Combine first 3 ingredients in a large bowl. Combine oil and eggs; add to dry ingredients, stirring well. Stir in pecans and vanilla.
Drop dough by rounded teaspoonfuls 2 inches apart onto ungreased baking sheets.
Bake at 350° for 12 minutes or until lightly browned. Remove to wire racks to cool.