Options on Inflection Quant

Monte Carlo Variance Reduction: What We Average, and How We Sample

Tue, 02 Jun 2026 00:00:00 +0000

Why This Matters

In the article on the Feynman-Kac theorem, we saw that the price of a derivative can be expressed equivalently as the solution to a deterministic PDE or as the expectation of a discounted payoff under the risk-neutral measure. This gives us two complementary numerical approaches to pricing. For low-dimensional problems with smooth payoffs, finite difference methods on the PDE side are efficient and accurate. For high-dimensional problems, path-dependent payoffs, or models where the PDE is hard to derive, Monte Carlo (MC) on the expectation side becomes the natural choice.

Quanto and Compo Commodity Options: FX's Hidden Role in Pricing and Risk

Tue, 19 May 2026 00:00:00 +0000

Why This Matters

Many of the world’s most actively traded commodities are priced in USD, yet end investors and corporates often operate in other currencies. A Canadian oil producer hedging output, a European airline managing jet fuel costs, or an Asian sovereign wealth fund allocating to commodity exposure all face the same underlying issue: commodity risk does not exist in isolation from FX risk. The standard approach is to hedge the commodity leg with USD-denominated futures or swaps and manage FX separately through forwards or options. This works, but it treats the two risks as independent. Quanto and compo options take a different approach by packaging both risks into a single instrument, but the way each handles FX risk creates some pricing and hedging subtleties that I find are easy to miss.

Futures-Style Margined Options: The Absence of Early Exercise Premium

Thu, 23 Apr 2026 00:00:00 +0000

Why This Matters

When I first studied options, most textbook examples were equity-style: you pay a premium upfront, and at expiry (or whenever you choose to exercise, if the option is American), you receive the payoff. That framing stuck with me for a long time.

When I started working on commodity derivatives, I encountered a different world. Many options in commodity markets are traded under futures-style margining. No premium changes hands at inception, and instead the option is margined daily like a futures contract. This is common across a wide range of exchange-traded products: options on WTI crude oil futures at the CME, options on Henry Hub natural gas futures, options on corn and wheat futures, and options on carbon emissions futures, to name a few.