The Wisdom of Crowds (Eco 698)

Information Markets and the Wisdom of Crowds (Eco 698)

Course Description

Markets are powerful institutions for organizing buyers and sellers, aggregating information, and managing risk. Many companies are now creating their own markets specifically tailored to obtain particular information (for example, will a construction project be completed on time?) or assess a particular risk (what is the probability of a foodborne illness at a restaurant chain?). Such markets rely on the ``wisdom of crowds'':

Wisdom of Crowds: A theory that a large number of individuals (a crowd), each with limited information, forecasts better than an expert, with more information than any single individual.

The course will analyze different types of information markets, including prediction markets, polls and surveys, auctions, and existing securities markets. Students will analyze strengths and weaknesses of each approach relative to traditional expert opinion. Students will consider applications of information markets, such as risk management, crowdfunding and auction bidding strategies.

General Information

Professor: Professor David L. Kelly (Dave).

Course Meetings: Tuesday and Thursday from 6:30 to 8:30 pm in Room Aresty (AGB) 331.

Office: Room 521B, Jenkins School of Business.

Office hours: Wednesdays from 10-12 and 3-5 (Dave is almost always around during business hours, but try to come during office hours if you can).

Contacts: Dave can be contacted via phone (8x3725) or email (dkelly@miami.edu).

Web Site: Dave has established a website (http://moya.bus.miami.edu/~dkelly/teach/eco698/index.html) for this course. At this site, you can download or view course material (notes, homeworks, etc.), grades, and a continuously updated syllabus.

Final Exam: Thursday, December 6, room Aresty (AGB) 331, 6:30 - 8:30 pm.

Prerequisites

Eco 685 Managerial Economics is required. If you have not taken Eco 685, but know game theory, then please see me.

Textbooks

There is no required textbook. I will assign some articles for supplementary reading. All quiz questions come from the notes. The following book is an interesting, non-technical summary: Surowiecki, James, The Wisdom of Crowds, Doubleday, 2004.

Grades

You can now access your grades on line using Blackboard HERE!

Additional Notes

Course Outline

  1. Introduction (October 16-18).
    1. The wisdom of crowds
    2. Types of unknowns.
    3. Sources of Information.
    4. Applications.
    5. Auctions.
  2. Theory.
    1. Basic Framework (October 18 - 23).
    2. Information events.
    3. Signals.
    4. Law of large numbers.
    5. Independence.
    6. HOMEWORK 1 DUE OCTOBER 25.
  3. Polls and Surveys (October 23- 25).
    1. Theory/convergence
    2. Practical issues
      1. Response rate.
      2. Framing.
      3. Administration.
      4. Believable Scenarios.
    3. Information Cascades.
  4. Expert Opinion (October 25 - November 6).
    1. Theory (October 30-November 1).
    2. Biased experts.
      1. Game theory refresher.
      2. Biased expert game.
      3. Games with exogenous randomness.
      4. Acquisition game.
      5. HOMEWORK 2 DUE NOVEMBER 1.
    3. Type biased experts.
      1. Bayes-Nash equilibrium.
      2. Type biased expert game.
  5. Securities Markets (November 6-8).
    1. Theory
    2. Confounding events
    3. Game with liquidity traders.
    4. Game with multiple informed traders.
    5. Mergers application.
    6. FIRST QUIZ NOVEMBER 8.
    7. Evidence.
  6. Prediction Markets (November 8-13).
    1. Basic framework.
    2. Contract design.
    3. Trading rules.
    4. THIRD HOMEWORK DUE NOVEMBER 15.
    5. Important Considerations.
      1. Manipulation.
      2. Risk aversion.
      3. Public image considerations.
      4. Acting on information.
  7. Application: Risk management (November 15).
    1. Basic framework.
    2. Value at risk.
    3. Unknown unknowns.
    4. Applying the wisdom of crowds.
  8. Application: crowdfunding (November 27).
  9. Auctions (November 27-29).
    1. Auction types: English, Dutch, sealed bid, etc.
    2. Bidding strategies.
    3. Independent private values and revenue equivalence.
    4. Common values and the winner's curse.
    5. Search engine auctions.
    6. HOMEWORK 4 DUE NOVEMBER 29

Homeworks, quizzes, review sheets, and solutions.

Study Materials.

Class notes.

Case Studies and Examples.