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swatiLalwani/README.md
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🚀 Data Analyst: Advanced Predictive Modeling & Cloud ETL

MS in DATA Analytics Graduate @ Westcliff University' 2025

Hi ✋ My name is Swati Lalwani, and I am a Data Analyst specializing in Predictive Modeling and Business Intelligence solutions.

I leverage a full technical stack—Python (Machine Learning, TensorFlow), Advanced SQL, and Cloud ETL—to transform complex data into strategic, actionable business insights. My experience includes delivering quantifiable cost savings ($6M) and optimizing financial processes across regulated industries.

I'm actively seeking opportunities where my expertise in Financial Risk Analysis, BI Development, and Data Quality can directly drive efficiency and strategic decision-making. Please explore my pinned repositories for hands-on proof of concept.

Feel free to check out my resume and my portfolio for a deeper dive into my skills and experiences. I am currently seeking fulltime opportunities in Data Analytics & Business Intelligence so please reach out me on LinkedIn.

🌍 I'm based in United States

✉️ You can contact me at swati.lalwani1214@gmail.com

🧠 I’m immersing myself in the data ecosystem.

Skills Data Analytics & Visualization: Power BI, Tableau, Excel (Pivot Tables, VBA), Matplotlib, Seaborn, Google Analytics 4 (GA4)

Database Management: MySQL, PostgreSQL, Oracle, SQL Server, MongoDB

Statistical Analysis: Hypothesis Testing, Regression, A/B Testing, Statistical Modeling

Data Engineering & ETL: SQL (Joins, CTEs, Window Functions), Python (Pandas, NumPy), Talend, Informatica, AWS Glue

Big Data & Cloud: Hadoop, Azure HDInsight, AWS Redshift, Snowflake

Machine Learning Basics: Linear/Logistic Regression, K-Means, Decision Trees

Data Warehousing & Modeling: Star Schema, Snowflake Schema, Dimensional Modeling, ERDs

Business Strategy & Reporting: KPI dashboards, budgeting, cost optimization

Data Cleaning : Data Wrangling, Data Merging, Handling Missing Values

Collaboration & Project Management: Agile, Scrum, JIRA, Confluence, BRDs/FRDs, UAT testing

Certifications: Power-BI with Excel, Tableau, Google Data Analytics, Snowflake, AWS, IBM Data Science

📂 Featured Repositories
🔹 AWS Spotify Data Engineering Pipeline
🔹 SQL Data Analytics Portfolio
🔹 Business Intelligence Dashboards
🔹 Python Data Analytics Portfolio
🔹 R Data Analytics Portfolio
🔹 Healthcare Risk Prediction

💡 Highlights:

  • Reduced manual reporting effort by 80% through SQL & Python automation.
  • Improved financial forecasting accuracy by 18% using Tableau dashboards.
  • Delivered $6M in cost-optimization insights through data-driven modeling.
  • Top-50 Global Finalist, IBM TechXchange Hackathon (Agentic AI Innovation).

Socials

Email:-swati.lalwani1214@gmail.com

LinkedIn:-www.linkedin.com/in/swatilalwani1404

Pinned Loading

  1. SQL-Data-Analytics-Portfolio SQL-Data-Analytics-Portfolio Public

    Advanced SQL queries and KPI reporting for business operations optimization.

    1

  2. Business-Intelligence-Dashboards Business-Intelligence-Dashboards Public

    Interactive Power BI & Tableau dashboards built for sales, operations, and financial insights. Demonstrates KPI design, DAX modeling, and data storytelling for executive decision-making.

    1

  3. Python-Data-Analytics-Portfolio Python-Data-Analytics-Portfolio Public

    Advanced analytics and predictive modeling projects using Python (Pandas, NumPy, Scikit-learn). Includes machine learning models for forecasting, sentiment analysis, and risk evaluation.

    Jupyter Notebook

  4. R-Data-Analytics-Portfolio R-Data-Analytics-Portfolio Public

    End-to-end R projects applying statistical modeling, time series forecasting, clustering, and sentiment analysis. Showcases EDA, hypothesis testing, and advanced visualization in R.

    R 1

  5. Healthcare-Risk-Prediction Healthcare-Risk-Prediction Public

    Machine learning model for breast cancer patient risk prediction with 97% accuracy and clinical risk factor analysis.

    Jupyter Notebook