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Jaksa Cvitanic

This is an introductory course on options and other financial derivatives, and their applications to risk management. We will start with defining derivatives and options, continue with discrete-time, binomial tree models, and then develop continuous-time, Brownian Motion models. A basic introduction to Stochastic, Ito Calculus will be given. The benchmark model will be the Black-Scholes-Merton pricing model, but we will also discuss more general models, such as stochastic volatility models. We will discuss both the Partial Differential Equations approach, and the probabilistic, martingale approach. We will also cover an introduction to modeling of interest rates and fixed income derivatives.

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This is an introductory course on options and other financial derivatives, and their applications to risk management. We will start with defining derivatives and options, continue with discrete-time, binomial tree models, and then develop continuous-time, Brownian Motion models. A basic introduction to Stochastic, Ito Calculus will be given. The benchmark model will be the Black-Scholes-Merton pricing model, but we will also discuss more general models, such as stochastic volatility models. We will discuss both the Partial Differential Equations approach, and the probabilistic, martingale approach. We will also cover an introduction to modeling of interest rates and fixed income derivatives.

I teach the same class at Caltech, as an advanced undergraduate class. This means that the class may be challenging, and demand serious effort. On the other hand, successful completion of the class will provide you with a full understanding of the standard option pricing models, and will enable you to study the subject further on your own, or otherwise.

Prerequisites. A basic knowledge of calculus based probability/statistics. Some exposure to stochastic processes and partial differential equations is helpful, but not mandatory. It is strongly recommended you take the prerequisites test available in Unit 0, to see if your mathematical background is strong enough for successfully completing the course. If you get less than 70% on the test, it may be more useful to work further on your math skills before taking this course. Or you can just do a part of the course.

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What's inside

Syllabus

Unit 0: Pre-course
Since this is a quantitative course, a certain level of mathematical background is necessary for a student to master the course material. In this unit, I would like to invite you to take the prerequisites assessment.
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Unit 1. Stocks, Bonds, Derivatives
Unit 2. Interest Rates, Forward Rates, Bond Yields
Unit 3. No-Arbitrage Pricing Relations
Unit 4: Pricing in Discrete Time Models
Unit 5. Brownian Motion and Ito Calculus
Unit 6. Pricing in Black-Scholes-Merton model
Unit 7. Extensions of Black-Scholes-Merton
Unit 8. Hedging
Unit 9. Beyond Black-Scholes-Merton
Unit 10. Pricing in Fixed Income Markets
Final Exam (number of attempts is limited)

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Explores options and other financial derivatives, as well as their applications to risk management
Provides a basic introduction to Stochastic, Ito Calculus
Covers both the Partial Differential Equations approach, and the probabilistic, martingale approach
Includes an introduction to modeling of interest rates and fixed income derivatives
Taught by Jaksa Cvitanic, instructor with a strong reputation for work in the topic taught
Can be challenging and demanding for students

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Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Pricing Options with Mathematical Models with these activities:
Read 'Derivatives Markets' by Robert L. McDonald
Review key concepts and practical applications of derivatives markets through this comprehensive book.
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  • Read the book and take notes on important concepts in derivatives markets.
Identify and evaluate mathematical derivatives of financial functions
Complete exercises that explore how mathematical derivatives are useful in financial scenarios.
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  • Revisit the definition of 'derivative' with a focus on financial functions.
  • Practice computing derivatives of financial functions.
  • Evaluate the impact of different parameters on the derivative of a financial function.
Solve stochastic differential equations related to option pricing
Gain proficiency in solving stochastic differential equations commonly encountered in option pricing models.
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  • Review the basics of stochastic differential equations.
  • Apply Ito's lemma to derive stochastic differential equations.
  • Solve stochastic differential equations using numerical methods.
Four other activities
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Practice hedging strategies using options
Complete exercises to apply different hedging strategies using options.
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  • Learn about different types of hedging strategies using options.
  • Practice applying these strategies in hypothetical scenarios.
  • Analyze the effectiveness of different strategies under various conditions.
Learn how to use the Black-Scholes-Merton model
Follow a tutorial to understand and apply the Black-Scholes-Merton model for stock valuation.
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  • Study the theoretical foundations of the Black-Scholes-Merton model.
  • Apply the model to real-world stock valuation scenarios using a provided walkthrough.
  • Practice using a financial calculator or software to implement the model.
  • Analyze the results of model predictions and compare to actual market data.
Develop a scenario analysis for stock options
Create a comprehensive analysis of different scenarios that may impact stock option values.
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  • Identify the key factors that affect stock option values.
  • Develop a range of scenarios that represent different possible outcomes.
  • Analyze the impact of each scenario on the value of the stock options.
  • Present your findings in a written report or presentation.
Design a fixed income investment portfolio
Create a tailored investment portfolio that incorporates fixed income instruments.
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  • Research different types of fixed income investments.
  • Analyze market conditions and investment objectives.
  • Select and combine fixed income investments to create a diversified portfolio.
  • Monitor and adjust the portfolio over time based on market conditions.

Career center

Learners who complete Pricing Options with Mathematical Models will develop knowledge and skills that may be useful to these careers:
Quantitative Analyst
Quantitative Analysts, or "Quants" for short, are responsible for developing mathematical models to analyze financial data and make investment decisions. This course, Pricing Options with Mathematical Models, is directly relevant to this career, as it provides a foundation in the mathematical models used to price options and other financial derivatives, which are commonly used in quantitative analysis. By taking this course, you will gain the skills and knowledge necessary to succeed as a Quantitative Analyst.
Financial Analyst
Financial Analysts are responsible for evaluating and interpreting financial data to make informed investment recommendations. This course, Pricing Options with Mathematical Models, is relevant to this career, as it provides a foundation in the mathematical models used to price options and other financial derivatives, which are commonly used in financial analysis. By taking this course, you will gain the skills and knowledge necessary to succeed as a Financial Analyst.
Risk Manager
Risk Managers are responsible for identifying, assessing, and mitigating financial risks. This course, Pricing Options with Mathematical Models, is relevant to this career, as it provides a foundation in the mathematical models used to price options and other financial derivatives, which are commonly used in risk management. By taking this course, you will gain the skills and knowledge necessary to succeed as a Risk Manager.
Trader
Traders are responsible for buying and selling financial instruments for their own account or on behalf of clients. This course, Pricing Options with Mathematical Models, is relevant to this career, as it provides a foundation in the mathematical models used to price options and other financial derivatives, which are commonly traded in financial markets. By taking this course, you will gain the skills and knowledge necessary to succeed as a Trader.
Actuary
Actuaries are responsible for assessing and managing financial risks, particularly in the insurance industry. This course, Pricing Options with Mathematical Models, is relevant to this career, as it provides a foundation in the mathematical models used to price options and other financial derivatives, which are commonly used in actuarial work. By taking this course, you will gain the skills and knowledge necessary to succeed as an Actuary.
Data Scientist
Data Scientists are responsible for using data to solve business problems. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Data Science, as it provides a foundation in the mathematical models used to analyze and interpret data, which is a key skill for Data Scientists. By taking this course, you will gain the skills and knowledge necessary to succeed as a Data Scientist.
Software Engineer
Software Engineers are responsible for designing, developing, and maintaining software applications. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Software Engineering, as it provides a foundation in the mathematical models used to analyze and design software systems. By taking this course, you will gain the skills and knowledge necessary to succeed as a Software Engineer.
Investment Banker
Investment Bankers are responsible for advising companies on mergers and acquisitions, capital raising, and other financial transactions. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Investment Banking, as it provides a foundation in the mathematical models used to analyze and value companies. By taking this course, you will gain the skills and knowledge necessary to succeed as an Investment Banker.
Portfolio Manager
Portfolio Managers are responsible for managing investment portfolios for clients. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Portfolio Management, as it provides a foundation in the mathematical models used to analyze and manage investment portfolios. By taking this course, you will gain the skills and knowledge necessary to succeed as a Portfolio Manager.
Economist
Economists are responsible for studying and analyzing economic data to make informed predictions about the economy. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Economics, as it provides a foundation in the mathematical models used to analyze economic data. By taking this course, you will gain the skills and knowledge necessary to succeed as an Economist.
Statistician
Statisticians are responsible for collecting, analyzing, and interpreting data to make informed decisions. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Statistics, as it provides a foundation in the mathematical models used to analyze data. By taking this course, you will gain the skills and knowledge necessary to succeed as a Statistician.
Mathematician
Mathematicians are responsible for developing and studying mathematical theories and concepts. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Mathematics, as it provides a foundation in the mathematical models used in financial markets. By taking this course, you will gain the skills and knowledge necessary to succeed as a Mathematician.
Physicist
Physicists are responsible for studying and understanding the fundamental laws of nature. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Physics, as it provides a foundation in the mathematical models used to describe physical phenomena. By taking this course, you will gain the skills and knowledge necessary to succeed as a Physicist.
Engineer
Engineers are responsible for designing, building, and maintaining systems and structures. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Engineering, as it provides a foundation in the mathematical models used to analyze and design systems. By taking this course, you will gain the skills and knowledge necessary to succeed as an Engineer.
Computer Scientist
Computer Scientists are responsible for designing, developing, and maintaining computer systems and applications. This course, Pricing Options with Mathematical Models, may be useful for those interested in a career in Computer Science, as it provides a foundation in the mathematical models used to analyze and design computer systems. By taking this course, you will gain the skills and knowledge necessary to succeed as a Computer Scientist.

Reading list

We've selected seven books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Pricing Options with Mathematical Models.
Is considered the industry standard textbook for options, futures, and derivatives. It provides a comprehensive overview of the subject matter, and is suitable for both beginners and experienced practitioners. The book is well-written and easy to understand, and it is full of examples and exercises.
Provides an introduction to the mathematical and statistical concepts that are used in derivative pricing. It good resource for students who want to learn more about the underlying mathematics of options pricing.
Provides a detailed introduction to the binomial asset pricing model. It good resource for students who want to learn more about the mathematical foundations of options pricing.
Provides a comprehensive introduction to Brownian motion and stochastic calculus. It good resource for students who want to learn more about the mathematical foundations of options pricing.
Provides a detailed overview of the Black-Scholes option pricing model. It good resource for students who want to learn more about the most widely used option pricing model.
Provides a comprehensive overview of the financial markets. It good resource for students who want to learn more about the different types of financial instruments and how they are traded.

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