Discrete Choice Analysis - Predicting Individual Behavior and Market Demand, Certificate | Part time online | Massachusetts Institute of Technology (MIT) | United States
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Discrete Choice Analysis - Predicting Individual Behavior and Market Demand

5 days
Duration
4900 USD/full
4900 USD/full
Unknown
Tuition fee
Unknown
Apply date
Unknown
Start date

About

In the Discrete Choice Analysis - Predicting Individual Behavior and Market Demand course offered by Massachusetts Institute of Technology (MIT) , you’ll work with leading MIT experts to discover how to apply discrete choice techniques.

Overview

What you will learn

The Discrete Choice Analysis - Predicting Individual Behavior and Market Demand course offered by Massachusetts Institute of Technology (MIT) consists of a series of lectures and lab sessions that develop discrete choice concepts and techniques and demonstrate their applications. The labs offer hands-on experience in applying the material covered in the lectures using discrete choice software and real-world data sets.

The learning outcomes of the course are:

  • Understanding discrete choice models and their applications.
  • Learning to apply new discrete choice techniques.
  • Understanding problems of data collection, model formulation, estimation, testing, and forecasting, as learned through case studies of discrete choice methods.
  • Utilizing commonly available software to estimate and test discrete choice models from real databases.

Programme Structure

The program focuses on:

  • Choice Behavior
  • Binary Choice Models
  • Specification and Estimation of Choice Models
  • Discrete Choice and Machine Learning
  • Stated Preference Methods
  • Multinomial Choice Models: Probit and Logit
  • Specification Testing
  • Aggregate Forecasting and Microsimulation
  • IIA Tests
  • Nested Logit Models
  • Extreme Value Models
  • Sampling and Estimation
  • Mixture Models
  • Simulation-Based Estimation
  • Dynamic Choice Models and Panel Data
  • Combining Revealed and Stated Preferences
  • Models with Latent Variables
  • Choice from a Menu
  • Bayesian Estimation
  • Online applications
  • Endogeneity and Self-Selection
  • Choice Behavior and the Measurement of Well-Being

Key information

Duration

  • Part-time
    • 5 days

Start dates & application deadlines

Language

English

Credits

3 alternative credits

Delivered

Online

Academic requirements

We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.

English requirements

We are not aware of any English requirements for this programme.

Other requirements

General requirements

  • This program is intended for academics and professionals interested in learning new discrete choice techniques and how to predict choice and forecast demand. 
  • It is particularly suited for academics engaged in research, especially PhD students in economics, planning, civil engineering, management, behavioral science, health science, and political science. 
  • This course will also benefit professionals in market research, transportation consulting, planning, and any government agencies.

Technological requirements

  • Participants will need to install Biogeme. 
  • Tablets will not be sufficient for the computing activities performed in this course.

Tuition Fee

To always see correct tuition fees
  • International

    4900 USD/full
    Tuition Fee
    Based on the tuition of 4900 USD for the full programme during 5 days.
  • National

    4900 USD/full
    Tuition Fee
    Based on the tuition of 4900 USD for the full programme during 5 days.

Funding

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Discrete Choice Analysis - Predicting Individual Behavior and Market Demand
Massachusetts Institute of Technology (MIT)
Discrete Choice Analysis - Predicting Individual Behavior and Market Demand
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Massachusetts Institute of Technology (MIT)

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