After a recent investment/implementation discussion, I decided to do a deep dive on all the recent literature and research around active vs passive management, portfolio construction, rebalancing, and methods in building optimal, risk-adjusted portfolios. As we always are looking to improve our process, I really wanted to understand all of the existing data and apply it to our existing thinking and practices. In reading over 100 published white papers and articles from various investment journals, my take-aways are summarized below (citations included):
- The active vs passive debate is better characterized as a comparison of low-fee vs high-fee strategies (and all in-between).
- The lowest cost, passive strategies are market-cap weighted and therefore systemically overweight the larger-cap index constituents and heavily exposed to the momentum factor (as an underlying security increases in price the allocation to that security goes up).[i] [ii]
- The negative press around active management is generally focused on mutual funds, which have an average fee of over 1% in equities category and over .80% in bonds.[iii] Active managers on average outperform their indices before fees and underperform after (average outperformance is 35-50 bps).[iv] [v][vi] [vii] [viii]
- Separately managed accounts outperform like mutual funds by ~25-35 bps/year.[ix] Tax-management in active strategies can add additional alpha not available in purely passive strategies.[x] [xi]
- These results are consistent across equity and bond managers.[xii] [xiii] [xiv] [xv]
- Unlike equities, bond ETFs have failed to keep up with their underlying indices due to underperformance during high volume sell-offs. This underperformance can take months to correct and, in some cases, never fully does.[xvi]
- There are qualities of active management that have consistently correlated with future outperformance, including:
- High Active Share (difference in holdings/weighting from the underlying benchmark).[xvii]
- Concentration and a lower number of total holdings.[xviii] [xix]
- Managers’ personal capital in the strategy/fund.[xx]
- Patient investors with longer-term hold periods (average hold of at least two years).[xxi]
- Broader mandates and more flexibility in terms of company country, size, and style box.[xxii] [xxiii]
- History of positive upside to downside capture ratio.[xxiv]
- Global equity managers, along with micro/small and emerging market managers, are more likely to outperform than other sub-classes. [xxv] [xxvi] [xxvii] [xxviii] They have also outperformed institutional asset allocators attempting to make the domestic/international/emerging weighting decision.[xxix]
- Diversifying amongst factors is more important than style-box (growth/value), size (small/large), or country (domestic/international).[xxx] [xxxi]
- By combining strategies that meet the above criteria and have different, complementary factor exposures one can create portfolios that are more diversified, have lower risk & volatility, and perform better from an absolute and risk adjusted standpoint.[xxxii] [xxxiii] [xxxiv]
- Consistent with better risk adjusted returns coming from more concentrated managers, research suggests that sufficient diversification can be achieved with 30-50 holdings. Most research agrees that there are diminishing returns beyond 200 securities (some argue that this occurs at lower thresholds).[xxxv] [xxxvi] [xxxvii] [xxxviii]
- In terms of initial implementation and deployment of capital, buying into the market based on Z-score moves (standard deviations) reduces volatility and drawdowns but on average hurts total return.[xxxix]
- After the initial mean-variance optimization based on desired risk/return, standard asset class volatility bands can set as rebalancing parameters. This linear approach has outperformed traditional rebalancing techniques.[xl] [xli] [xlii] [xliii] [xliv] [xlv]
Additional Thoughts
Addressing the passive/active discussion, regardless of the underlying vehicle/strategy the advisor/client will have to make allocation and rebalancing choices. For example, the purest passive exposure (a global equity & global bond ETF) still requires an initial allocation decision and that of when/how to rebalance (and when when/how to overweight/underweight if any tactical opinions are expressed). As the allocation gets more granular, choices on the equity side include domestic vs international, small vs large, growth vs value, and/or underlying factor exposure. These decisions exist on the fixed income side, as well as additional considerations like asset class (munis/corporates/MBS/ABS/etc), credit rating and quality, and duration.
Another reason we like global strategies and those with the flexibility and freedom in their mandate is that the decision to overweight/underweight a certain country/style/size/factor is driven by the attractiveness of the underlying investment opportunities, not a mandate or restriction imposed by the allocator.
Our Approach
Consistent with the findings above, we believe that by building portfolios of active strategies that complement each other in terms of investment strategy, style (growth/value), size (small/large), and factor exposure, we can construct globally diversified strategies that give us the best chance to outperform over the long run.
(Example of one of the tools we use to drill down on our strategies’ underlying factors)
By employing this strategy on both the growth and value side of equities as well as muni and corporate bonds we end up with an equity portfolio of ~150-200 names and bond portfolio with ~200 holdings. This puts us as the upper range of what research suggests is optimally diversified (we are OK with the additional risk mitigation).
While past performance is not indicative of future results, when I look at the combined performance of our growth, value, muni, and corporate portfolios over the last 5 & 10 years the results do hold. This is hypothetical as these are the managers we are using today (although most we have been investing with for over 5 years). These reports are below.
As a follow-up and for our next meeting I will be applying the above findings and methodology to your portfolio.
I am around to discuss next week. Talk soon.
Connor
[i] The Performance of Exchange-Traded Funds | The Journal of Alternative Investments (pm-research.com)
[ii] Factor Momentum and the Momentum Factor - EHSANI - 2022 - The Journal of Finance - Wiley Online Library
[iii] Fund Fees’ Continued Decline Is a Win for Investors | Morningstar
[iv] Active Managers Are Skilled by Jonathan Berk, Jules H. van Binsbergen :: SSRN
[v] Measuring Skill in the Mutual Fund Industry by Jonathan Berk, Jules H. van Binsbergen :: SSRN
[vi] Challenging the Conventional Wisdom on Active Management: A Review of the Past 20 Years of Academic Literature on Actively Managed Mutual Funds by Martijn Cremers, Jon A. Fulkerson, Timothy B. Riley :: SSRN
[vii] fidelityrek051315.pdf (morningstar.com)
[viii] Fund Selection: Sense and Sensibility: Financial Analysts Journal: Vol 78, No 3 (tandfonline.com)
[ix] Tailored versus Mass Produced: Portfolio Managers Concurrently Managing Separately Managed Accounts and Mutual Funds - Chen - 2017 - Financial Review - Wiley Online Library
[x] Tax-Managed Factor Strategies: Financial Analysts Journal: Vol 75, No 2 (tandfonline.com)
[xi] Full article: The Tax Benefits of Separating Alpha from Beta (tandfonline.com)
[xii] Why Have Actively Managed Bond Funds Remained Popular? by Jaewon Choi, Martijn Cremers, Timothy B. Riley :: SSRN
[xiii] Municipal Bond Mutual Fund Performance and Active Share | The Journal of Investing (pm-research.com)
[xiv] EconStor: On the valuation skills of corporate bond mutual funds
[xv] The performance of US bond mutual funds - ScienceDirect
[xvi] Unintended Consequences of Corporate Bond ETFs: Evidence from the Taper Tantrum | The Review of Financial Studies | Oxford Academic (oup.com)
[xvii] Active Share and the Predictability of the Performance of Separate Accounts by Martijn Cremers, Jon A. Fulkerson, Timothy B. Riley :: SSRN
[xviii] Active Share and the Three Pillars of Active Management: Skill, Conviction, and Opportunity: Financial Analysts Journal: Vol 73, No 2 (tandfonline.com)
[xix] The Decision to Concentrate: Active Management, Manager Skill, and Portfolio Size | The Journal of Portfolio Management (pm-research.com)
[xx] Portfolio Manager Ownership and Mutual Fund Risk Taking | Management Science (informs.org)
[xxi] Full article: Investing for long-term value creation (tandfonline.com)
[xxii] Chains of Finance: How Investment Management is Shaped - Diane-Laure Arjaliès, Philip Grant, Iain Hardie, Donald MacKenzie, Ekaterina Svetlova - Google Books
[xxiii] Why Global Equity Funds Outperform - ProQuest
[xxiv] Capture Ratios: Seizing Market Gains, Avoiding Losses, and Attracting Investors’ Funds | The Journal of Investing (pm-research.com)
[xxv] Journal of Indexes - The Case for Global Stock Portfolios.Paper.pdf (aperiogroup.com)
[xxvi] How Global Is Your Mutual Fund? International Diversification from Multinationals | The Review of Financial Studies | Oxford Academic (oup.com)
[xxvii] Evaluating Opportunities in Active Management | The Journal of Investing (pm-research.com)
[xxviii] Are Investors Better Off with Small Hedge Funds in Times of Crisis? by Andrew Clare, Dirk Nitzsche, Nick Motson :: SSRN
[xxix] Global Equity Fund Performance: An Attribution Approach: Financial Analysts Journal: Vol 73, No 1 (tandfonline.com)
[xxx] Asset Allocation Via Clustering or, Just How Useful Is My Stylebox? And Are Most Hedge Funds Really the Same? by Robert D. Stock :: SSRN
[xxxi] Portfolio Optimization with Active, Passive, and Factors: Removing the Ad Hoc Step | The Journal of Portfolio Management (pm-research.com)
[xxxii] .Portfo nbnfioulu-202011203162.pdf lios of actively managed mutual funds - Riley - 2021 - Financial Review - Wiley Online Library
[xxxiii] The Characteristics of Factor Investing | The Journal of Portfolio Management (pm-research.com)
[xxxiv] Another Look at the Performance of Actively Managed Equity Mutual Funds by David Blitz, Joop Huij :: SSRN
[xxxv] Asymmetric Jump Beta Estimation with Implications for Portfolio Risk Management by Vitali Alexeev, Giovanni Urga, Wenying Yao :: SSRN
[xxxvi] Diversification Measures and the Optimal Number of Stocks in a Portfolio: An Information Theoretic Explanation | SpringerLink
[xxxvii] nbnfioulu-202011203162.pdf
[xxxviii] JRFM | Free Full-Text | How Many Stocks Are Sufficient for Equity Portfolio Diversification? A Review of the Literature (mdpi.com)
[xxxix] Buy the Dip by Thomas Shohfi, Majeed Simaan :: SSRN
[xl] Mean–Variance Optimization for Asset Allocation | The Journal of Portfolio Management (pm-research.com)
[xli] Dynamic Portfolio Choice with Linear Rebalancing Rules | Journal of Financial and Quantitative Analysis | Cambridge Core
[xlii] Big Data in Portfolio Allocation: A New Approach to Successful Portfolio Optimization | The Journal of Financial Data Science (pm-research.com)
[xliii] Optimal Rebalancing in a Volatile World | Sellwood Consulting LLC
[xliv] Determining the Optimal Rebalancing Frequency | WiserAdvisor.com
[xlv] Are There Better Strategies Than Dollar Cost Averaging? (suredividend.com)