Perspective

A Fanatic is One Who Can't Change his Mind and Won't Change the Subject

1 1 Close That quote is attributable to Churchill. As you might guess after reading this, I am not sure if I’m referring to Rob, myself, or both of us. Ok, certainly I should be included. Though, while you could be forgiven for thinking otherwise, I promise I’d truly love to stop iterating on this one and have it addressed and resolved one way or the other.

Topics - Factor/Style Investing Multi-Style Trading

${ numberSection } ${ text }
A Fanatic is One Who Can't Change his Mind and Won't Change the Subject

In his latest whitepaper, Rob Arnott is still repeating things like this: “We point out that some of these factors owe much (or all) of their past efficacy to rising relative valuations.” It’s not a minor assertion but one of his central themes. It was the main topic of the first major paper in his recent wave of “most of the factors are overpriced, data mined, and doomed, save only for the value factor which I still occasionally rename and claim as my own” series, and he returns to it here.

I have lots of disagreements with Rob on a variety of topics connected to these issues. But, most of the disagreements are of degree and not of kind, and there are even some important agreements. For instance, I think he overstates the power of pure price-based contrarian factor timing and understates how correlated such timing is to the simple value factor itself. Though, as a related yet separate issue, I have often noted that even if factors are not expensively priced versus history (and most are not right now) simply being more well-known than in the past increases their short-horizon left-tail. I believe I’m a realist and not a cheerleader and Rob and I do share some of these worries. I also agree with much of his firm’s recent work arguing that value investing is far from dead. I would, in particular, also agree with his consistently reminding us that many investors, to their harm, tend to chase 3-5 year performance (what I’ve called momentum timing done at a value time horizon in peeve #3). When Rob tries to talk investors out of chasing 3-5 year factor performance he’s quite simply doing the Lord’s work. Now, where we differ here is I don’t think you should do too much of the opposite either. But, even if I disagree on the power of contrarian factor timing, at least here I think he is getting the sign right. 2 2 Close That is, if you have to time this way, sell expensive and buy cheap.  Frankly, all considered, on most issues we agree on more than we disagree (though admittedly I don’t always make that clear enough!).

Which brings us to this important exception: On his assertion that factors “owe much (or all) of their past efficacy to rising relative valuations,” there isn’t, as yet, any such ground for agreement or even reasonable disagreement. Let’s step back. Many worry about too much data mining among academics and practitioners to find factors. Rob worries about it and so do I. If that is all he was saying here we’d be copacetic. But he’s going much further than such general worries about data mining. With this and many other similar statements, he is saying that he has identified and quantified the specific thing misguided factor researchers data mine over — richening valuations — and that this is such a huge effect that much of the quantitative investing community is misled (and thus actually at least a tad incompetent). This is not minor stuff. He says it over and over throughout recent work. He said it in the first and now in this latest paper in this series. He says it in conference talks and webinars 24/6 (on Sunday he rests). Yet, he’s quite clearly wrong, has been shown this, and doesn’t moderate what he’s saying or respond to said evidence. If I seem frustrated by all this I readily admit it!In fact, as I discuss in my “Philippic” the idea that rising (or falling) valuations could influence a backtest can have teeth under the combination of a) a slow turnover factor, b) a relatively short period, or c) an end point where valuation is very extreme. An example is a, say, < 20 year backtest of value investing (one of the slower turnover factors) examined at the end of the 1999-2000 technology bubble. At that point you’d find that the return to the value factor is unimpressive or even lousy for precisely the reason Rob focuses on — it cheapened tremendously over that period. However, Rob’s papers are clearly looking at the core set of factors that have backtests going back at least 50-60 years, and he’s clearly talking about these factors (e.g., profitability, low beta, momentum) where none of these three conditions apply (ok, maybe, as shown in my Philippic, profitability has low enough turnover, but valuation changes still don’t matter over the 60 years or so that we can test this one over). However, let me make a prediction. If he ever does respond on this issue he will focus on much shorter backtests (where there are times that richening or cheapening matters). But remember, respected academics (and thoughtful practitioners) usually don’t draw conclusions on the long-run efficacy of a factor based on only a decade or so of data. Most importantly, the main factors being discussed here, and Rob impugns in his various papers, are all indeed testable for much longer periods.

His repeating (and repeating) this specific, very damning, and very broad accusation against most of the factor researching world really surprises me. I thought I put it to bed as “without merit” here by showing that since factor portfolios are dynamic, not static, and part of valuation changes are changes in fundamentals, not price, the effect Rob keeps asserting can only account for a tiny fraction of historical average factor performance, not the near 100% (“or all”) that he alleges. 3 3 Close In fact, as I discuss in my “Philippic” the idea that rising (or falling) valuations could influence a backtest can have teeth under the combination of a) a slow turnover factor, b) a relatively short period, or c) an end point where valuation is very extreme. An example is a, say, < 20 year backtest of value investing (one of the slower turnover factors) examined at the end of the 1999-2000 technology bubble. At that point you’d find that the return to the value factor is unimpressive or even lousy for precisely the reason Rob focuses on — it cheapened tremendously over that period. However, Rob’s papers are clearly looking at the core set of factors that have backtests going back at least 50-60 years, and he’s clearly talking about these factors (e.g., profitability, low beta, momentum) where none of these three conditions apply (ok, maybe, as shown in my Philippic, profitability has low enough turnover, but valuation changes still don’t matter over the 60 years or so that we can test this one over). However, let me make a prediction. If he ever does respond on this issue he will focus on much shorter backtests (where there are times that richening or cheapening matters). But remember, respected academics (and thoughtful practitioners) usually don’t draw conclusions on the long-run efficacy of a factor based on only a decade or so of data. Most importantly, the main factors being discussed here, and Rob impugns in his various papers, are all indeed testable for much longer periods. There’s more to it than this short summary but, if interested, you will have to read the original as to do it all again here would take years and cost millions of lives.

It goes without saying that I may indeed be wrong. But, if so, Rob and team should demonstrate it. Frankly, he should either retract his oft made assertions or support them. But, at this point I’ve been beaten down and would settle for something much weaker than those two alternatives: just stop repeating the falsehood anew! That has yet to happen.

If I wrote something, and Rob went to great pains to demonstrate I was wrong, I’d either publicly admit it (we all make mistakes) or counter with where I think he, in turn, went astray. But I would not simply repeat the broadside over and over because I liked the story, ignoring a critic of Rob’s stature (I mean this last part honestly and without sarcasm).

 

 

This document is not intended to, and does not relate specifically to any investment strategy or product that AQR offers. It is being provided merely to provide a framework to assist in the implementation of an investor’s own analysis and an investor’s own view on the topic discussed herein.

This document has been provided to you solely for information purposes and does not constitute an offer or solicitation of an offer or any advice or recommendation to purchase any securities or other financial instruments and may not be construed as such. The factual information set forth herein has been obtained or derived from sources believed by the author and AQR Capital Management, LLC (“AQR”) 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. This document is not to be reproduced or redistributed to any other person. The information set forth herein has been provided to you as secondary information and should not be the primary source for any investment or allocation decision. Past performance is not a guarantee of future performance. Diversification does not eliminate the risk of experiencing investment losses. 

This material is not research and should not be treated as research. This paper does not represent valuation judgments with respect to any financial instrument, issuer, security or sector that may be described or referenced herein and does not represent a formal or official view of AQR. The views expressed reflect the current views as of the date hereof and neither the author nor AQR undertakes to advise you of any changes in the views expressed herein. 

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. Charts and graphs provided herein are for illustrative purposes only. The information in this presentation has been developed internally and/or obtained from sources believed to be reliable; however, neither AQR nor the author guarantees the accuracy, adequacy or completeness of such information. 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. Diversification does not eliminate the risk of experiencing investment losses.

The information in this paper 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 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.