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Interpreting Discrete Choice Models

Interpreting Discrete Choice Models - Elements in Quantitative and Computational Methods for the Social Sciences

Paperback (12 May 2022)

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Publisher's Synopsis

In discrete choice models the relationships between the independent variables and the choice probabilities are nonlinear, depending on both the value of the particular independent variable being interpreted and the values of the other independent variables. Thus, interpreting the magnitude of the effects (the "substantive effects") of the independent variables on choice behavior requires the use of additional interpretative techniques. Three common techniques for interpretation are described here: first differences, marginal effects and elasticities, and odds ratios. Concepts related to these techniques are also discussed, as well as methods to account for estimation uncertainty. Interpretation of binary logits, ordered logits, multinomial and conditional logits, and mixed discrete choice models such as mixed multinomial logits and random effects logits for panel data are covered in detail. The techniques discussed here are general, and can be applied to other models with discrete dependent variables which are not specifically described here.

About the Publisher

Cambridge University Press

Cambridge University Press dates from 1534 and is part of the University of Cambridge. We further the University's mission by disseminating knowledge in the pursuit of education, learning and research at the highest international levels of excellence.

Book information

ISBN: 9781108819404
Publisher: Cambridge University Press
Imprint: Cambridge University Press
Pub date:
DEWEY: 658.403
DEWEY edition: 23
Language: English
Number of pages: 76
Weight: 138g
Height: 152mm
Width: 227mm
Spine width: 9mm