1 Introduction  
2 What is federated analytics?  
3 A taxonomy of federated analytics queries  
4 Existing solutions to statistical testing queries  
5 Existing solutions to set queries  
6 Existing solutions to matrix transformation  
7 Challenges and Open Opportunities  
8 Conclusion  