Table 1 reports the matches of two-stage models with and without heterogeneous decision rules (latent classes) as well as versions that allow for conventional representation of continuous covariates (i.e., no splines). According to standard fit metrics, the proposed model with five latent classes for both men and women fits the data better than all nested models (e.g., homogeneous and linear utility) and nonnested ones with polynomial representation of continuous covariates, and these differences are statistically significant. We evaluate goodness of fit using a holdout Rodney Pretty Woman Escorts sample comprising girls who joined the site after the estimation interval and 181 men to safeguard against overfitting. These out of sample quotes reaffirm a model allowing for nonsmooth reply and heterogeneity outperforms other conventional specifications. Besides superior fit, our model captures. Details are in SI Appendix, Section S4.
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