The current study draws upon image theory to identify predictors of applicant withdrawal intentions and behavior. Applicants from a U.S. manufacturing organization completed measures of engagement, procedural justice, perceived fit, offer expectancy, perceived alternatives, and withdrawal intentions. Results indicate that withdrawal intentions were lower when candidates were more engaged in the selection process, perceived a higher level of procedural justice in the application process, perceived a greater degree of fit, and had higher offer expectancies. Additionally, the person–job fit–withdrawal intentions relationship was moderated by perceived alternatives such that this relationship was strongest when candidates reported having more alternatives. Withdrawal behavior was significantly predicted by person–organization fit, engagement, and withdrawal intentions. These results suggest that withdrawal intentions may be reduced via the development of engaging and procedurally fair selection procedures that help candidates determine their fit with the job and the organization.