White papers and research exploring quantitative investment management and quant strategies. Quantitative investing research in this section includes academic papers on portfolio optimisation, articles on quant equity strategies for model-driven alpha creation, managing index funds, papers on derivatives pricing, articles on performance attribution analysis and other forms of qiantiative investment analysis. Quantitiative investing styles continue to gain ground as computing power increases and big data and AI approaches become more viable. The "tools" component of this section refers to investment tools which help portfolio managers to do their job. For instance, ETFs may be considered a "tool" to make... a short term allocation to specific asset class or strategy. Investment technology is a "tool" used throughout the investment process. This heading includes research on alpha creation, including: quantitative approaches to asset allocation and investment technology, Big Data, and the role of technology within asset management. For lists of white papers on specific quant topics - such as index investing, derivatives pricing, attribution analysis or trading models for alpha generation - please use the search menu at the top or click on the appropriate selection in the topic menu.
Published in the Financial Analysts Journal the flagship publication of CFA Institute
The average monthly premium of the Market return over the one-month T-bill return is substantial, as are average premiums of value and small stocks over Market. As the return horizon increases, premium distributions become more…
In this paper for the Journal of Portfolio Management, Robert D. Arnott, Denis B. Chaves, and Tzee-man Chow examine the interplay that exists between the Shiller P/E ratio and the macroeconomy.
Long-term investors often passively track a strategic asset allocation benchmark whose weights across the various asset classes remains constant over a multi-year horizon (usually 10, 15 years, or longer). Specialist teams, internal or external, may be setup to add an active overlay portfolio in the form of a tactical asset…
This influential paper is Mebane Faber's update to his 2006 version. It incorporates new data from the period 2008-2012. The paper investigates how well the original work has held up since publication. Faber finds that overall, the models achieve equity-like returns with bond-like volatility and drawdowns, which was his…
As a part of its 9th annual US ETF Study, Greenwich Associates interviewed 181 institutional investors on the utility of ETFs for portfolio construction purposes, finding that ETFs are now considered as a primary means of obtaining fixed income exposures within institutional portfolios. Liquidity, ease of use, speed of…
Climate change presents a potential systemic risk to the financial system. This 60-page guide by the Institutional Investors Group on Climate Change aims to serve as a ‘how-to guide’ for institutional investors who are beginning to construct and conduct scenario analysis.
Investment firms face a future in which change is accelerating
In this interactive report, we set out the changing landscape for investment management and analyze how firms can adapt their models to succeed in the future environment. The report is informed by a survey of CFA Institute members. Among those surveyed,…
Authored by Savvy Investor and sponsored by Robeco, this 24-page special report is designed as a go-to resource for anyone interested in factor investing, covering a host of different factor investing issues in a short timespan.
The report explains the academic underpinning to factor investing, and describes how a…
Institutional investors can’t ignore the role of factors within portfolio construction. When harnessed correctly, factors can enhance portfolio diversification and performance relative to traditional market-cap indexes. Our new research paper helps institutional investors ask the right questions and develop a deeper…
Collected interviews with high-profile factor investing experts, who bring an original contribution to the discussion. The concept of factor investing dates back to the 1970s, but it has only been gaining traction over the past few years. Factor-based allocation has its roots in the vast amount of empirical findings,…
Many researchers have studied the relationship between companies with strong environmental, social and governance (ESG) characteristics and corporate financial performance. A major challenge has been to show that positive correlations — when produced — provide explanations for the behavior. As the classic phrase used by…
Investors may need to vary between using local and regional models, if using factors for alpha generation. They should pay attention to pure risk factors; and 'alpha factor users' should not panic when returns to factors go negative, nor should they expect the good times to last forever.
Should investors try to time their exposure to different factors? Factor-based strategies have become increasingly popular in recent years. But how to implement them in practice still remains a puzzle for many newcomers. Deciding whether to tactically monitor and adjust exposures to different factors and, if so, how to go…
This 31-page paper appears in CFA Institute's Financial Analysts Journal. It examines the topic of ETF pricing inefficiencies. Despite the arbitrage mechanism that allows authorized participants to create and redeem shares for the underlying portfolios, ETF prices can deviate significantly from the net asset values.…
In a world where alpha can seem scarce, active small-cap managers continue to outperform their benchmarks in an impressive way. But why? Investors have a general sense small caps are riskier and less efficient, but how these characteristics contribute to more alpha opportunities remains unclear. At QMA, we think it’s…
This survey reveals compensation levels across a variety of investment roles, covering marketing and distribution, investment analysis, finance, risk & compliance, and investment operations. The analysis is split by role and experience.
This paper appeared in CFA Institute's Financial Analysts Journal. Combining long-only-constrained factor subportfolios is generally not a mean–variance-efficient way to capture expected factor returns. For example, a combination of four fully invested factor subportfolios—low beta, small size, value, and momentum—captures…
Illiquidity risk is a potentially appealing means of generating additional yields in a low-return world. The authors of this 10-page document discuss three different dimensions of illiquidity risk premium that investors should demand for a given asset.
The authors of this very interesting paper discuss why considering diversification and risk independently may help investors build more efficient portfolios. They argue that asset allocators should rethink the impact of low volatility diversifiers in higher risk portfolios. Some low vol asset classes (e.g. hedge funds) may…
Can investors time markets - or factors? Is it worth trying? Passive factor investing is usually implemented on a fee scale somewhere in-between the normal levels for active and traditional passive management. But factor timing creates the potential for skill-based alpha, which justifies higher fees.
