Non-profit organizations have long faced the challenge of balancing their budgets while simultaneously seeking to retain existing donors and recruit new ones. In principle, existing donors can be targeted on the basis of their past giving data. However, for new donors, this data is not available or may be difficult to obtain from secondary sources. What should non-profit organizations do? We suggest 2 alternatives.