City Research Online

A fixed effects ordered choice model with flexible thresholds with an application to life-satisfaction

Yaman, F. & Cubí‐Mollá, P. A fixed effects ordered choice model with flexible thresholds with an application to life-satisfaction. London: City University London.

Abstract

In many contexts reported outcomes in a rating scale are modeled through the existence of a latent variable that separates the categories through thresholds. The literature has not been able to separate the effect of a variable on the latent variable from its effect on threshold parameters. We propose a model which incorporates (1) individual fixed effects on the latent variable, (2) individual fixed effects on the thresholds and (3) threshold shifts across time depending on observable. Importantly, the latent variable and the threshold specifications can include common variables. In order to illustrate the estimator, we apply it to a model of life satisfaction using the GSOEP dataset. We demonstrate that important differences can arise depending on the choice of the model. Our model suggests that threshold shifts are statistically and quantitatively important. Factors which increase reported life-satisfaction are due both to positive effects on the latent variable AND to shifting thresholds to the left, while factors which decrease reported life satisfaction are due to negative effects on the latent variable AND to shifting thresholds to the right.

Publication Type: Monograph (Discussion Paper)
Additional Information: © the author
Publisher Keywords: Ordered choice, fixed effects, subjective well-being, life-satisfaction
Departments: School of Policy & Global Affairs > Economics
[thumbnail of fixed effects ordered.pdf]
Preview
PDF - Published Version
Download (284kB) | Preview

Export

Add to AnyAdd to TwitterAdd to FacebookAdd to LinkedinAdd to PinterestAdd to Email

Downloads

Downloads per month over past year

View more statistics

Actions (login required)

Admin Login Admin Login