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A study of the Glosten and Milgrom model for market making

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Overview

This is a study of the Glosten and Milgrom model for market making.

Experiment 01

This chart shows the true price and market price over a period of 25 time steps:

Experiment-01-Prices

Experiment 02

This chart shows the true price and market price over a period of 25 time steps:

Experiment-02-Prices

This chart shows the market maker's belief about the price after 10 time steps:

Experiment-02-Belief

Experiment 03

This chart shows the true price and market price over a period of 25 time steps:

Experiment-03-Prices

This chart shows the market maker's belief about the price after 25 time steps:

Experiment-03-Belief

Experiment 04

This chart shows the true price and market price over a period of 25 time steps:

Experiment-04-Prices

This chart shows the market maker's belief about the price after 25 time steps:

Experiment-04-Belief

Experiment 05

This chart shows the true price and market price over a period of 25 time steps:

Experiment-05-Prices

This chart shows the market maker's belief about the price after 25 time steps:

Experiment-05-Belief

Experiment 06

This chart shows the true price and market price over a period of 25 time steps:

Experiment-06-Prices

This chart shows the market maker's belief about the price after 25 time steps:

Experiment-06-Belief

Experiment 07

This chart shows the true price and market price over a period of 25 time steps:

Experiment-07-Prices

This chart shows the market maker's belief about the price after 25 time steps:

Experiment-07-Belief

References

  • Bid, Ask, and Transaction Prices in a Specialist Market with Heterogeneously Informed Traders by Lawrence R. Glosten and Paul R. Milgrom

  • A Learning Market-Maker in the Glosten-Milgrom Model by Sanmay Das

  • Market Microstructure Theory by Maureen O'Hara

  • An Intuitive (and Short) Explanation of Bayes' Theorem by Kalid Azad

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