Regression Adjustment with Synthetic Controls in Online Experiments
CODE
I am a research scientist on the Core Data Science team. Prior to Facebook, I worked at eBay Research Labs. My main interests are in causal inference, experimental design and advertising effectiveness. Some of my recent papers include work on imperfect treatment assignment from cookie-level randomization; experimentation in markets with test-control interference; and using sequential testing to shorten experiment duration. I received a PhD in economics from Stanford University.
Interests
Causal inference, advertising markets and auctions
Latest Publications
Top Challenges from the first Practical Online Controlled Experiments Summit
Reid Andersen, Niall Cardin, Sumitha Chandran, Nanyu Chen, Mike Curtis, Alex Deng, Weitao Duan, Brian Frasca, Somit Gupta, Tommy Guy, Guido W. Imbens, Guillaume Saint Jacques, Pranav Kantawala, Ilya Katsev, Moshe Katzwer, Ronny Kohavi, Mikael Konutgan, Elena Kunakova, Minyong Lee, MJ Lee, Joseph Liu, James McQueen, Amir Najmi, Brent Smith, Diane Tang, Vivek Trehan, Lukas Vermeer, Toby Walker, Jeffrey Wong, Ya Xu, Igor Yashkov
Improving Treatment Effect Estimators Through Experiment Splitting
Tom Cunningham
