What's missing is the legal framework to prioritise this anonymity (during emergencies like this pandemic), the political will (long shot) and the understanding the general population have about privacy in general.
The last point in also somewhat debatable, since people are scared currently. So, without having a certain level of knowledge about the technology and the implications of lack of privacy, they're more likely to 'barter' their privacy for security against getting infected.