Option Pricing with Quantum Mechanical Methods

Subscribe to newsletter

It is well known that put options are often overpriced, especially in equities. The literature is filled with papers explaining this phenomenon. However, most research still relies on the Black-Scholes-Merton framework, where the underlying asset follows a Geometric Brownian Motion (GBM).

Reference [1] also addresses this question, but it departs from the usual framework by casting the problem into a model rooted in quantum mechanics. Essentially, the new approach proceeds as follows:

  1. Start with a general stochastic process and solve it by converting the Fokker–Planck (FP) equation into the Schrödinger equation.
  2. Introduce the delta potential and the Laplace distribution for the stock price.
  3. Derive a closed-form solution for European put options within the context of quantum mechanics.

The authors pointed out,

Subscribe to newsletter https://harbourfrontquant.substack.com/ Newsletter Covering Trading Strategies, Risk Management, Financial Derivatives, Career Perspectives, and More

To resolve the well-known overpriced put puzzle, we propose an option pricing model inspired by quantum mechanics. Starting from an SDE of stock returns, we convert the FP equation into the Schrödinger equation. We then obtain the PDF of stock returns and a closed-form solution of European options. Our model indicates that S&P 500 index returns follow a Laplace distribution with power-law decay in the tail. We demonstrate that our QM outperforms GBM-based models in describing S&P 500 index returns and their corresponding put option prices. Our results indicate that high put option prices in the market are close to fairness and can be accurately modeled via quantum approaches.

In short, the paper proposes a quantum-mechanics–inspired option pricing model that converts the Fokker–Planck equation into the Schrödinger equation, yielding both the return distribution and a closed-form solution for European options. The model shows that S&P 500 returns follow a Laplace distribution with power-law tails and that quantum methods outperform GBM-based models in explaining return dynamics and put option prices.

This is an interesting formulation of option pricing theory. We note that the framework operates in the physical world rather than under the risk-neutral measure. We believe it may have practical applications in option trading, particularly for traders who rehedge less frequently.

Let us know what you think in the comments below or in the discussion forum.

References

[1] Minhyuk Jeong, Biao Yang, Xingjia Zhang, Taeyoung Park & Kwangwon Ahn, A quantum model for the overpriced put puzzle, Financial Innovation (2025) 11:130

Further questions

What's your question? Ask it in the discussion forum

Have an answer to the questions below? Post it here or in the forum

LATEST NEWSEverything we know about the suspected plague case in Russia so far
Everything we know about the suspected plague case in Russia so far

Fears of a pneumonic plague outbreak follow an Irkutsk lab employee's death last week. But the World Health Organization (WHO) says the risk is low.

Stay up-to-date with the latest news - click here
LATEST NEWSRead the memo from Skydance’s product chief after Paramount and WBD joined forces
Read the memo from Skydance’s product chief after Paramount and WBD joined forces

The product chief at Skydance said in a memo to staff after the Paramount and WBD merger that they will "move at a pace that matches our ambition.'

Stay up-to-date with the latest news - click here
LATEST NEWSU.S. stock futures steady after tech rally lifts S&P 500, Nasdaq to records
U.S. stock futures steady after tech rally lifts S&P 500, Nasdaq to records
Stay up-to-date with the latest news - click here
LATEST NEWSUS FAA looks to streamline rules for commercial space launches
US FAA looks to streamline rules for commercial space launches
Stay up-to-date with the latest news - click here
LATEST NEWSAnalysis-Japan’s $15 billion Rapidus chip bet hinges on winning customers
Analysis-Japan’s $15 billion Rapidus chip bet hinges on winning customers
Stay up-to-date with the latest news - click here

Leave a Reply