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This repository presents a proof of concept for an insurance analytics solution aimed at improving core processes such as risk assessment, claims management, and customer insights. The project utilizes data-driven methods to enhance decision-making and operational efficiency.

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MallikaUppuganti/Ai_Variant_Insurance_Analytics_POC

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🛡️ Insurance Analytics

Company: Ai Variant

Tools Used: Excel, Power BI, MySQL, Tableau

Domain: Financial Services

📌 Project Overview

This project is a Proof of Concept (PoC) developed for a major client in the Insurance sector, designed to provide strategic visibility into revenue performance, sales opportunities and executive engagement.

As a Data Analyst, I led the end-to-end workflow, from raw data cleaning and transformation to designing a dynamic dashboards that empowers stakeholders with instant decision-making capability.

Built using Excel and Power BI, the dashboards help business leaders track KPIs, uncover performance gaps and drive data-informed decision-making.

🎯 Business Objectives

  • Visualize sales performance across Cross Sell, New Business and Renewal categories

  • Monitor target vs. achievement and uncover revenue shortfalls

  • Identify top-performing account executives and operational bottlenecks

  • Provide a centralized view of the sales funnel and engagement metrics

📊 Dashboards

EXCEL

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POWER BI

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TABLEAU

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📈 Dashboard Highlights

💼 Income Class KPIs: Tracked targets, achievements and invoices per segment

🔻 Revenue Stage Funnel: Measured conversion drop-offs across negotiation stages

👥 Executive Performance: Ranked based on invoices and meeting frequency

📅 Meeting Analytics: Showcased YoY comparisons for leadership visibility

🔍 Open Opportunities: Highlighted top 3 high-revenue policies for follow-up

🛠️ Tools & Skills Used

Power BI: Dashboard creation, DAX calculations, Interactive Slicers & Visualizations

Excel: Data preparation, transformation, Dashboard and KPI calculation

MySQL: Data extraction, joins, filtering and transformation for visualization

Tableau: Collaborated on cross-platform visual testing and performance benchmarking led by a colleague

🤝 Collaboration Notes

While I independently built the Excel and Power BI dashboards, cross-platform validation and layout benchmarking in Tableau were handled by my teammate, and I contributed by aligning the metrics and visual logic across tools to ensure consistency.

✅ Outcomes & Value Delivered

  • Delivered a high-impact dashboards used in executive review meetings

  • Identified a 61-invoice anomaly by a single account exec, prompting audit review

  • Highlighted pipeline leakages, contributing to a 12% uplift in conversion strategy

  • Strengthened client trust in the analytics team, advancing more project discussions

✨ Why This Project Stands Out

  • Real-world business case for sales pipeline analytics in insurance

  • Demonstrates ability to combine SQL, Excel and BI tools in one workflow

  • Shows end-to-end capability from raw data to stakeholder-ready dashboard

  • Highlights domain knowledge, data storytelling and business alignment

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This repository presents a proof of concept for an insurance analytics solution aimed at improving core processes such as risk assessment, claims management, and customer insights. The project utilizes data-driven methods to enhance decision-making and operational efficiency.

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