QFIP 132 - What is an Index Flashcards
Modern index two main functions
- Provide an aggregate measure of investment performance
- Benchmark against which active managers can be compared
Strategy Index definition
- A dynamic index that embodies a particular investment strategy
- E.g., Target-date funds, which dynamically change the allocation from equity to bonds as they approach the target date
Deos a strategy index carries a sustainable risk premium?
- The efficients market hypothesis says an investment strategy cannot generate a consistent return in the market above the risk-return relationship defined by an equilibrium asset pricing model
- Competition and arbitrage suggests that “alpha” becomes commoditized to a level at which the returns are just enough to compensate investors for the risks associated with the strategy
- However, the dynamic properties of these risk factors and their expected returns require a framework other than the EMH’s static assumptions to interpret
How to incorporate risk management in passive investing?
Using a dynamic index strategy that contains no alpha, but is actively risk-managed to a target level of volatility
What is the other allocation of Index volatility control strategy
Remaing 1 - Kt will be invested in cash and earn risk-free rate
What is the rebalancing frequency for Index volatility control strategy?
The rebalancing frequency for this strategy is normally daily
An alternative way to estimate the volatility of an index
- Use an exponentially-weighted moving average (EWMA)
- lamda is a smoothing parameter that represents the weight given to the EWMA volatility estimate from the previous timestep
- S is the level of index
How is realized volatility of the returns of volatility control strategy
close to the target volatility for index
Backtest Bias
- Confusing a genuine investment performance in models with random estimation error from historical data when creating an optimal, risk-managed investment strategy
Signal-to-noise ratio
- A measure used in science and engineering that compares the level of a desired signal to the level of background noise
- Ratio of useful information to false or irrelevant data
Properties of active risk management strategies that make them prone to backtest bias
- The number of new products is growing rapidly
- Estimates for their performance are based on simulated returns
Parameters for volatility control strategy
- The rolling window length k for estimating short-term volatility
- The upper bound of leverage, ¯l
- The number of lags q for estimating short-term volatility
- Backtest biases also arise through the process of selection “optimal” strategy parameters