Yes, Employment Pass (EP) holders are allowed to buy a car in Singapore. However, they will need to obtain a Certificate of Entitlement (COE) and pay additional taxes and fees, such as the Additional Registration Fee (ARF) and the Goods and Services Tax (GST).