AgPa #60: Some Advice for Asset Manager Selection

Manager Selection, Deselection, and Termination (2020)
Mark Anson
The Journal of Portfolio Management Fund Manager Selection 2020, 46(5), 6-16, URL

After examining the end of the asset manager selection process (i.e. firing decisions) in the last post, this week’s AGNOSTIC Paper provides a broader overview. The author touches a lot of issues and provides some general advice how to cope with them in practice…

  • Asset owners seem to be bad in hiring and firing managers
  • How to decide about firing a manager
  • Style Drift, Style Clustering, and Fees
  • The very important difference between Alpha and Beta
  • Momentum and Crowding

Read the Full Post

AgPa #59: Why and When Institutional Investors Fire Asset Managers

Forbearance in Institutional Investment Management: Evidence from Survey Data (2023)
Amit Goyal, Ramon Tol, Sunil Wahal
Financial Analysts Journal 79(2), 7-20, URL

As we all know, extracting excess returns from (equity) markets is not so easy. Identifying and monitoring managers who can reliably do that is therefore at least as difficult, if not harder. In particular, deciding whether to continue working with a temporary underperforming manager is often difficult. This week‘s paper examines how institutional reports approach this problem in practice…

  • Institutional investors are more patient than thought
  • Tolerance for underperformance is surprisingly long
  • Sophistication and risk-appetite of investors do matter

Read the Full Post

AgPa #58: International Diversification – Doing the Right Thing is Hard Sometimes

International Diversification—Still Not Crazy after All These Years (2023)
Cliff Asness, Antti Ilmanen, Dan Villalon
The Journal of Portfolio Management 49(6), 9-18, URL/AQR

In the last post (AgPa #57), we have already seen that international diversification is a powerful protection against the higher-than-expected risk of losing real wealth with stocks over the long term. By coincide, three of the OGs from AQR Capital Management also just released an article about the Fors and Againsts of international diversification. Unsurprisingly, I picked that one for this week’s AGNOSTIC Paper…

  • For: Not everyone can invest in the best-performing market
  • Against: Everything crashes together
  • For: Historic returns don’t show changes in valuation
  • For: Valuation levels should eventually matter
  • For: International diversification provides opportunities for active investors

Read the Full Post

AgPa #57: Stocks for the Long-Run – Riskier Than Thought

Stocks for the long run? Evidence from a broad sample of developed markets (2022)
Aizhan Anarkulova, Scott Cederburg, Michael S. O’Doherty
Journal of Financial Economics 143(1), URL/SSRN

Stocks for the Long-Run – this is not only the title of Jeremy Siegel’s popular book but also a well-established idea among investors. If you can wait long enough and don’t need your money on the way, just put it in a diversified index fund and wait. This week’s AGNOSTIC Paper challenges this simple advice and shows that even over very long periods, the chance of losing money with stocks can be higher than previously thought…

  • History offers some scary events of wealth-destruction
  • The US equity market is not necessarily representative
  • Global diversification helps tremendously

Read the Full Post

AgPa #56: The Equity Risk Premium of Small Businesses

Small Business Equity Returns: Empirical Evidence from the Business Credit Card Securitization Market (2023)
Matthias Fleckenstein, Francis A. Longstaff
The Journal of Finance 78(1), URL

In 2020, there were more than 31M small private businesses in the US. Even though the estimated value of those businesses is “just” $12T, the sheer number is astonishing when compared to about 4,000 tradable US stocks (excluding penny stocks). For stocks, we typically use measures like returns, multiples, and volatilities. But given the lack of daily prices, it is difficult to calculate those measures for small private businesses. This week’s AGNOSTIC Paper is an attempt to change that…

  • Small businesses had an equity risk premium of 10.7% and a volatility of 56%
  • Robustness: the model generates plausible results for S&P 500 stocks

Read the Full Post

AgPa #55: Backtests in the Age of Machine Learning

A Backtesting Protocol in the Era of Machine Learning (2019)
Rob Arnott, Campbell R. Harvey, Harry Markowitz
The Journal of Financial Data Science Winter 2019, URL/SSRN/PDF

I have already written about the pitfalls of research in asset management and the importance of good research practices for the application of machine learning. This week’s AGNOSTIC Paper takes this idea even further and provides a seven-point protocol for empirical research in finance.

Exhibit 2 of Arnott et al. (2019).

Read the Full Post

AgPa #54: Transitory Inflation

How Transitory Is Inflation? (2023)
Rob Arnott, Omid Shakernia
The Journal of Portfolio Management April 2023, URL/Research Affiliates/SSRN

Full disclosure: I am generally skeptic about macro forecasts and I don’t think statements like “We had the same situation in 1980 and therefore things will develop like XYZ.” are much helpful. In economics, two situations are never exactly the same and we humans are very good when it comes to finding patterns in essentially random data. However, given how important the topic over the last years was and still is, I couldn’t resist the temptation. This week’s AGNOSTIC Paper is a little scenario analysis how “transitory” inflation actually was in the past.

  • Transitory inflation would be a historical best-quintile outcome
  • Historically, it took >5 years to get >8% inflation down to 3%

Read the Full Post

AgPa #53: Investing in Interesting Times

Investing in Interesting Times (2023)
Annti Ilmanen
The Journal of Portfolio Management Multi-Asset Special Issue 2023, URL/AQR

Almost exactly one year ago, Antti Ilmanen (Partner at AQR Capital Management) released his outstanding book Investing Amid Low Expected Returns: Making the Most When Markets Offer the Least. The book is (in my opinion) a must-read and the timing couldn’t have been better. Many of the key themes began to materialize in 2022. Given how much markets have changed since then, Antti released a few updates for six of his major ideas in this week’s AGNOSTIC Paper.

  • The low expected return challenge
  • Investors’ response to low expected returns – private markets
  • What happened in 2022 and where we stand now
  • Long-only versus long-short strategies
  • Downside protection via trend-following

Read the Full Post

AgPa #52: Happier Employees, Better Returns?

Employee Satisfaction and Long-Run Stock Returns, 1984–2020 (2022)
Hamid Boustanifar, Young Dae Kang
Financial Analysts Journal 78(3), URL/SSRN

A common sales-pitch of ESG strategies is the idea that those strategies not only do good for the planet and other stakeholders, but also generate higher returns. I am generally skeptic about this, but there are studies showing that certain ESG variables historically indeed predicted higher returns. A prominent example for this is the paper on employee satisfaction by Alex Edmans (2011). This week’s AGNOSTIC Paper is an out-of-sample test of this study with somewhat more thorough testing.

  • “Best Companies” outperformed several benchmarks
  • “Best Companies” outperformed during crises and out-of-sample
  • Quality and Low-Risk factors explain some of the premium on “Best Companies”

Read the Full Post

AgPa #51: Short Sellers vs. Firms

Go Down Fighting: Short Sellers vs. Firms (2012)
Owen A. Lamont
The Review of Asset Pricing Studies 2(1), URL

I like controversial and (in my opinion) misunderstood topics and this week’s AGNOSTIC Paper examines the next big one: short selling. The paper is unfortunately already more than 10 years old, but it is still a go-to reference for short selling. Apart from that, the fights between firms and short sellers are also quite entertaining – at least from an outsider’s perspective…

  • Short-seller-fighting firms tend to massively underperform
  • The results are robust after controlling for the major factors

Read the Full Post