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15.481x

Adaptive Markets: Financial Market Dynamics and Human Behavior

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This course is currently archived on edX. Certificate enrollment is closed.

About This Course

Half of all Americans have money in the stock market, yet economists can’t agree on whether investors and markets are rational and efficient, as modern financial theory assumes, or irrational and inefficient, as behavioral economists believe—and as financial bubbles, crashes, and crises suggest. This is one of the biggest debates in economics, and the value or futility of investment management and financial regulation hang on the outcome. In this course, MIT finance professor Andrew W. Lo cuts through this debate with a new framework—the Adaptive Markets Hypothesis—in which rationality and irrationality coexist.

Drawing on psychology, evolutionary biology, neuroscience, artificial intelligence, and other fields, this course shows that the theory of market efficiency isn’t wrong, but merely incomplete. When markets are unstable, investors react instinctively, creating inefficiencies for others to exploit. This new paradigm explains how evolution shapes behavior and markets at the speed of thought—a fact revealed by swings between stability and crisis, profit and loss, and innovation and regulation.

A fascinating intellectual journey filled with compelling stories, the course begins with the origins of market efficiency and its failures, turns to the foundations of investor behavior, and concludes with some practical implications—including how hedge funds have become the Galápagos Islands of finance, what really happened in the 2008 meltdown, and how we might avoid future crises.

This course provides ambitious new approaches to address some of the biggest challenges facing us today such as cancer, climate change, the energy crisis, and how to navigate through the choppy waters of global financial markets in a post-COVID-19 world.

What You'll Learn

  • Limits to rationality and market efficiency, and the adaptive nature of markets
  • Psychlogical, neuroscientific, and evolutionary foundations of human behavior
  • Formulation of the Adaptive Markets Hypothesis (AMH)
  • Applications of the AMH to hedge funds, the 2008 Financial Crisis, and COVID-19
  • Ethical implications and high-impact applications of the AMH

Syllabus

  • Unit 1: Introduction and Financial Orthodoxy
  • Unit 2: Rejecting the Random Walk and Efficient Markets
  • Unit 3: Behavioral Biases and Psychology
  • Unit 4: The Neuroscience of Decision-Making
  • Unit 5: Evolution and the Origin of Behavior
  • Unit 6: The Adaptive Markets Hypothesis
  • Unit: 7: Hedge Funds: The Galapagos Islands of Finance
  • Unit 8: Applications of Adaptive Markets
  • Unit 9: The Financial Crisis
  • Unit 10: Ethics and Adaptive Markets
  • Unit 11: The Finance of the Future and the Future of Finance

Course Staff

Andrew W. Lo

Andrew W. Lo

Professor, at MIT Sloan School of Management

Zied Ben Chaouch

Zied Ben Chaouch

TA and PhD Student, Laboratory for Financial Engineering at Massachusetts Institute of Technology

  1. Course Number:

    15.481x
  2. Classes Start:

  3. Classes End:

  4. Length:

    13 weeks
  5. Year Created:

    2022
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