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Choosing Discount Rates for Option Pricing

Article Quant Q&A · Author: AShortSqueeze

Summary

The document compares proposed risk-free rates for discounting options, including government bond yields, overnight index swap rates, and fixed assumed rates. For collateralized trades, the practitioner answer recommends discounting with the rate on the collateral, typically an overnight rate, using the matching maturity OIS curve. It argues that overnight benchmarks are a practical proxy for risk-free rates and that government yields can reflect supply, demand, collateral, tax, and credit effects; LIBOR is described as unsuitable because it is not an investable rate.

For cross-currency options, the collateral currency and cross-currency basis affect the discount rate in the other currency. An academic alternative is to use a maturity-matched government yield curve, with empirical excess returns, rather than model stochastic rates. The cited discussion says adding stochastic interest rates did not improve pricing errors or hedging in the referenced study, but this is not a universal result. A fixed rate ignores changing market levels and term structure.

Key ideas

  • Collateralized option trades are commonly discounted using the collateral rate and a corresponding OIS curve.
  • Overnight benchmarks are used as practical risk-free proxies because they limit credit and market risk.
  • Government yields can be distorted by market supply, collateral demand, tax effects, and possible credit risk.
  • Cross-currency discounting depends on the collateral currency and the cross-currency basis.
  • Academic research may use maturity-matched government yields, while fixed discount rates ignore the term structure.

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Full text
# What is the standard risk free rate used to discount options?


# What is the standard risk free rate used to discount options?












Apologies if this has been asked before - but I wanted to clarify what the market standard was for discounting options i.e. what is the "risk free" rate actually used by quants and traders? I haven't really been able to find a concrete answer to this unfortunately.

I've read for instance in text books that the risk free rate suggested is the government bond rate which corresponds to your option maturity. Some books specifically suggest to use zero coupon gov bonds because there is no implicit reinvestment risk.

Practitioners seem to use a fixed rate e.g. 3/4% given rates are currently negative in some places or are too low.

I've also read that OIS rates are used, although I don't know if this reference rate is used to price all options e.g. vanilla equity options.

Any thoughts on this would be greatly appreciated.

## Answer by Adam N. (score 4, accepted)

https://quant.stackexchange.com/a/53579

Since pretty much all trades (at least interbank) are collateralized nowadays, you would follow the principle of CSA discounting and use the interest rate on the collateral as a discount rate. Typically it's an overnight rate, for example SONIA in GBP, EONIA in EUR, Fed Funds in USD (broad switch to SOFR hasn't yet taken place I think), so you would use OIS rates that reference those, with maturity corresponding to maturity of the option.

They are also the best available approximation to actual risk free rates, because due to the O/N tenor, both market and credit risk are minimized. Treasury yields aren't that great as a risk free rate proxy, as they suffer from many supply/demand induced effects (ex. on-the-run vs off-the-run distinction, the fact treasuries are highly sought after as collateral or safe haven asset, tax related effects) plus one could question whether they are really credit risk free, especially long-dated ones. LIBOR shouldn't be used for discounting, either, because it's just a benchmark nowadays and not investable.

In the cross currency land (FX options) this is further complicated by the fact that you need to decide on one currency as the collateral currency, then use its OIS rate and the cross currency basis to come up with the discount rate in the second currency.

Just deciding arbitrarily that actual rates are "too low" and assuming constant 4% as a discount rate is nonsensical.

## Answer by Stéphane (score 1)

https://quant.stackexchange.com/a/53427

As a matter of fact, we know that the yield on zero coupon government bonds of all maturity change over time and that those changes aren't perfectly predictable. As this is a source of risk, it should be compensated and, therefore, the theoretical ideal would be to introduce a stochastic short rate process in your option pricing model.

Some people did just this across a nice set of models: Bakshi, Cao and Chen (1997) looked at the Black-Scholes-Merton model, the Heston model, a jump-diffusion model, as well as a jump-diffusion and stochastic volatility model. Whether you add a stochastic interest rate or not in any of the above, your pricing errors do not diminish and your hedging performance doesn't improve... The reason? Well, think about it for a minute: the small changes in interest rate that occur in a period of a few days to a few months do not command a huge premium. As long as you take into account the fact that in the real world, interest rates have a term structure, you can "cheat" your way out of modeling its behavior.

That's what you'll see academics do in research papers. They'll look for a close match in terms of maturity on a government bond and use the yield at time t on that bond to price all options that have a similar time to maturity at time t. From the stand point of your price process, they will "cheat" by working with empirical excess returns: \begin{equation} ln(S_{t+1}) - ln S_t - r_{t,T}. \end{equation}

Now, there is a problem with this approach, namely that this isn't a very good approximation of the true cost of capital for trading desks and market makers. So, one thing they could do is pick another interest rate. You could opt for the LIBOR rates, US Treasury repo rates or the Sterling Overnight Index Average instead of the US Treasury bond yield curve. As far as I can tell, this seems to be the simplest way to go. You avoid the modeling problem, it's easy to implement and it takes into consideration the fact that rates always show some kind of term structure.

Using a fixed rate seems odd to me. The rates change and they have a term structure.

Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.