referenced video presentation:

I’m no vaccinologist but an 80-degree temperature delta — and a 5x shelf-life in a warmer climate — seems like a significant change that might warrant clinical trials before commercial release.

Despite this information technically being public, there has been virtually no media scrutiny or even coverage — and in fact, most were told the vaccine for children was the same formula but just a smaller dose — which is perhaps due to a combination of the information being buried within a 7-hour jargon-filled presentation and our media being totally dysfunctional.

Bohemian Grove?

Leslie’s 2-hour long documentary on his experience at both Pfizer and O’Keefe’s companies concludes on an interesting note: James O’Keefe attended an outing at the Bohemian Grove.

Leslie offers this photo of James’ Bohemian Grove “GATE” slip as evidence, left on his work desk atop a copy of his book, “American Muckraker”:

My thoughts on the Bohemian Grove: my good friend’s dad was its general manager for several decades. From what I have gathered through that connection, the Bohemian Grove is not some version of the Illuminati, at least not in the institutional sense.

Do powerful elites hangout there? Absolutely. Do they discuss their plans for the world while hanging out there? I’m sure it has happened. Do they have a weird ritual with a giant owl? Yep, Alex Jones showed that to the world.

My perspective is based on conversations with my friend and my belief that his father is not lying to him. I could be wrong and am open to evidence — like if boxer Ryan Garcia decides to produce evidence regarding his rape claims — and I do find it a bit strange the club would invite O’Keefe who is notorious for covertly filming, but Occam’s razor would lead me to believe the club is — as it was under my friend’s dad — run by boomer conservatives the extent of whose politics include disliking wokeness, immigration, and Biden (common subjects of O’Keefe’s work).

Therefore, I don’t find O’Keefe’s visit to the club indicative that he is some sort of Operation Mockingbird asset as Leslie tries to depict (however Mockingbird is a 100% legitimate conspiracy). I have also met James several times and even came close to joining OMG. While I disagreed with James on the significance of many of his stories — finding some to be overhyped and showy — I never doubted his conviction in them.

As for why Leslie’s story was squashed… all my sources told me it was to avoid jail time for Veritas executives.

Feel free to watch Leslie’s full documentary here and decide for yourself.

Fun fact — Justin Leslie was also the operative behind this mega-viral Project Veritas story where Pfizer’s director of R&D claimed the company was privately mutating COVID-19 behind closed doors:

Tyler Durden Tue, 03/12/2024 - 13:40

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International

Association of prenatal vitamins and metals with epigenetic aging at birth and in childhood

“[…] our findings support the hypothesis that the intrauterine environment, particularly essential and non-essential metals, affect epigenetic aging…

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“[…] our findings support the hypothesis that the intrauterine environment, particularly essential and non-essential metals, affect epigenetic aging biomarkers across the life course.”

Credit: 2024 Bozack et al.

“[…] our findings support the hypothesis that the intrauterine environment, particularly essential and non-essential metals, affect epigenetic aging biomarkers across the life course.”

BUFFALO, NY- March 12, 2024 – A new research paper was published in Aging (listed by MEDLINE/PubMed as “Aging (Albany NY)” and “Aging-US” by Web of Science) Volume 16, Issue 4, entitled, “Associations of prenatal one-carbon metabolism nutrients and metals with epigenetic aging biomarkers at birth and in childhood in a US cohort.”

Epigenetic gestational age acceleration (EGAA) at birth and epigenetic age acceleration (EAA) in childhood may be biomarkers of the intrauterine environment. In this new study, researchers Anne K. Bozack, Sheryl L. Rifas-Shiman, Andrea A. Baccarelli, Robert O. Wright, Diane R. Gold, Emily Oken, Marie-France Hivert, and Andres Cardenas from Stanford University School of Medicine, Harvard Medical School, Harvard T.H. Chan School of Public Health, Columbia University, and Icahn School of Medicine at Mount Sinai investigated the extent to which first-trimester folate, B12, 5 essential and 7 non-essential metals in maternal circulation are associated with EGAA and EAA in early life. 

“[…] we hypothesized that OCM [one-carbon metabolism] nutrients and essential metals would be positively associated with EGAA and non-essential metals would be negatively associated with EGAA. We also investigated nonlinear associations and associations with mixtures of micronutrients and metals.”

Bohlin EGAA and Horvath pan-tissue and skin and blood EAA were calculated using DNA methylation measured in cord blood (N=351) and mid-childhood blood (N=326; median age = 7.7 years) in the Project Viva pre-birth cohort. A one standard deviation increase in individual essential metals (copper, manganese, and zinc) was associated with 0.94-1.2 weeks lower Horvath EAA at birth, and patterns of exposures identified by exploratory factor analysis suggested that a common source of essential metals was associated with Horvath EAA. The researchers also observed evidence of nonlinear associations of zinc with Bohlin EGAA, magnesium and lead with Horvath EAA, and cesium with skin and blood EAA at birth. Overall, associations at birth did not persist in mid-childhood; however, arsenic was associated with greater EAA at birth and in childhood. 

“Prenatal metals, including essential metals and arsenic, are associated with epigenetic aging in early life, which might be associated with future health.”

 

Read the full paper: DOI: https://doi.org/10.18632/aging.205602 

Corresponding Author: Andres Cardenas

Corresponding Email: andres.cardenas@stanford.edu 

Keywords: epigenetic age acceleration, metals, folate, B12, prenatal exposures

Click here to sign up for free Altmetric alerts about this article.

 

About Aging:

Launched in 2009, Aging publishes papers of general interest and biological significance in all fields of aging research and age-related diseases, including cancer—and now, with a special focus on COVID-19 vulnerability as an age-dependent syndrome. Topics in Aging go beyond traditional gerontology, including, but not limited to, cellular and molecular biology, human age-related diseases, pathology in model organisms, signal transduction pathways (e.g., p53, sirtuins, and PI-3K/AKT/mTOR, among others), and approaches to modulating these signaling pathways.

Please visit our website at www.Aging-US.com​​ and connect with us:

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For media inquiries, please contact media@impactjournals.com.

 

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