Master of Arts (M.A.), Statistics @
University of California, Santa Barbara
Solid background in Applied Statistics. Data scientist experience in e-commerce and financial industry. Analyze user behavior and optimize conversion rate in online products and CRM application. Market predictor development. Insight analysis including user lifetime value (LTV), frequent pattern recognition, and order basket analysis. Advanced modeling skill (regression/logistic regression/decision tree/SVM) using R/SAS/MATLAB. Data visualization, Dashboard using ‘Shiny’ package
Solid background in Applied Statistics. Data scientist experience in e-commerce and financial industry. Analyze user behavior and optimize conversion rate in online products and CRM application. Market predictor development. Insight analysis including user lifetime value (LTV), frequent pattern recognition, and order basket analysis. Advanced modeling skill (regression/logistic regression/decision tree/SVM) using R/SAS/MATLAB. Data visualization, Dashboard using ‘Shiny’ package in R, ETL/Data mart, AWS.
Data Scientist @ - Development lead for marketing attribution model and marketing mix modeling, and assist engineers in model implementation. - Collaborate with text mining experts to create new analytical solutions From April 2015 to Present (5 months) San Francisco Bay AreaData Scientist @ Data scientist in a pre-ipo startup online retail store, offering pre-owned designer brands. From September 2013 to May 2015 (1 year 9 months) San Francisco Bay AreaData Scientist @ •Analyze user behavior on online products and CRM application, and optimize product adoption and conversion rate •Develop econometrics and real estate related algorithms; deliver insights on market and economic activity, trends and forecasts. •Collaborate with a multi-disciplinary team of engineers, data analysts, product managers and marketing, to leverage data and to facilitate the use of research From December 2012 to September 2013 (10 months) San Francisco Bay AreaAssistant Vice President, Quantitative Financial Analyst @ Assistant Vice President (Quantitative Finance Analyst in Enterprise Capital Management) •Model research and development in bank-level high-profile areas, including BASEL risk capital modeling (BASEL risk capital/economic risk capital, and portfolio analysis. commercial loan/ wholesale credit risk (PD/LGD/EAD), VaR, frequency/severity/joint structure modeling in operational risk.) •Analyze the bank’s internal data for key commercial loan credit risk and operational risk. •Design Bank’s credit portfolio production process (in SQL), and collect data for modeling. •Provide quantitative analysis & consultation, and write technical reports: Regression, logistic regression, Clustering analysis, test design and hypothesis test, Goodness-of-Fit (GOF) test and model validation, Time series, MCMC, Bootstrap resampling, Bayesian theory and modeling, etc. From March 2010 to December 2012 (2 years 10 months) San Francisco Bay AreaGraduate Assistant @ •Teaching Assistant: Conducted discussion sessions in Statistics classes: Design and Analysis of Experiments, Linear Regression, Statistics with Economics and Business Applications, etc. •Computing Assistant: Supported researchers by utilizing computing resources (hard/software) From September 2004 to March 2010 (5 years 7 months) Summer Intern (Statistician/Analyst) @ Implemented Taguchi model to find more effective webpage configuration From June 2009 to July 2009 (2 months) Santa Barbara, California AreaSummer Intern (Statistician) @ •Solved risk measure sub-additive issues by adding multi-dimensionality •Wrote an R package for risk modeling, and liaised with programmers to implement the package in a Java GUI (Graphical User Interface) From June 2008 to September 2008 (4 months) Casa Grande, AZStatLab Consultant @ Provided statistical consulting to researchers (faculty/ postdoc. /grad.) e.g: modeling the emotional cognition pattern from video & audio effect using a linear model, sensitivity test in categorical responses in GLM From March 2007 to June 2007 (4 months) Santa bar
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