What are the costs and benefits associated with privacy? How much disclosure of personal information is desirable? This paper investigates the privacy trade-off in a setting of job applications. The paper develops a model that shows how privacy protection affects the profits of an employing firm. The main finding of the model is that there is a positive relationship between the productivity of job applicants and the optimal level of privacy protection.