M.S. and Ph.D., Statistical Computing and Sociology, Stanford University
Harvard University, Advisor to the Harvard Data Science Review, 2019- present
RMDS Lab, CEO and Director, 2019- present
IBM, Thought Leader, Chief Data Scientist & Distinguished Data Scientist, 2013- 2019
Retention Science, Chief Data Scientist, 2013
TRG iSKY, Chief Data Officer, 2013
YapStone, Inc., Principal Consultant on Data and Insights, 2012
ZestFinance, Machine Learning Expert, 2011
Shopzilla, Inc., Lead Consultant on Business Analytics & Data Science, 2011
University of California, Irvine, Adjunct Professor, 2003-2010
The Enterprise Network of Silicon Valley, Director, 2004
University of Southern California, Adjunct Assistant Professor, 2002-2004
GEC Education, Managing Director, 1995-2001
Liu, A. (2020). Applying Satellite Observations of Tropical Cyclone Internal Structures to Rapid Intensification Forecast with Machine Learning, Wiley.
Liu, A. (2020). Transforming Healthcare with Big Data and AI. Information Age Publishing.
Liu, A. (2016). Apache Spark Machine Learning Blueprints. Packt Publishing
Liu, A. (2015). Structural Equation Modeling and Latent Variable Approaches. John Wiley & Sons.
Liu, A. (2009). Building Structural Equation Models in Social Science. RM.
Liu, A. (2009). Building Regression Models in Social Science. RM.
Liu, A. (1995). The Effect of Copayments and Income on the Utilization of Medical Care by Subscribers to Japan’s National Health Insurance System. International Journal of Health Services.
Liu, A. (1993). Patterns and Results of the Third Democratization Wave. University Press of America.