Publication
Economics
Publication
Microsoft New Future of Work Report 2022
Group
Microsoft 365 Defender Research
Machine learning and AI Innovation at Microsoft Security Research The cybersecurity landscape has fundamentally changed, as evidenced by diverse, large-scale, and complex attacks in the recent past. Adversaries have grown in volume, velocity and sophistication,…
Publication
Why I am a pluralist
Video
Research talk: Causal ML and business
Using machine learning for causal inference can, in a subset of cases with rich data, replicate results from A/B experimentation. For other cases, like identifying the “average treatment effect for compliers” ML offers more limited…
Video
Research talk: When climate is everything, all systems must change
Curbing carbon pollution to halt warming at 1.5 degrees and adapt to climate impacts requires recalibrating our financial system to support energy, transport, and food systems transitions. Current prices, from carbon to energy to food,…
