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Shruti-131202/README.md

Hi, I'm Shruti Khandelwal πŸ‘‹

Data Analyst | SQL β€’ Power BI β€’ Python β€’ Excel

I build end-to-end analytics projects that solve real business problems β€” turning raw data into insights that improve profitability, retention, and operational performance. Across 4 projects spanning Banking, SaaS, Retail, and Logistics, I apply the same rigorous process: SQL analysis β†’ business insight β†’ dashboard β†’ actionable recommendation.

πŸ“« LinkedIn Β· πŸ“§ shrutikhandelwal1213@gmail.com


πŸ’Ό Featured Projects

πŸ’³ Credit Card Portfolio Profitability & Revenue Leakage Analysis

Business Problem: Evaluate the profitability of a credit card portfolio and identify where revenue is being lost through fees, rewards, and delinquencies.

  • Analyzed 10,000 customers, 150,000 transactions, and 12 months of portfolio data
  • Built a 5-page executive Power BI dashboard for leadership reporting
  • Quantified revenue leakage from cashback, rewards, and fee waivers
  • Evaluated profitability by card product and customer segment
  • Analyzed delinquency trends to assess portfolio health and risk
  • Delivered recommendations to improve profitability and reduce financial risk

Tools: SQL β€’ MySQL β€’ Power BI β€’ Excel View Project β†’


πŸ› Customer Retention & Revenue Optimization Analysis

Business Problem: Identify which customer segments drive revenue and understand retention patterns to improve customer lifetime value.

  • Performed RFM segmentation to identify high-value and at-risk customers
  • Conducted cohort analysis to measure retention over time
  • Analyzed repeat purchase behavior and revenue concentration
  • Built an executive KPI dashboard with segment-level insights
  • Recommended strategies to improve retention and revenue growth

Tools: SQL β€’ Power BI β€’ Excel View Project β†’


☁ SaaS Revenue Risk & Customer Churn Analysis

Business Problem: Identify revenue concentration and churn risk within a SaaS subscription business.

  • Analyzed customer engagement and subscription revenue patterns
  • Identified accounts contributing the highest revenue concentration risk
  • Evaluated activity trends as early indicators of churn
  • Built an executive dashboard for revenue and customer health monitoring
  • Proposed recommendations to improve recurring revenue and retention

Tools: SQL β€’ Power BI β€’ Python View Project β†’


🚚 Logistics Delay & Cost Leakage Analysis

Business Problem: Improve logistics performance by analyzing delivery delays, SLA breaches, and operational cost leakage.

  • Evaluated delivery performance across shipment records
  • Measured SLA breach rates and delay patterns
  • Identified sources of operational cost leakage
  • Built a logistics performance dashboard for ops reporting
  • Recommended process improvements to reduce delays and improve efficiency

Tools: SQL β€’ Power BI β€’ Excel View Project β†’


πŸ›  Core Skills

SQL Power BI Python Excel
Joins & Subqueries DAX Pandas Pivot Tables
CTEs Power Query NumPy Lookup Functions
Window Functions Data Modeling Matplotlib Conditional Formatting
KPI Calculations Interactive Dashboards Exploratory Data Analysis Dashboard Development

Core Expertise: Revenue & Profitability Analysis Β· Customer Segmentation Β· Churn & Retention Analysis Β· Operational Analytics Β· Executive KPI Reporting


πŸ“š Currently Learning

Advanced SQL for Business Analytics Β· Advanced Power BI Β· Python for Data Analytics Β· Banking & Financial Analytics


Open to Data Analyst opportunities β€” let's connect!

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  1. Credit-Card-Portfolio-Profitability-Revenue-Leakage-Analysis Credit-Card-Portfolio-Profitability-Revenue-Leakage-Analysis Public

    End-to-end Credit Card Portfolio Profitability & Revenue Leakage Analysis using SQL, Power BI, Python, and Excel to evaluate portfolio performance, product profitability, customer behavior, revenue…

  2. customer-retention-revenue-optimization-analysis customer-retention-revenue-optimization-analysis Public

    End-to-end data analysis project using SQL and Power BI to identify customer retention gaps, revenue concentration risks, and growth opportunities through RFM and cohort analysis.

  3. Logistics-Delay-Cost-Leakage-Analysis Logistics-Delay-Cost-Leakage-Analysis Public

    This project analyzes delivery performance and SLA compliance for a logistics operations dataset to identify delay patterns, SLA breach risks, and estimated cost leakage impacting business efficiency.

  4. saas-revenue-risk-churn-analysis saas-revenue-risk-churn-analysis Public

    Identified 83% revenue concentration in top accounts and β‚Ή82K revenue at risk by analyzing churn and engagement patterns in a SaaS business using SQL, Python, and Power BI.

    Jupyter Notebook