Yue(Joyce) Yang

Yue(Joyce) Yang

Health care specialized data science Intern

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  • Timeline

  • About me

    4-years Product Data Scientist | Driving Business Growth | A/B Testing, Machine Learning, LLM | Shaping Product Strategy @ Freddie Mac | MS in Economics @ Cornell

  • Education

    • Cornell University

      2019 - 2020
      Master of Science - MS Health Policy and Economics 3.8/4.0

      ✔ Weill Cornell Graduate School Coursework: 📌 Biostatistics I & lab in R; AI in Medicine; Data Science and Statistical learning; Modern Method for Causal Inference➡ Application in Econometrics and data analyst; Health data for research; Health service research Introduction to U.S. health care and delivery;

    • Dalian University of Technology

      2015 - 2019
      Bachelor of Science - BS Finance, General

      Coursework: ➡ Linear Algebra, Mathematical Analysis for Engineering, Probability and Statistics➡ Microeconomics, Macroeconomics, Financial Marketing, Corporate Finance, Security Investment, Investment banking, Financial Engineering, Financial Risk Management✔One-year study in East China Normal University Shanghai, China as Exchange Student (Top 5% Only)Coursework: ➡ Multivariate Regression and Statistic Analysis, Differential Equations, Algorithm and Programming Design… Show more Coursework: ➡ Linear Algebra, Mathematical Analysis for Engineering, Probability and Statistics➡ Microeconomics, Macroeconomics, Financial Marketing, Corporate Finance, Security Investment, Investment banking, Financial Engineering, Financial Risk Management✔One-year study in East China Normal University Shanghai, China as Exchange Student (Top 5% Only)Coursework: ➡ Multivariate Regression and Statistic Analysis, Differential Equations, Algorithm and Programming Design Basics Show less

  • Experience

    • 倍通数据集团

      Jun 2018 - Sept 2018
      Health care specialized data science Intern

      • Implemented an interface in R using Shiny package to test models for the clients’ defect rates• Performed the standardized Ad-Hoc analysis with HIVE and R-shiny into unified Python codes• Visualized the findings using Python to present the outcome and predictive powers to optimize the model selection• Practiced evaluation for Chinese health markets products and system and independently developed the report for assessing the clients’ (including Johnson & Johnson and Smith & Nephew) markets performance Show less

    • Hospital for Special Surgery

      Jan 2020 - Jun 2020
      Capstone Project Data Analyst

      • Led a team of 5 to analyze and evaluate current care patterns and utilization of services to treat knee osteoarthritis in a commercially insured population • Extracted and merged over 110,000 target patients and hospital clinical reported data from relational databases with SQL and performed data cleaning and exploratory analysis on disparity and quality of surgery with R • Conducted casual inference to investigate the effect of health policy on surgical outcomes and costs by applying statistical and econometric models • Developed on-going reports for HSS clients including visualization of trends and interpretation of results to provide insights for decision making on service delivery Show less

    • ProsperDTX

      Jan 2021 - Mar 2021
      Data Scientist

      ▪ Extracted and transformed Electronic medical records (EMR) data from 500+ relational databases through Python and SQL.▪ Standardized and systematized the longitudinal dataset by creating reproducible and scalable Data Cleaning and Integration Pipelines.▪ Recognized a cost-effective treatment strategy by implementing Casual Machine learning algorithms and employing statistical, mathematical, and predictive modeling, which increased the survival of COVID-19 effected patients.▪ Assisted in creating predictive models for a larger scale clinical intervention, which reduced the cost by 17% as well as conducted qualitative and quantitative data analysis on the cost of HRU.▪ Visualized analyses and insights through Ad-hoc reporting that support clients in developing a value framework for business strategies. Show less

    • NEWARK COMMUNITY HEALTH CENTERS, INC.

      Jun 2021 - Mar 2022
      Data Analyst

      • Utilized focus groups and A/B testing to enhance product experience, reducing drop-offs by 30% and increasing active user sessions by 40% and average session duration by 15%• Implemented customer churn prediction analysis, including feature engineering, data processing, and behavioral analysis of churned vs. active customers. Built Random Forest, Boosting, and SVM models, optimizing performance with 85% accuracy and 84.2% recall, contributing to a projected 20% reduction in churn• Performed SQL queries to build data collection, storage, and processing infrastructure with over 200GB data. Analyzed business problems and converted report data to actionable items, which improved 50K patients’ quality control by 34%•Conducted statistical analysis, built predictive models (e.g., Multinomial Logistic Regression) in Python to predict the likelihood & monthly trend of customers, and leveraged insights & reduced customer wait time by 25% Show less

    • Freddie Mac

      Mar 2022 - now
      Product Data Analyst

      Investment and Capital Market Devision - Product Analyst / Product Management

  • Licenses & Certifications

    • Healthcare Data Models

      Coursera
      Mar 2020
      View certificate certificate
    • Data-Driven Decision Making in SQL

      DataCamp
      Sept 2020
      View certificate certificate
    • Exploratory Data Analysis in SQL

      DataCamp
      Oct 2020
      View certificate certificate
    • Data Science for Business

      DataCamp
      May 2020
      View certificate certificate
    • Convolutional Neural Networks

      Coursera
      Mar 2020
      View certificate certificate
    • Neural Networks and Deep Learning

      Coursera
      Mar 2020
      View certificate certificate
    • Advanced Diploma in Accounting and Business

      ACCA
      Oct 2017
    • HPAIR Delegate, Business and the World Economy Track

      Harvard Project for Asian and International Relations (HPAIR)
      Aug 2017