In this paper, I develop an estimator for a semi-parametric logit model based on a kernel-weighted average of pairwise conditional logit terms. Then I demonstrate consistency, asymptotic normality, and consistent asymptotic covariance matrix estimation for this estimator using results for sequences of $U$-statistic.