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svanscreates/README.md

Svanik Rastogi

Strategy & Business Analytics Β· Quantitative Research Β· AI in Business

LinkedIn Email GitHub


About Me

I'm a final-year BBA (Strategy & Business Analytics) student at Christ University, Bangalore β€” ranked 3rd nationally for BBA programmes β€” with research interests spanning AI governance, circular economy transitions, and quantitative real estate analysis.

My work sits at the intersection of rigorous quantitative analysis and real-world business strategy. I've analysed 3.1 million property transactions to assess transport infrastructure impacts, built integrative AI frameworks for India's FMCG packaging sector, and deployed predictive ML models for customer lifetime value segmentation.

Previously, I worked as a Sales & Marketing Analyst at Adani Realty (Delhi-NCR), where I conducted market and competitor analysis on property trends, mapped channel partnerships, and researched AI integration in real estate operations. I'm a Gold Medal winner at the national-level Behes debate championship.


πŸ”¬ Featured Research & Projects

🏘️ Elizabeth Line Impact on Property Values

Quantitative study analysing 3.1M residential transactions from HM Land Registry to assess the Elizabeth Line's causal impact on London housing prices. Employs OLS hedonic models, XGBoost with SHAP, and Difference-in-Differences estimation.

Python XGBoost SHAP Econometrics DiD

πŸ“Š Customer Lifetime Value Prediction

End-to-end ML pipeline for churn prediction and CLV segmentation using Logistic Regression, Random Forest, and Gradient Boosting. Features engineered customer metrics, SHAP-based interpretability, and actionable business insights.

Python Scikit-learn Plotly Pandas ML

♻️ AI-Enabled Circular Business Models

BBA dissertation mapping 4 AI capability clusters across 5 FMCG packaging lifecycle stages in India. Integrative framework addressing EPR compliance, informal-sector dynamics, and governance tensions in circular economy transitions.

Research AI Circular Economy EPR FMCG

πŸ—οΈ Senior Living Market Analysis β€” North India

Comprehensive market research at Adani Realty analysing the demand-supply gap (1.8M demand vs 20K units), demographic drivers, regulatory frameworks, and feasibility for Delhi-NCR senior living development. Market projected to grow 5Γ— to $12B by 2030.

Market Research Real Estate Feasibility


πŸ› οΈ Technical Stack

Languages & Analysis

Python R SQL Excel

Machine Learning & Data Science

Scikit-learn XGBoost Pandas NumPy Plotly

Econometrics & Research Methods

OLS DiD SHAP Hedonic

Tools & Platforms

Jupyter Git DuckDB


🎯 Research Interests

  • AI Governance & Organisational Change β€” How organisations absorb AI at scale
  • Circular Economy Transitions β€” AI-enabled models for emerging market sustainability
  • Quantitative Real Estate Analysis β€” Transport infrastructure capitalisation, hedonic pricing
  • Emerging Market Strategy β€” Regulatory complexity, informal-sector integration, market entry

πŸ“ˆ GitHub Stats

Svanik's GitHub Stats


"Rigorous analysis without organisational understanding changes nothing."

πŸ“ Greater Noida Β· Bangalore Β· Delhi-NCR

Popular repositories Loading

  1. elizabeth-line-impact elizabeth-line-impact Public

    Quantitative research on London housing prices using 3.1M residential property transactions.

    Jupyter Notebook 1

  2. svanscreates svanscreates Public

  3. clv-analysis clv-analysis Public

    ML-powered Customer Lifetime Value prediction and churn analysis with SHAP interpretability

    Jupyter Notebook

  4. circular-economy circular-economy Public

    BBA Dissertation: AI-enabled circular business models for Indian FMCG packaging