Key risk factors for developing acute pulmonary embolism include prolonged immobility, recent surgery (especially orthopedic procedures), cancer, obesity, and a history of venous thromboembolism. Other contributing factors may include hormonal therapy, pregnancy, and genetic predispositions to clotting disorders. Comprehensive risk assessment is essential for prevention, particularly in hospitalized patients.