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Why Data Science in
Banking Matters
www.iabac.org
What Is Data Science in Banking?
Key Points:
1.Uses data analysis and algorithms
2.Turns raw data into insights
3.Improves banking operations
www.iabac.org
Fraud Detection Loan Default Prediction Market Risk Forecasting
Managing Risks with Data Science
www.iabac.org
01 02 03
Driving Innovation and Services
Predictive Analytics AI Advisors Smart Tools
Anticipate customer
needs by analyzing
behavior and transaction
history to offer timely,
relevant products and
services.
Provide accessible, real-
time financial guidance
using AI-powered virtual
assistants—making
expert advice available to
all customers.
Enable automated
budgeting, spending
analysis, and savings
recommendations to help
customers manage their
finances effortlessly.
www.iabac.org
Ensuring Regulatory Compliance
Automated Reports
Real-Time Monitoring
Audit Ready
Generate fast, accurate compliance reports, reducing manual effort and ensuring regulatory accuracy.
Continuously scan transactions to detect and prevent money laundering and other suspicious activities.
Maintain transparent, well-organized digital records to simplify audits and regulatory inspections.
www.iabac.org
01 02 03
Improving Credit Scoring
Use of Alternative
Data
Machine Learning
Models
Inclusive Lending
Leverage data like utility
payments, rental history,
and social behavior to
assess creditworthiness
beyond traditional scores.
Continuously learn from
new data to provide more
accurate and dynamic
credit scoring.
Expand credit access to
underserved individuals
without conventional credit
histories, promoting
financial inclusion.
www.iabac.org
Reducing Costs & Increasing Efficiency
1.Faster Loan Processing
2.Reduced Manual Fraud Checks
3.Smarter Customer Support with AI
www.iabac.org
Strengthening Cybersecurity
Security Measures:
Threat Detection Algorithms
Predictive Security Strategies
Real-Time Fraud Blocking
www.iabac.org
Future of Data Science in Banking
AI & Machine Learning: Increased automation
Blockchain: Secure and transparent systems
Hyper-Personalization: Better customer alignment
Certification: Get IABAC certified to lead in finance and
analytics
www.iabac.org
Thank you
www.iabac.org

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Why Data Science in Banking Matters | IABAC

  • 1. Why Data Science in Banking Matters www.iabac.org
  • 2. What Is Data Science in Banking? Key Points: 1.Uses data analysis and algorithms 2.Turns raw data into insights 3.Improves banking operations www.iabac.org
  • 3. Fraud Detection Loan Default Prediction Market Risk Forecasting Managing Risks with Data Science www.iabac.org
  • 4. 01 02 03 Driving Innovation and Services Predictive Analytics AI Advisors Smart Tools Anticipate customer needs by analyzing behavior and transaction history to offer timely, relevant products and services. Provide accessible, real- time financial guidance using AI-powered virtual assistants—making expert advice available to all customers. Enable automated budgeting, spending analysis, and savings recommendations to help customers manage their finances effortlessly. www.iabac.org
  • 5. Ensuring Regulatory Compliance Automated Reports Real-Time Monitoring Audit Ready Generate fast, accurate compliance reports, reducing manual effort and ensuring regulatory accuracy. Continuously scan transactions to detect and prevent money laundering and other suspicious activities. Maintain transparent, well-organized digital records to simplify audits and regulatory inspections. www.iabac.org
  • 6. 01 02 03 Improving Credit Scoring Use of Alternative Data Machine Learning Models Inclusive Lending Leverage data like utility payments, rental history, and social behavior to assess creditworthiness beyond traditional scores. Continuously learn from new data to provide more accurate and dynamic credit scoring. Expand credit access to underserved individuals without conventional credit histories, promoting financial inclusion. www.iabac.org
  • 7. Reducing Costs & Increasing Efficiency 1.Faster Loan Processing 2.Reduced Manual Fraud Checks 3.Smarter Customer Support with AI www.iabac.org
  • 8. Strengthening Cybersecurity Security Measures: Threat Detection Algorithms Predictive Security Strategies Real-Time Fraud Blocking www.iabac.org
  • 9. Future of Data Science in Banking AI & Machine Learning: Increased automation Blockchain: Secure and transparent systems Hyper-Personalization: Better customer alignment Certification: Get IABAC certified to lead in finance and analytics www.iabac.org