Showing 31 - 40 of 316 entries
Research PaperPeering into peer selection: Quantifying company similarity
Peer selection plays a central role in many aspects of finance — including valuation, financial and competitive analysis, risk and portfolio modeling and ESG scoring and alpha generation. One common method of peers identification is industry classification, such as the Global Industry Classification Standard (GICS®). Here we ask if it’s possible to identify and measure relationships between companies from a systematic analysis of various types of data, including fundamentals, news and the...
Research PaperThe MSCI Multi-Asset Class Factor Model
Research PaperBest Practices in Factor Research and Factor Models
Factors define the sources of portfolio risk and return. In this paper, we review the theoretical and empirical foundations of our factor research and factor models. MSCI factor research is firmly grounded in academic theory and empirical evidence. MSCI factor models are based on robust econometric techniques and reflect best investment practice. MSCI methodologies are transparent and publicly available. This is why the world’s leading institutional investors use MSCI factor models and...
Research PaperIntegrating factors in market indexes and active portfolios
Asset owners use indexes as policy benchmarks and reference portfolios in their asset allocation. Index investors track cap-weighted indexes that seek to capture the market return. Active investors select securities and build portfolios that aim to outperform the market. All these types of investors may be able to benefit from incorporating factors into their process. More importantly, they may also be able to integrate factors without compromising other fundamentally important aspects of...
Research PaperIs There an Options Sentiment Factor?
We examine the trading activity and pricing structure in the equity options market to infer the sentiment of options traders on the underlying equity. We find that metrics constructed from the level of options trading activity relative to the underlying stock and from comparing the pricing of puts relative to calls at various moneyness levels have implications for the cross section of stock returns. Importantly, we also find that the information in options sentiment is additive and orthogonal...
Research PaperBacktesting Risk Models - August 2018
In this semi-annual update of the MSCI Model Backtesting Review, we evaluate the performance of three risk methodologies available in RiskMetrics RiskManager: Standard Normal Monte Carlo, Historical, and a new Fat-Tailed Monte Carlo methodology. The backtest was performed over the 12-month period ending June 30, 2018. Compared to previous studies, these models are tested on an extended scope of fixed income and equity portfolios, representing different segments of the U.S. and global equity...
Research PaperAnatomy of Hedge Fund Portfolios
Measuring hedge funds’ positioning and potential crowding around stocks is of interest to many investors, given these funds’ reputation for outperformance. We explore the performance of hedge fund positions using MSCI HedgePlatform, which has advantages over U.S. Form 13F filings, including monthly data points, improved timeliness and full visibility of short positions.
Research PaperIntroducing Multiple-Period Optimization - June 2017
In this paper, we introduce the Multiple-Period Optimization (MPO) - a new feature in the Barra Optimizer.
Press ReleaseMSCI Creates Factor Classification Standard by launching MSCI FaCS and MSCI Factor Box
Research PaperIntroducing MSCI FaCS
Factors are important systematic sources of risk and return in equity portfolios. Given the pervasive use of factors via both active and indexed strategies, a standard approach is needed for defining factors and evaluating the factor characteristics of portfolios. We introduce MSCI FaCS, a classification standard and framework for analyzing and reporting of style factors in equity portfolios that is based on the Barra Global Total Market Equity Model for Long-Term Investors. Managers can use...