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Founded by three Carnegie Mellon University faculty members
Institute of Algorithmic Tradingand Applied Computational Finance

Researcher course in fixed income

Interest Rate Models

The models banks use to price options on interest rates: short-rate models from Vasicek to Hull-White, the Heath-Jarrow-Morton framework, the market models behind caps and swaptions, the move from LIBOR to SOFR, and calibration to market prices.

Interest rate models price the options embedded in loans, mortgages, callable bonds and swaptions, which make up much of a bank’s derivative book. Unlike a stock, the yield curve is a whole curve that moves, so the models must describe its shape over time without allowing arbitrage. This course takes the main families in turn and calibrates them to market prices.

Why are there so many interest rate models?

Because each trades realism for tractability. Short-rate models are fast and fit today’s curve, but describe its movements crudely. Market models match the quoted prices of caps and swaptions, but are slow to simulate. A rates quant chooses by product, and the course teaches the reasons for each choice.

How is the course taught?

Audio lessons give the reasoning, explainer films show curves evolving under each model, and the workbooks hold derivations, Python notebooks and cheat sheets of the pricing formulas. Assignments and the project receive written feedback from the faculty.

Who is this course for?

Quants heading for rates trading, derivatives pricing or model validation.

What you will be able to do

  • Price bonds and options under Vasicek, CIR and Hull-White, and fit Hull-White to today's curve.
  • Explain the Heath-Jarrow-Morton drift condition and what it implies for any rate model.
  • Price caps, floors and swaptions with Black and Bachelier formulas and the market models.
  • Calibrate a model to swaption volatilities and explain the effect of the SOFR transition.

Syllabus, module by module

  1. Rates as a random process

    Short rate, forward rates and the change of numeraire.

  2. Short-rate models

    Vasicek, Cox-Ingersoll-Ross and Hull-White; bond prices and trees.

  3. Heath-Jarrow-Morton

    Modeling the whole forward curve and the no-arbitrage drift condition.

  4. Caps, floors and swaptions

    Black and Bachelier formulas, normal volatility and negative rates.

  5. Market models

    The LIBOR market model, its SOFR successor and simulation of forward rates.

What every course contains

Every paid course comes with the first seven and the certificate, whichever level it sits at. The proctored exam and the credential come when the course is taken as part of a Certificate, Diploma or Fellowship. Everything is self-paced: the material is yours to study in any order, at any hour, for the whole of the license.

  1. Workbooks. Written to train the thinking patterns and the important concepts of the course, with worked problems and the reasoning behind each answer, so that you learn to think the way the subject is thought.
  2. Audio edition. Focused, well-presented recordings with explainers and examples of the material, made to be interesting, relevant and entertaining, so that the general subject can be learned away from the desk.
  3. Notes. Pre-produced notes with every fact the course relies on, written out in full, so that nothing has to be transcribed from the films or the audio.
  4. Cheat sheet. One sheet with every important learning concept of the course on it, to keep beside you during the work and to revise from before the exam.
  5. Named sources. Every fact in the notes names its source, the paper, the book or the dataset, for anyone who wants to dig in further.
  6. Explainer films. Focused films, in the style of the sample films on the catalog page, that walk through the most difficult concepts of the course with visual explanations of a high standard.
  7. Transcript. A full transcript of every film and every audio recording, searchable and quotable.
  8. Proctored exam. Taken as part of a Certificate, Diploma or Fellowship, the course ends in a proctored multiple-choice questionnaire, with a pass mark of 60% and three retakes included. A course taken on its own is assessed by its coursework and has no exam.
  9. Verifiable certificate. A certificate of completion that a third party can verify: an employer sends the code on it to the credentials office and receives written confirmation of the course, the date and the result.
  10. Credential of the program. The Certificate, Diploma or Fellowship of the program, track or path the course belongs to, awarded when every course in it is passed. Which one depends on the program you choose.

How the certificate is earned

Graded assignments and a final project: calibrate Hull-White to a swaption grid and price a Bermudan swaption on a tree. On a pass you receive the Course certificate in Interest Rate Models, issued by the Institute with a verification code. A course taken as part of a Certificate, Diploma or Fellowship ends in a proctored online exam with a pass mark of 60%. The fee includes three retakes; each attempt after that carries a reduced proctored exam fee. A course taken on its own is assessed by its coursework and has no exam. Read how certification works.

Before you start

Stochastic calculus at the Institute's level, and bond pricing and the yield curve.

This course counts toward

Questions applicants ask

Which interest rate model do banks use?

Most desks use Hull-White or a related short-rate model for callable products, and a market model or stochastic-volatility extension for products sensitive to the volatility smile. The course explains why each is chosen.

Does the course cover the end of LIBOR?

Yes. The market models were built on LIBOR forwards; the course shows how they were adapted to compounded overnight rates such as SOFR and what changed for caps and swaptions.

$750 10 hours of material