Quantitative Trading risk indicators

Source: Internet
Author: User
Tags benchmark

The risk index data facilitates an objective evaluation of the strategy, and the main risk indicators include:

    • Policy benefits (Total Returns)
    • Strategy Annual income (total annualized Returns)
    • Benchmark income (Benchmark Returns)
    • Benchmark annual income (Benchmark annualized Returns)
    • Alpha: There is a systemic risk (Beta) and non-systemic risk (alpha) in the investment, and Alpha is a return that the investor has nothing to do with market volatility. For example, if an investor gains 15% in return, and the benchmark gains a 10% return, the value added by Alpha is 5%. 
Alpha Value explain
Α>0 The strategy is relative to the risk, gains the excess income
Α=0 The strategy is relative to risk and gets the right benefits
Α<0 Strategies are less profitable relative to risk

   

    • Beta: Represents the systemic risk of investment, reflecting the sensitivity of the strategy to the market change. For example, a strategy of beta is 1.5, then the market gains 1%, the strategy may rise 1.5%, and vice versa. If a strategy has a beta of-1.5, which means the market is up 1%, the strategy may fall by 1.5%.
Beta value explain
Β<0 The direction of the portfolio and benchmark is usually reversed, such as the short position category
Β=0 There is no correlation between portfolio and benchmark trends, such as fixed income classes
0<β<1 The portfolio and benchmark are moving in the same direction, but with less movement than the benchmark
Β=1 Portfolios and benchmarks move in the same direction, and the movement of the benchmark is close to
Β>1 Portfolios and benchmarks move in the same direction, but are more mobile than benchmarks
    • Sharpe ratio (Sharpe): Indicates how much excess compensation will be generated per unit of total risk, and can simultaneously take into account the benefits and risks of the strategy.
    • Sortino ratio (Sortino): Indicates how much excess return will be received for each unit of downside risk.
    • Information ratio (Information Ratio): A measure of excess revenue from the excess risk of a unit. The higher the information ratio, the higher the excess gain of the strategy unit tracking error. As a result, strategies with larger information ratios are represented by a lower-information-ratio benchmark. The reasonable investment goal should be to pursue the high information ratio as far as possible under the moderate risk.
    • Strategy Volatility (algorithm volatility): Used to measure the risk of a strategy, the greater the volatility represents the higher the strategic risks.
    • Benchmark volatility (Benchmark volatility): The risk of a strategic benchmark, the greater the volatility, the higher the benchmark risks.
    • Maximum drawdown (max Drawdown): Describes the worst possible scenario for a policy, the most extreme possible loss situation.
    • Downlink volatility (Downside Risk): strategic earnings downward volatility. The downside standard deviation distinguishes between good and bad fluctuations compared to ordinary earnings volatility.
    • Winning percentage: The ratio of the number of WINS to the total number of trades.
    • Day winning ratio: the percentage of the total number of days in which the profit exceeds the benchmark.
    • Profit/Loss ratio: ratio of period profit loss

Note: Whether it is backtesting or simulation, all risk indicators (Alpha/beta/sharpe/max_drawdown and other indicators) are updated only once a day, and only based on the daily closing earnings, regardless of the daily intraday earnings. Exception:

    • minute and tick simulation disks update policy revenue and benchmark revenue per minute
    • Daily Demo disk Updates policy revenue and benchmark revenue after opening and closing every day

This can be caused by a drawdown in the yield curve of the simulation, but the Max_drawdown may be 0.

Quantitative Trading risk indicators

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