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pratiti-soumya/README.md

👋 Hi, I'm Pratiti Soumya

🎓 UCLA Anderson MSBA | 🎓 MBA in Marketing
🔍 Senior Data Analyst/ Data Scientist | Python | Machine Learning | A/B Testing | Business Insights | Data Storytelling

I'm a data professional with 8+ years of experience turning raw data into actionable insights across industries. My background spans analytics, predictive modeling, and dashboard development to solve real-world problems.


💡 What I Do

  • 🤖 Applied Data Science : Regression, classification, SHAP analysis, predictive modeling
  • 🧪 Experimentation : A/B testing, hypothesis design, z-tests, Bayesian inference
  • 📊 Analytics & BI : Customer segmentation, performance dashboards, KPI frameworks
  • 🛠️ Tech Stack : Python (Pandas, scikit-learn, SHAP, Seaborn), SQL, Tableau, Power BI, Excel

🔬 Featured Projects

  • A/B Testing for Marketing Campaign
    Simulated a 10,000-user email funnel to test subject lines and CTAs. Used z-tests and Bayesian inference to evaluate lift and confidence.
    Tools: Python, Scipy, Pandas, Matplotlib

  • Predictive Modeling for Income Estimation
    Built linear and tree-based models on high-dimensional survey data. Used SHAP to interpret and explain key drivers.
    Tools: scikit-learn, SHAP, Pandas

  • Customer Risk Analysis for Lending
    Explored relationships between credit scores, interest rates, and income to assess risk patterns. Delivered insights through clear visualizations.
    Tools: Seaborn, Matplotlib, SQL


🧭 Professional Experience

  • Southern California Edison (SCE)
    Modeled crew workload and trimming backlog as time series in Python to forecast peak load and improve resource planning.
    Deployed 10+ automated Power BI dashboards to monitor trimming backlog and crew efficiency.
    Cleaned and processed 150K+ records/month using SQL, reducing reporting errors by 70%.

  • William Morris Endeavor (WME)
    Built unsupervised clustering models on deal attributes to identify cross-segment matches, increasing qualified outreach by 35%.
    Developed supervised regression models to predict client revenue; prioritized high-ROI talent, lifting qualified deals by 12%.
    Cleaned and transformed 700K+ records using SQL to support segmentation, modeling pipelines, and opportunity forecasting.

  • Intuit, Inc. | Ford Motor Company
    At Intuit, supported global KPI alignment with Tableau dashboards analyzing 13.6M records across 16 KPIs.
    At Ford, designed enterprise-level data architecture models to align technical solutions with business objectives.

Education

Master of Science in Business Analytics (MSBA)
UCLA Anderson School of Management, Los Angeles, California
December 2021

  • Focused on applying analytics in business settings, enhancing decision-making and strategy development.
  • Specialized in Customer Analytics, Competitive Analytics, and Descriptive Predictive and Prescriptive Analytics.
  • Leadership roles: Vice President of Career, MSBA; Vice President of Marketing, Business Analytics Association; Director of Technology, Entrepreneur Association.

Master of Business Administration (MBA)
Narsee Monjee Institute of Management Studies, Mumbai, India
April 2017

  • Specialized in Statistical Analysis, Finance, Decision Modelling, Innovation Management, and Econometrics.
  • Leadership roles: Editorial Head, significantly boosted digital subscription by 63% through strategic content and digital marketing.

Bachelor of Engineering, Electronics and Communication
M S Ramaiah Institute of Technology, Bangalore, India
May 2014

  • Developed a strong foundation in technical principles, complementing later achievements in data analytics and business strategy.

📫 Let's Connect!

Feel free to reach out to me via LinkedIn/ Email or check out my work Portfolio or Medium Blog Posts!


Pratiti Soumya

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  1. ab-testing-marketing-campaign ab-testing-marketing-campaign Public

    A complete A/B test analysis of a simulated email marketing campaign, using z-tests and Bayesian inference

    Jupyter Notebook

  2. Data-Science-Projects Data-Science-Projects Public

    A collection of hands-on data science projects covering data analysis, visualization, statistics, SQL, Python, and machine learning fundamentals.

    Jupyter Notebook

  3. Rental-DVD-Summary-with-SQL Rental-DVD-Summary-with-SQL Public

    I worked with a relational database schema (based on a DVD rental business) and wrote advanced SQL queries to extract business insights. The analysis covered customer behavior, film categories, and…