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SQL · Python · Banking System

Bank Management
System (BMS)

A SQL-backed banking system simulating core banking operations — account management, loan tracking, branch analytics, transaction reporting, and customer intelligence via Python CLI.

PythonSQL · MySQL CSV AnalyticsBanking Domain

Project Overview

A complete banking management system that simulates core banking operations — account management, loan portfolio tracking, branch-level analytics, and transaction history reporting — built with Python and MySQL.

The system demonstrates advanced SQL query design alongside Python for data processing and CSV-based report generation.

Core Banking Modules

  • Account Management — create, update, query customer accounts by type
  • Loan Portfolio — track loans by type, interest, and distribution
  • Transaction Processing — monthly transaction aggregation and reporting
  • Branch Analytics — deposit totals and performance by branch
  • Customer Intelligence — top customers ranked by account balance

SQL Query Design

The project showcases production-level SQL — complex joins, aggregations, CTEs, and window functions for business reporting. All query outputs are exported as structured CSV files for downstream analysis.

  • Average balance per account type — customer segmentation queries
  • Branch-wise deposit totals — geographic performance analysis
  • Interest collected per loan type — revenue analytics
  • Loan distribution by type — portfolio risk assessment
  • Monthly transaction volume — trend analysis and reconciliation
  • Top customers by balance — high-value customer identification

Python Integration

Python connects to MySQL, executes the query suite, processes results with Pandas, and exports clean CSV reports — creating a complete data pipeline from database to business report.

Banking Dashboard

Banking Dashboard
Banking Analytics Dashboard — branch performance & customer insights