High blood pressure, high cholesterol, and diabetes are all conditions that increase a person's risk of developing heart disease. Many people with these conditions are also overweight, and it is recommended that such people lose weight to reduce their risk of heart disease. Previous weight loss studies have mainly examined in-person weight loss programs and not Web- or e-mail-based weight loss programs. In addition, the primary care providers of participants in these previous studies typically had no direct involvement in the programs. This study will compare two weight loss programs—an In-Person Directed (IPD) program, which is primarily comprised of in-person visits with health counselors, and a Call-Center Directed (CCD) program, which uses only telephone, Web sites, and e-mail to contact and counsel participants. These two programs will also be compared against a self-directed weight loss program, which will act as a control group. The ultimate purpose of this study is to evaluate the effectiveness of the IPD, CCD, and self-directed programs at increasing weight loss and reducing risk factors in obese people at risk of developing heart disease.