Introduction to Financial Mathematics

Financial derivatives, payoff functions and the time value of money.
Author

John Inston

Published

September 27, 2026

Introduction

Financial mathematics is a branch of applied mathematics that focuses on financial markets, instruments, and the mathematical models used to analyze them. To understand financial mathematics, it is first important to understand the basic concepts and terminology of finance, starting with financial derivatives.

Derivatives

A financial asset is a tradable resource that has value and can be bought, sold, or exchanged.

A financial derivative is a financial instrument whose value is derived from some underlying asset, index, or rate.

Think of a derivative as a contract between two parties that specifies the terms notinf a financial transation based on the performance of the underlying asset.

Below we define some common types of financial derivatives:

  1. Forwards: A forward contract is a customized agreement between two parties to buy or sell an asset at a specified price on a future date. Forwards are traded over-the-counter (OTC) and are not standardized.

  2. Futures: A futures contract is a standardized agreement to buy or sell an asset at a predetermined price on a specified future date. Futures are traded on organized exchanges and are subject to daily settlement.

  3. Options: An option is a contract that gives the holder the right, but not the obligation, to buy (call option) or sell (put option) an asset at a specified price (strike price) on or before a specified date (expiration date).

  4. Swaps: A swap is a derivative contract in which two parties agree to exchange cash flows or other financial instruments over a specified period. Common types of swaps include interest rate swaps and currency swaps.

Payoff Functions

We can represent the value of an underlying asset over time using a [[stochastic-processes.qmd|stochastic processes]]. For example, let \(S_t\) denote the price of one share of Company XYZ stock at time \(t\).

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