After George W. Bush was inaugurated as president in 2001, Richard left government service and moved to Paris, where she wrote and consulted about international aid for think tanks, the private sector, and international organizations, including the Organization for Economic Cooperation and Development and the joint United Nations Program on HIV/AIDS (UNAIDS).