Homa Rafieian
858-***-**** ****.********@****.****.*** Permanent Resident www.linkedin.com/in/homarafieian Education
Master of Science in Business Analytics, Rady School of Management, UC San Diego 06/2019
• GPA: 3.68/4.0, Awarded Rady Scholar fellowship of $20,000
• Customer Analytics, Business Analytics, Collecting and Analyzing Large Data, Managerial Judgment and Decision Making, Social Media Marketing, Web Analytics/Data Mining, Supply Chain Analytics, Experiment in firms, Pricing
M.S., Textile Engineering, Amir Kabir University of Technology, Tehran, Iran 06/2015 B.S., Textile Engineering, Isfahan University of Technology, Esfahan, Iran 09/2009 Projects
Predictive Model Comparison using Intuit Data, Rady UC San Diego 02/2019
• Created and compared classification models (including RFM, Logistic, Random Forest, XGBoost, Neural Network, Gradient Boosting Machine) to predict customer response rates among 75,000 customers, increased profit by 10.9%
Data mining on E-commerce data, Rady UC San Diego 03/2019
• Set up ETL pipeline with PostgreSQL using Pentaho; merged datasets to find the relationship between factors and shipping cost using SQL; visualized query results using Tableau
• Built three regression (Linear, Decision Tree and GBM) model to predict shipping cost; used k-means clustering model to find typical patterns
YouTube Trending Videos Analyzing Using R, Rady UC San Diego 12/2018
• Completed in-depth analysis on YouTube trending videos with logistic regression, text mining and visualizing
• Performed Sentiment Analysis on unstructured comments to generate audience emotional ratings for Topic model building
Professional Experience
Data Analyst, Karafs, Tehran, Iran 08/2015 - 05/2018 A start up internet app company, which focuses on consumers’ health and fitness
• Constructed micro-level user segments based on consumers past behavior; identified multiple behavioral segments to employ various personalization techniques using field experiments
• Created an algorithm, based off of personal health profiles, that sent personalized text messages to consumers to encourage health goals; reduced users’ bad habits by 40%
• Ran A/B test on App Page Design to compare subscription rates using hypothesis test, increased subscription rate by 24.3%
• Earned award for “Best App” for 2 years consecutively through voting from over a million users Fashion Designer and Marketing Analyst, JPA Garment Company, Tehran, Iran 09/2010 - 09/2012
• Planned and developed designs utilizing CAD technology, linking design and marketing teams
• Used pivot tables in Excel to analyze product status; assisted with team trainings
• Conducted marketing research through surveying in order to better understand customer wants and needs; Improved customer satisfaction by 25%
Textile Engineer and Technical Assistant, Rangiran Textile Company, Esfahan, Iran 09/2009 - 09/2010
• Arranged lab data at the quality control center; Presented results at quarterly reviews with company Specialized Skills
• Languages/Coding: R Statistical Software (RStudio, Rmarkdown, Tidyverse, machine learning tools), Python
(pandas, NumPy, Jupyter notebooks), PostgreSQL, Spark (PySpark), Pentaho Kettle ETL tool
• Operating Systems: Experience with GitLab Version Control Software; Proficiency in MS Word, Excel, and PowerPoint
• Tools: Tableau, Hadoop, Google Analytics, DataGrip