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Air Quality Management Berkeley binomial probit Brownstone and T.F. Califomia California Transportation Center carpooling category numbers choice models Coast Air Basin Coast Air Quality coefﬁcient commute distance consistent estimates correlated Cost subsidy covariance estimates Current Population Survey dummy variable effectiveness of ridesharing Eﬂectiveness employer size dummy employer-provided incentive endogenous exogenous incentive ﬁnal ﬁrst wave ﬁxed freeway guaranteed ride home HOV lane available Hwang and Giuliano IBC subsample imputation model imputed values incentive measures incentive variables Irvine maximum likelihood estimates Mixed modes mode choice multiple imputation non-incentive Orange County Airport ordered probit model panel parameter estimates perceived incentive percent Policy predictions policy simulations population predictions presence Quality Management District Reserved parking ridesharing choice ridesharing incentives sampling weights solo driving sometimes rideshare South Coast Air speciﬁcation standard errors stratiﬁed survey bin numbers survey sample T.F. Golob Teal University of California unweighted distributions vanpooling weight construction weight vector weighted and unweighted