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You're reading from  Python for Finance Cookbook - Second Edition

Product typeBook
Published inDec 2022
PublisherPackt
ISBN-139781803243191
Edition2nd Edition
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Author (1)
Eryk Lewinson
Eryk Lewinson
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Eryk Lewinson

Eryk Lewinson received his master's degree in Quantitative Finance from Erasmus University Rotterdam. In his professional career, he has gained experience in the practical application of data science methods while working in risk management and data science departments of two "big 4" companies, a Dutch neo-broker and most recently the Netherlands' largest online retailer. Outside of work, he has written over a hundred articles about topics related to data science, which have been viewed more than 3 million times. In his free time, he enjoys playing video games, reading books, and traveling with his girlfriend.
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Pricing European options using simulations

Options are a type of derivative instrument because their price is linked to the price of the underlying security, such as stock. Buying an options contract grants the right, but not the obligation, to buy or sell an underlying asset at a set price (known as a strike) on/before a certain date. The main reason for the popularity of options is because they hedge away exposure to an asset’s price moving in an undesirable way.

In this recipe we will focus on one type of option, that is, European options. A European call/put option gives us the right (but again, no obligation) to buy/sell a certain asset on a certain expiry date (commonly denoted as T).

There are many possible ways of option valuation, for example, using:

  • Analytical formulas (only some kinds of options have those)
  • Binomial tree approach
  • Finite differences
  • Monte Carlo simulations

European options are an exception in the sense...

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Python for Finance Cookbook - Second Edition
Published in: Dec 2022Publisher: PacktISBN-13: 9781803243191

Author (1)

author image
Eryk Lewinson

Eryk Lewinson received his master's degree in Quantitative Finance from Erasmus University Rotterdam. In his professional career, he has gained experience in the practical application of data science methods while working in risk management and data science departments of two "big 4" companies, a Dutch neo-broker and most recently the Netherlands' largest online retailer. Outside of work, he has written over a hundred articles about topics related to data science, which have been viewed more than 3 million times. In his free time, he enjoys playing video games, reading books, and traveling with his girlfriend.
Read more about Eryk Lewinson