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Conservatism: reducing the risk of the profitability factor

Conservatism: reducing the risk of the profitability factor

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February 1, 2023
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Profitability metrics are often the main focus when looking for high-quality stocks. But profitability is not a defensive factor and can expose investors to a company’s aggressive profit-seeking, among other unwanted risks.

So how can such risks be mitigated? By incorporating an additional quality dimension that we classify as Conservatism. By combining Return and Conservatism, we can reduce the downside risk of a portfolio and improve its risk-adjusted return over the long term.

Profitability is not “defensive”

Profitability and quality are often used interchangeably. That’s understandable. Several influential academic studies, including The Five Factor Model by Eugene F. Fama and Kenneth R. French, have Profitability as a patrimonial factor. Outside of academia, however, quality has a broader definition that extends beyond simple profitability. Thematically, quality is a “defensive equity factor” that should provide downside protection during bear markets.

This raises the question: Does Profitability offer similar fall protection? To answer this, we examined the historical performance of various factor strategies using several conventional industry profitability metrics. These include earnings, return on equity (ROE), return on invested capital (ROIC) and return on assets (ROA) of Fama and French. We rank and rank all stocks within the Russell 1000 universe according to their Performance scores and then build portfolios that mimic factors by taking the top quintile of stocks with the highest scores and weighting them equally. We rebalance factor strategies on a monthly basis and calculate their performance from January 1979 to June 2022.


Historical performance of the profitability factor

Fame–French Profit ROE ROIC LONG russell 1000
annualized return 14.2% 14.2% 14.0% 13.4% 10.1%
annualized volatility 17.2% 17.4% 17.1% 17.3% 15.3%
Sharpe ratio 0.58 0.58 0.57 0.53 0.39
maximum reduction –53.6% –55.3% –53.0% –61.6% –51.1%
Upside Catch Ratio 1.12 1.14 1.12 1.08 –
Down catch ratio 1.03 1.05 1.03 1.02 –
Source: Northern Trust Quant Research, FactSet, Russell 1000, January 1979 to June 2022

Our analysis shows that all four Profitability strategies generated positive excess returns relative to the Russell 1000. But all experienced higher maximum dips than the benchmark and had a dip-catch ratio greater than 1. As such, the Profitability strategies could not provide protection against falls.

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The case for conservatism

These results demonstrate that a profit-focused view of quality can lead to increased downside risk. Why? Because the overemphasis on Profitability encourages companies to assume excessive leverage, engage in empire-building activities, among other profit-seeking activities. A profitable but highly leveraged company may be at higher risk of default or bankruptcy when financial stress increases amid economic downturns.

Minimizing such risks requires a multidimensional approach that incorporates conservatism in quality design. We look for firms with high levels of profitability that also display greater financial conservatism. That means lower leverage, stronger balance sheets, more conservative asset growth, etc.

To illustrate the process, we examine the performance of various metrics of return and conservatism during the global financial crisis in 2008 and the COVID-19 crisis in 2020. The graph below shows the annualized return differentials between portfolios mimicking top quintile factors and equally weighted lower during market dips. We found that profitability metrics led to negative credit differentials. For example, ROE, ROIC and ROA had return spreads of -25% to -37% during the recent COVID crisis. By contrast, all conservatism metrics had positive performance differentials during both stress events.


Profitability versus conservatism during crises

Note: Prudent Capex Growth prefers low CAPEX growth over high CAPEX growth.
Source: Northern Trust Quant Research, FactSet, Russell 1000

Next, we demonstrate the defensive characteristic of conservatism with scatter plots and fitted polynomial curves for both Profit and Profit plus Conservatism. The fitted curves illustrate that the convexity of Profitability improved from -0.11 to +0.04 when combined with Conservatism. Positive convexity, or the smile effect, is the defensive characteristic that drives factor outperformance in both rising and falling markets.


Convexity of factor returns

Note: Profitability is based on composite metrics of ROA, ROE, ROIC, and Profit. Conservatism is based on composite metrics of CAPEX growth, leverage, and cash holdings.
Source: Northern Trust Quant Research, FactSet, Russell 1000

Finally, we update the first chart by adding our Returns Plus Conservatism portfolio. We found that the composite factor offered much better downside protection and risk-adjusted returns than simpler return metrics. The Profitability Plus Conservatism portfolio had a lower maximum drawdown and a higher risk-adjusted return.


The profitability factor plus conservatism

Fame-
French
Profit
ROE ROIC LONG comp-
Teddy
Profit-
abilityone
Profit-
ability +
conserve-
atism2
russell
1000
Annualized
Return
14.2% 14.2% 14.0% 13.4% 14.1% 15.0% 10.1%
Annualized
Volatility
17.2% 17.4% 17.1% 17.3% 16.9% 16.6% 15.3%
Sharpe
Relationship
0.58 0.58 0.57 0.53 0.58 0.65 0.39
Maximum
Reduction
–53.6% –55.3% –53.0% –61.6% –51.8% –49.0% –51.1%
upside down
Capture
Relationship
1.12 1.14 1.12 1.08 1.10 1.13 –
Bottom
Capture
Relationship
1.03 1.05 1.03 1.02 1.01 0.99 –
1. Composite profitability consists of equally weighted Fama-French Profit, ROE, ROIC and ROA;
2. Conservatism profitability consists of equally weighted profitability metrics and conservatism metrics.
Source: Northern Trust Quant Research, FactSet

Conclution

The academic literature may treat Profitability and Quality as synonymous, but our research shows that they are far from being analogous. High-yield stocks can be affected by excessive leverage, aggressive business models, etc. When crises hit, they may not provide much of a safety net.

But conservatism can add that extra dimension to quality, potentially leading to higher risk-adjusted returns.

Other reading

Fame, Eugene F. and Kenneth R. French. “The cross section of the expected returns of the stocks.” The Finance Journal.

Novy-Marx, Robert. “The Other Side of Value: The Gross Return Premium.” financial economics magazine.

Hsu, Jason, Vitali Kalesnik, and Engin Kose. “What is quality?” Financial Analysts Magazine.

If you liked this post, don’t forget to subscribe to the Entrepreneurial Investor.


All messages are the opinion of the author. As such, they should not be construed as investment advice, nor do the opinions expressed necessarily reflect the views of CFA Institute or the author’s employer.

Image Credit: ©Getty Images/photonaj


Professional Learning for CFA Institute Members

CFA Institute members are empowered to self-determine and self-report professional learning (PL) credits earned, including content in Entrepreneurial Investor. Members can easily register credits using their online PL tracker.

Daniel Colmillo, CFA

Daniel Fang, CFA, is vice president of The Northern Trust Company, Chicago and a senior quantitative research analyst responsible for the research, design and development of quantitative equity, fixed income and multi-asset strategies. Fang brings more than 13 years of quantitative finance experience in the areas of quantitative research, portfolio management. and risk modeling. Prior to joining Northern Trust, Fang was a research analyst at Nuveen Investments, where he co-managed two income funds and worked on asset valuation and asset allocation research. Prior to Nuveen, he spent four years at Allstate Investments as a quantitative researcher focused on asset allocation, derivatives modeling, and risk management. Fang began his career in finance at Group One Trading, a CBOE-designated options trading firm in Chicago, in 2009. He has an MS in financial mathematics from the University of Chicago and a BS in hydraulic engineering from Tsinghua University, China. Fang also studied in a civil engineering doctoral program at the Georgia Institute of Technology.

Rob Lehnherr, CFA

Rob Lehnherr, CFA, is head of quantitative equity research at Northern Trust Asset Management. He is responsible for NTAM’s factor-based research and product development. Prior to joining Northern Trust, Lehnherr was a member of the asset allocation research team at Allstate Investments, LLC. He received an MBA from the University of Chicago as an Amy and Richard F. Wallman Scholar, specializing in analytical finance and econometrics. Lehnherr has a bachelor’s degree from the University of Iowa, where he studied computer science. He is a member of the CFA Society Chicago.

Tags: ConservatismfactorprofitabilityreducingRisk
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