Only to some degree. The blockchain is a public ledger, where all transactions can be seen by everybody. As soon as you reveal an address, you can be tracked, e.g. when buying or exchanging it to fiat money. In 2016, a U.S. tax authority has enforced an online bank to hand over all addresses.