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OU LIU
New York, NY, 10025 Email:******@********.***
EDUCATION COLUMBIA UNIVERSITY Sept. 2012-Dec. 2013
Master of Arts in Statistics New York, NY
Courses: Data Mining, Data Science, Advanced Data Analysis, Time Series, Linear Regression, etc.
SUN YAT-SEN(ZHONGSHAN) UNIVERSITY Sept. 2008-June 2012
Bachelor of Science in Statistics ; Minor in Economics Canton, China
Second Prize of Student Awards for each year of 2009-2011
RELEVANT Columbia Business School Oct. 2013 - Present
EXPERIENCE SAS Project Manager, Innovation Synergies Project New York, NY
Lead a team of 5 to design and construct SAS database for patent citations of over 500 companies in 3
industries over 10 years and further analyze citations pattern to identify companies innovation trends
Barclays June 2013-Aug. 2013
Fraud Risk Summer Analyst, Credit Risk Office Long Island City, NY
Developed and maintained database and data warehouse with UK fraud portfolios and automated regular
reports to save workload by 90% with VBA, SAS macro and Teradata SQL
Assessed and monitored fraud rules performance by industry behaviors and applied segmentation and ROC
curve to decrease false positive rate by 20% and significantly save investigation cost
Designed new fraud rules by identifying abnormal fraud trends and anomalies in transactional pattern
using Business Intelligence to mitigate high fraud losses and optimize customer experience
KPMG Feb. 2012-Mar. 2012
Audit Intern, Department of Auditing Shenzhen, China
Reviewed clients internal control system and performed substantive test and inventory count
Assisted with financial statements and documents preparation by verifying data accuracy and consistency
Worked closely with senior management and facilitated information flow between audit team and clients
China Mobile Ltd. Sept. 2011-Dec. 2011
Data Analyst, Office of Enterprise Clients Canton, China
Performed queries with large datasets in Access and SQL Server, standardized weekly report procedures
and optimized data processing algorithm to improve work efficiency significantly
Analyzed population movement using cellphone roaming patterns to support precision marketing
Identified regional low-value users with clustering analysis to maximize Return On Investment
Nov. 2013 – Dec. 2013
PROJECT Predicting Likelihood of Customer Accepting Personal Loan Offers
EXPERIENCE Course Project New York, NY
Built logistic regression model with exploratory data analysis, transformations and stepwise selection
Combined decision tree to incorporate complex interactions and enhanced AUC by 2.1%
Assessed accuracy by ROC curve on test dataset and corrected over-fitting problems by cross validation
Forecasting Questions Being Closed On Stackoverflow May 2013 - June 2013
Course Project New York, NY
Scraped data from Stackoverflow’s web API and converted text body to build corpus of 500 word features
Applied SVM and logistics regression on 3 reputation groups with built corpus and other variables
Improved model via Naïve Bayes and increased correction rate by 20% for lower reputation group
SKILLS Extensive experience in statistical modeling, database management and data mining
Advanced skills in SQL, R,SPSS,SAS (SAS Advance Certificate); Familiar with Matlab, Python
Proficient in MS Office suite: Excel(spreadsheet, macro), PowerPoint and Word
Fluent in English, Chinese( Mandarin and Cantonese)