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🏦 Bank Debit & Credit Analysis Dashboard (Tableau)

📝 Problem Statement

The bank wants to monitor credit and debit transaction behavior across branches, banks, and customers. Key problems include:

  • Identifying top spending customers & high-traffic branches
  • Detecting preferred payment methods
  • Monitoring periods of low transaction activity
  • Detecting suspicious or potentially fraudulent transactions

This Tableau dashboard supports smarter transaction monitoring, flags unusual activity for investigation, and helps improve customer experience, financial control, and risk management.


🚀 Key Performance Indicators (KPIs)

  • Transaction Volume by Bank & Branch
  • Transaction Trend Overview
  • Top 10 Customers by Balance & Amount
  • Transactions Amount & Count
  • Branch-wise Balance & Transactions Over Period
  • Credit to Debit Ratio
  • Net Transaction Amount
  • Total Amount, Balance, Debit & Credit Amount
  • High-Risk Transaction Counts

📊 Dashboard Preview

🔹 Bank Debit & Credit Analysis Dashboard

Bank Debit & Credit Dashboard


🔍 Key Takeaways

✅ Consistent Performance Across Branches

  • All branches demonstrated stable transaction performance, indicating operational consistency.

✅ Healthy Transaction Method Distribution

  • Diverse customer preferences and high digital adoption rate.

✅ Debit Card Transactions

  • Kotak Mahindra Bank recorded the highest debit card transaction volume, indicating strong card penetration.

💡 Recommendations

  1. Boost Transactions: Offer discounts or cashback during low-activity months.
  2. Rewards & Loyalty: Introduce reward programs for top spenders and frequent users.
  3. Fraud Risk Management: Set alerts for unusual or high-risk transactions.
  4. Customized Offers: Provide deals based on customers' payment methods.
  5. Credit-Debit Monitoring: Maintain balance to mitigate financial stress risk.
  6. Branch Resource Planning: Distribute staff and targets equally due to similar volume across branches.
  7. Trend Monitoring: Analyze monthly trends to detect early signs of financial distress or fraud.

🛠️ Tech Stack

  • Tool: Tableau
  • Data Source: Bank Transactions Data
  • Skills Used: Dashboard Design, Trend Analysis, KPI Monitoring, Risk Detection

📁 Repository Structure

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Interactive Tableau dashboard analyzing bank debit & credit transactions – tracks top spenders, branch performance, payment trends & fraud risks.

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