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  • University of Chicago
  • Chicago, IL

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@hackforla

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bfang22/README.md

About Me

  • 🔭 My name is Betty: I'm currently completing my M.S. in Computational Analysis and Public Policy at the University of Chicago
  • 🌱 I'm learning (this quarter):
    • large-scale computing methods for the social sciences
    • program evaluation (RCTs, IVs, Panel Data, RDD)
    • data engineering platforms (GCP)
  • 🕵️‍♀️ I’m looking to make an impact in the public sector: a role where I can dig into social inequities and sub-optimal services, and help design the solution.
  • 💬 Ask me about my project on 311 potholes repair requests for the City of Boston last summer! 🕳️ 🚙
  • 📮 Reach me at hellobettyfang@gmail.com

Background

My background is in k-12 education advocacy - prior to graduate school, I monitored the education outcomes of foster youth and incarcerated youth in LA County, focusing specifically on how school districts spent state funding and advocating for more academic support programs and social-emotional services for underserved student populations.

Since starting graduate school, I have undertaken a variety of individual and group projects as part of my coursework and as part of formal work experiences. Below is a summary of these projects.

Analytics / Data Science Project Highlights

Title Topics Methods
Period Poverty in Cook County, IL APIs, Webscraping, GIS, Statistical Analysis Buffers, intersections
Estimating Socio-economic and Demographic Biases in City of Boston's 311 Data Project Management, Statistical and Geospatial Analysis, Data Visualization Buffers, spatial joins, matching, linear regressions

ML Project Highlights

Title Models Methods
Predicting Supreme Court Case Outcomes Logistic Regression, Multilayer Perceptron, Random Forest, SVC Text processing and feature engineering
Predicting Shelter Outcomes of Cats for City of Austin Multinomial Logistic Regression Multi-label classification, oversampling
Sentiment Analysis and Fact-Checking Climate Change Claims BoW, LSTM, GPT-2, BERT Topic modeling, natural language inference, fine-tuning LLMs
My top languages
Rank Languages
1 Python
2 SQL
3 Go

Pinned Loading

  1. uchicago-mscapp-projects/maroon-justice-index uchicago-mscapp-projects/maroon-justice-index Public

    30122-project-maroon-justice-index created by GitHub Classroom

    ASP.NET

  2. andrewjtdunn/math-ml-project andrewjtdunn/math-ml-project Public

    A project to build a machine learning classifier solely using numpy

    Python