Anil Rao is an Executive Director in the Equity Solutions Research team. He works with asset owners and managers on using MSCI indexes and analytics for portfolio management. Anil has an MBA from the University of California at Berkeley and an MS from Columbia University. He holds a BS from the University of California at Los Angeles. He is a CFA® Charterholder.
Research and Insights
Articles by Anil Rao
Do Birds of a Feather Flock Together?2 mins read Quick Take | Nov 8, 2022 |
Traditionally, stock pickers have used analyses such as comparable metrics to identify opportunities. With this in mind, we used MSCI’s Peer Similarity Scores to identify Twitter-like companies following its acquisition and shift to private-firm status.
New Kids on the Bloc: Opportunities in Emerging Markets2 mins read Quick Take | Nov 1, 2022 |
So how can investors approach the challenges ahead for emerging markets? Regional considerations could be insightful.
Crowd Control for Fund Managers5 mins read Blog | Sep 1, 2022 |
Stock markets around the world have heated up this summer. The MSCI ACWI Investable Market Index (IMI) has gained 5% in the third quarter, a partial thaw from its chill when it fell 20% through the first half of the year.
Abenomics’ Impact on Japanese Firms and Global Investors5 mins read Blog | Jul 13, 2022 |
As the world mourns former Japanese Prime Minister Shinzo Abe, we ask: What was his impact on Japanese firms and global investors? To help answer, we look at two key initiatives: competitiveness and profitability, and corporate governance.
Equity Analysts Get Sentiment-al2 mins read Quick Take | Jun 30, 2022 |
Earnings estimates have fallen for U.S. firms, potentially indicating that recession fears may be influential. We analyze the impact of earnings and ratings as well as areas of the market with the widest range in analyst sentiment.
Is the Energy Trade Running Out of Energy?1 mins read Quick Take | Jun 20, 2022 |
The energy sector has become the most crowded with investors, largely due to rising valuations and short interest. We evaluate the impact of its shrinking base of companies as well as the potential implications for net-zero-aware investors.
Seven Lean Years and Other Lessons from the Last Tech-Stock Correction2 mins read Quick Take | May 23, 2022 |
While the share of U.S. technology firms with a substantial drawdown has risen fast, it is not yet at the level of the early-2000s technology crash. It is, nonetheless, worth examining what lessons we might pull from the wreckage of that time.
Stock Crowding Shifts… Again1 mins read Quick Take | May 12, 2022 |
The U.S. stock market has plunged 15% to start the year, while growth stocks have fallen even farther. Many firms are suffering through historic drawdowns and a resetting of their valuations.
Quality in Times of Crisis5 mins read Blog | Mar 17, 2022 |
Two years into the “pandemic rally,” global equities finally cooled as rising inflation, looming interest-rate hikes and the war in Ukraine spooked equity investors. High-quality firms, however, have been relatively resilient. We examine why.
Which Companies Lost Most in Europe’s Lost Decade?5 mins read Blog | Dec 14, 2021 |
If uncertainties over deglobalization persists, the performance divide between Europe and the U.S. could widen further. Have European firms been more at risk, given they have had more international revenue than U.S. companies?
The Pressure of the Crowd: Stress Testing Thematic Indexes6 mins read Blog | May 17, 2021 |
Some investors may be concerned about crowding within the fast-growing thematic-investing segment. Using MSCI’s stock-crowding model, we identify crowded themes and run stress tests to understand how they might respond to an equity sell-off.
Innovation Remix: Adding Thematics to Equity Programs6 mins read Blog | Apr 14, 2021 |
How can investors incorporate transformative, but volatile thematic investments while seeking to control for valuation and total and active risk? We examine three approaches that improved a portfolio’s “innovation profile” with modest changes to risk.
The Pace of Fast Change: Growth vs. Thematic Investing6 mins read Blog | Mar 16, 2021 |
Investors considering thematic investments to gain exposure to firms whose fortunes may not be captured by fundamental growth measures, may ask: What are the key opportunities – and challenges – that distinguish thematic from growth investing?
Better Together: Policy Benchmarks, Active Equity and ESGResearch Report | Jan 25, 2021 |
As we’ve previously demonstrated, incorporating firm-level ESG characteristics into portfolio construction can preserve, and even improve, risk and return relative to the broad market. Here we follow-up by asking how an allocator can integrate ESG considerations efficiently across multiple portfolios in its equity program.
For target-date funds, hindsight was 40/60Blog | Apr 9, 2020 |
Recent market volatility has been especially unkind to those closest to and early in retirement, as the sequence of returns matters for retirement income. Would low-volatility and ESG investments have benefited target date funds during volatile periods?
Value investing is down. But is it out?Blog | Oct 23, 2019 |
Value stocks generally underperformed the broad U.S. equity market over the past decade — just as they did in the late 1990s. What drove that underperformance? Was it consistent globally? Within U.S. sectors?
Retire in Monte Carlo? Simulating retirement outcomesBlog | Oct 11, 2019 |
Despite global equity performance, U.S. DC plan participants may be ill prepared to meet retirement-spending needs. We assessed four equity-allocation scenarios — including an equity multifactor allocation and integration of ESG views — to see which performed best.
Same target, different destinationsBlog | Jul 31, 2019 |
Target-date funds (TDFs) have gained wide adoption in U.S. defined-contribution plans over the last decade, aided by the proliferation of auto-enrollment features and the funds’ presentation as a “set it and forget it” approach.
Game of Homes: Is winter coming for the domestic-equity bias?Blog | Apr 30, 2019 |
Can we quantify home-bias risk in an allocation? And, what has happened when U.S. stocks ended previous multiyear runs of outperformance?
Watching Beta in Volatile Equity MarketsBlog | Mar 12, 2019 |
The U.S. equity market ended last year with a historic drawdown, and beta stood out as a driver of the market decline. But what happened when those losses starting reversing in early 2019?
Evaluating Emerging-Market Stocks through a Governance LensBlog | Feb 21, 2019 |
Emerging-market stocks generally are perceived to have lower governance standards than their developed-market counterparts. Less transparency is one factor behind this view. Some emerging-market companies may also disadvantage minority shareholders. How can active and index-based investors address these issues?
Beaten-Down BetaBlog | Jan 3, 2019 |
U.S. and international equity markets fell sharply to close out 2018. The MSCI USA Index fell 15% in the fourth quarter alone. (It fell a total of 6% for the year.) As we previously examined, investors began rotating from cyclical sectors and factors to defensive ones in June. This pattern continued, in earnest, until October.
Sector investing in China6 mins read Blog | Nov 14, 2018 |
As the China A shares market has evolved, investors have faced new choices. They can continue with broad allocations to the emerging markets (EM), choose slightly narrower allocations to China and other specific EM countries or consider targeted investments within China through a variety of means.
Weighty Matters: Going Beyond Stock-PickingBlog | Aug 30, 2018 |
Fundamental equity managers have traditionally looked for an edge using various strategies and approaches. Here we examine whether it historically has been possible to manage a fund’s risk exposures without disturbing the underlying investment process.
Can investors win a U.S.-China trade war?Blog | Jul 3, 2018 |
With new tariffs in effect as of July 6, we investigate our earlier assertion that “while an expanded trade war could lead to a ‘lose-lose’ outcome, there could be greater impact for stocks in the U.S. Overall, they are more exposed to the Chinese economy than the other way around.”
International small caps are alive and kicking4 mins read Blog | Jun 11, 2018 |
Investors eager to write the obituary of the size premium might want to put down their pens. Small-cap stocks in developed markets outside the U.S. have been on a decade-long run of outpacing their large- and mid-cap counterparts.
Understanding Factor Exposures When Markets Become VolatileBlog | Feb 9, 2018 |
How did different equity factors fare during the past week’s market turmoil? When markets are gyrating, it can be difficult to figure out just what is happening. Real-time data provides greater insight into market events as they unfold.
Diverging emerging markets: global equity markets in 2017Blog | Jan 12, 2018 |
The emerging markets rally, the U.S. dollar’s depreciation and the resurgence of global growth were the top three drivers behind a double-digit rally in global equities last year. Stocks were led by the MSCI Emerging Markets Index’s 38% return. Developed markets, as represented by the MSCI World Index, returned 23% last year. As we enter 2018, investors will monitor whether these themes continue into the New Year.
Using factors in international investingBlog | Nov 8, 2017 |
Over the last decade, asset owners have implemented factor investment programs with a focus on domestic markets. Increasingly, they are also funding equity factor programs in international markets. Two catalysts are driving this trend. First, there has been a steady erosion in asset owners’ home biases, leading to more indexed and active international mandates. Second, investment committees and boards of trustees have become more comfortable with using factors as a complement to core indexed...
Fast-moving Markets: Revisiting the August 2007 Quant Crunch in Real TimeBlog | Aug 2, 2017 |
When markets get volatile, stock prices can move very quickly in a short period. As we saw in the August 2007 “quant liquidity crunch”— now about to mark its 10-year anniversary — many quantitative equity managers could have benefitted from getting market insights in real time as they found themselves in crowded trades.
Bridging the gap: Adding factors to indexed and active allocationsResearch Report | May 2, 2017 |
Asset owners face a challenge in determining how the factor allocation fits into the overall equity program, in particular how the factor allocation relates to the existing roster of active managers. This paper uses a risk budgeting framework to investigate how active mandates and factor allocations can be combined. We address three key questions: 1) how does the level of active risk in active management affect the factor allocation decision, 2) what share of the portfolio can be deployed to...
Bridging the gap: Adding factors to indexed and active allocationsBlog | May 2, 2017 |
How can asset owners integrate an equity factor allocation into their existing roster of active managers? There is no one answer that suits all. The response may be different for each asset owner, depending on its investment beliefs, goals and risk tolerance.
Understanding Factor InvestingResearch Report | Mar 30, 2016 |
The size premium has been widely used in asset allocation and in risk models for decades. However, some academics and practitioners have contested the validity of the size premium. They argue: 1) the size premium has disappeared in the last 20 years and no longer exists; 2) the size premium exists only in the United States and not in other markets; 3) the size premium disappears after filtering out smaller stocks for investability. In this paper, we refute these claims and examine ways of...
Research Spotlight - Finding Value: Understanding Factor InvestingResearch Report | Jul 9, 2015 |
The perennial appeal of value investing is based on the excellent long-term performance of global value stocks. Investors today use various approaches to identify and compare the exposure of stocks with "value" characteristics that help explain risk and return. In this Research Spotlight, we create a common definition of “value” and examine how value strategies can be implemented, in both active and passive portfolios, using three generations of value indexes as examples.
Finding Value: Understanding Factor InvestingResearch Report | Jul 9, 2015 |
The perennial appeal of value investing is based on the excellent long-term performance of global value stocks. Investors today use various approaches to identify the exposure of stocks with “value” characteristics that help explain risk and return. In this Research Insight, we create a common definition of “value” and examine how value strategies can be implemented, in both active and passive portfolios, using three generations of value indexes as examples.
"Factoring" in the Emerging Markets Premium - November 2014Research Report | Nov 5, 2014 |
Factor investing has become increasingly popular in developed markets. In this paper, we show that they have worked in emerging markets as well. All six MSCI Emerging Markets Factor Indexes outperformed the parent index over a 15-year plus period, based on simulations. Investors seeking premia in addition to broad EM beta can explore factor index investing via this index series. Active EM managers can also benefit from these tools. Traditionally, they have mainly harvested EM beta, along with...
Research Insight - Manager Risk Contribution: Attributing Risk in a Multi-Manager PortfolioResearch Report | Mar 4, 2014 |
MSCI extends the analysis of a previous paper, Benchmark Misfit Risk: Identifying the Risk Contribution Arising from Differences in Manager and Policy Benchmarks, where we introduced the misfit effect on a Global Equity portfolio. In this latest paper, the same Global Equity portfolio is formed from the combination of five managers across three regions. We form an expression for Manager Risk Contribution in terms of the selection effect and misfit effect. We use this expression to calculate...
Benchmark Misfit Risk: Identifying the Risk Contribution Arising from Differences in Manager and Policy BenchmarksResearch Report | Jul 9, 2013 |
The benchmark misfit effect arises when the policy benchmark and the manager benchmark are not aligned. Unless this effect is specifically modeled, it is not possible to determine how the active risk of an individual manager contributes to the risk of the overall fund. In this Research Insight, we showed how the classic Brinson model could be extended to account for benchmark misfit. We also demonstrated how to properly attribute overall portfolio risk to the active risk from an individual...