This paper models zero response data from willingness to pay surveys by emp
loying parametric and semi-parametric estimation methods. The result of the
specification test indicates the semi-parametric estimation outperforms th
e parametric estimation significantly. (C) 2001 Published by Elsevier Scien
ce B.V.