Xingchen Ling is a Senior Data Scientist at Amazon Alexa. She led the science design and pipeline productizing of self-service analytical tool for causal impact estimation of Alexa initiatives and conducted large scale observational method validation with experimental data. She is passionate about leveraging statistical modeling, machine learning algorithms and predictive analytics to uncover valuable insights and enable business to make informed decisions.