Risk Free Interest Rate
Key Concepts
Introduction
The risk free interest rate is the hurdle rate for investments. If investors can get a rate of return with virtually no risk, an investment needs to offer the potential for a greater return to attract capital from rational investors. The risk free interest rate also impacts some performance statistics, like Sharpe and Sortino ratios. Risk free interest rate models provide the interest rate data to your algorithms to enable these calculations.
Set Models
To set the risk free interest rate model, in the Initialize method, call the SetRiskFreeInterestRateModel
set_risk_free_interest_rate_model
method.
public overide void Initialize() { // Set the interest rate model for accurate option IV/greeks and result metrics like Sharpe Ratio // You should set it according to the main currency of your trading Securities SetRiskFreeInterestRateModel(new ConstantRiskFreeRateInterestRateModel(0.02m)); }
def initialize(self) -> None: # Set the interest rate model for accurate option IV/greeks and result metrics like Sharpe Ratio # You should set it according to the main currency of your trading Securities self.set_risk_free_interest_rate_model(ConstantRiskFreeRateInterestRateModel(0.02))
To view all the pre-built risk free interest rate models, see Supported Models.
Default Behavior
The default risk free interest rate model is the InterestRateProvider, which provides the primary credit rate from the Federal Open Market Committee (FOMC).
Model Structure
Risk free interest rate models must extend the IRiskFreeInterestRateModel
interface. Extensions of the IRiskFreeInterestRateModel
interface must implement a GetInterestRate
get_interest_rate
method. The GetInterestRate
get_interest_rate
method returns the risk free interest rate for a given date.
public class CustomRiskFreeInterestRateModelExampleAlgorithm : QCAlgorithm { public override void Initialize() { // Set the interest rate model for accurate option IV/greeks and result metrics like Sharpe Ratio // You should set it according to the main currency of your trading Securities SetRiskFreeInterestRateModel(new MyRiskFreeInterestRateModel()); } } // Define the custom risk free interest rate model public class MyRiskFreeInterestRateModel : IRiskFreeInterestRateModel { public decimal GetInterestRate(DateTime date) { return 0.02m; } }
class CustomRiskFreeInterestRateModelExampleAlgorithm(QCAlgorithm): def initialize(self) -> None: # Set the interest rate model for accurate option IV/greeks and result metrics like Sharpe Ratio # You should set it according to the main currency of your trading Securities self.set_risk_free_interest_rate_model(MyRiskFreeInterestRateModel()) # Define the custom risk free interest rate model class MyRiskFreeInterestRateModel: def get_interest_rate(self, date: datetime) -> float: return 0.02
For a full example algorithm, see this backtestthis backtest.
Disable Interest Rates
To disable the risk free interest rate, set the model to the ConstantRiskFreeRateInterestRateModel
and set the risk free rate to zero.
SetRiskFreeInterestRateModel(new ConstantRiskFreeRateInterestRateModel(0));
self.set_risk_free_interest_rate_model(ConstantRiskFreeRateInterestRateModel(0))
Get Interest Rate
To get the risk free interest rate for a specific time, call the GetInterestRate
get_interest_rate
method with the time.
public override void OnData(Slice slice) { var riskFreeInterestRate = RiskFreeInterestRateModel.GetInterestRate(slice.Time); }
def on_data(self, slice: Slice) -> None: risk_free_interest_rate = self.risk_free_interest_rate_model.get_interest_rate(slice.time)
To get the average risk free interest rate for a window of time, call the
GetRiskFreeRate
method with the start date and end date.
RiskFreeInterestRateModelExtensions.get_risk_free_rate
method with the model, the start date, and end date.
public override void OnData(Slice slice) { var avgRiskFreeInterestRate = RiskFreeInterestRateModel.GetRiskFreeRate(Time.AddDays(-30), Time); }
def on_data(self, slice: Slice) -> None: avg_risk_free_interest_rate = RiskFreeInterestRateModelExtensions.get_risk_free_rate( self.risk_free_interest_rate_model, self.time-timedelta(7), self.time )
To get the average risk free interest rate for a set of dates, call the
GetAverageRiskFreeRate
method with the list of dates.
RiskFreeInterestRateModelExtensions.get_average_risk_free_rate
method with the model and list of dates.
public override void OnData(Slice slice) { var avgRiskFreeInterestRate = RiskFreeInterestRateModel.GetAverageRiskFreeRate( new [] {Time, Time.AddDays(-180), Time.AddDays(-365)} ); }
def on_data(self, slice: Slice) -> None: avg_risk_free_interest_rate = RiskFreeInterestRateModelExtensions.get_average_risk_free_rate( self.risk_free_interest_rate_model, [self.time, self.time-timedelta(180), self.time-timedelta(365)] )