SlideShare a Scribd company logo
• Profit-based Customer Acquisition Strategy
• Revenue Scorecards; eg Total 180 days
revenue
• Campaign Management
• Cross-sell Scorecards
• Retention and Activation
• Loan Prepayments
• Loyalty and Winback
• Pricing Analytics
• Credit Delinquency Scorecards
• Customer Approval and Conversion
Scorecards
• Optimal Loan Amount, Pricing and loan
duration
• Portfolio Loss Forecasting
• Collections Analytics
• Fraud Analytics
• Basel II Analytics
Credit Risk Analytics Marketing Analytics
Analytics that impact all items of the portfolio P&L
Example: Credit Cards
RETAIL BANKING ANALYTICS
Marketelligent is in the business of providing
analytic services that help you make smarter
business decisions. With deep expertise in
Credit Risk and Marketing across asset- and
liability-based Products, we offer an
affordable global delivery model leveraging
the best of domain expertise and analytic
capabilities.
New Accounts Acquired
Accounts Closed
Account Activation rate
Payment Rate
Total Ending Receivables
Interest
Cost of Funds
Net Interest Margin
Risk-based Fees
Interchange
Affinity Rebates
Cross-Sell
Annual Fees
Net Credit Losses
Net Credit Margin
Operating Expenses
Loan Loss reserve
Net Income
REVENUESEXPENSES Bank P&L
Reduce Customer Attrition
- Voluntary / Involuntary
- Retention Strategies
- Winback
Improve profitability of Assets
- Credit Line Strategies
- Pricing
- Balance Transfer
Maximize Fee Revenue
- Over Credit limit
- Delinquency
- Bad Check
Reduce Net Credit Losses
- Credit Line strategies
- Pricingstrategies
- Collections
Acquire Profitable Customers
- Whom to approve/decline?
- What Pricing?
- What Credit Line ?
Increase activation rates
- DeepeningEngagement
- Inactive Customer Treatment
Maximize Interest Revenue
- Product Pricing
- Customer Behavior – Revolvers,
transactors, etc
Increase Cross-sell Revenues
- Revenue Enhancing Products
- Breadth of relationships
CONTACT www.marketelligent.com
MARKETELLIGENT, INC.
80 Broad Street, 5th Floor, New York, NY 10004
1.212.837.7827 (o) 1.208.439.5551 (fax) info@marketelligent.com
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
0 1 2 3 4 5 6 7 8 9 10
Random
New Model
Existing Model
CumulativeDefaultRate
Scorecard Deciles
PREDICT USING SCORECARDS
Design, develop and implement predictive scorecards across
functions: response, approvals, delinquencies, collections,
cross-sell, etc
Acquisition Usage & Loyalty
Value
Time
Retention
Activation
RETAIN & ACTIVATE
Identify Customers at Risk of Disengagement via predictive
scorecards. Take appropriate action to lower attrition.
Segment Inactive Customers across various dimensions.
Implement targeted activation campaigns.
MAXIMIZE COLLECTIONS
Collectability
Scorecard
Placement Balance
(Amount the account
entered Collections with)
Required Effort
(Efforts required to
collect past dues)
Develop & implement holistic strategies to collect efficiently;
thereby reducing cost/dollar collected
SEGMENT YOUR CUSTOMERS
Segment Customers to better understand their needs and
wants; their sensitivities to various factors, etc.
RETAIL BANKING -
CREDIT RISK & MARKETING ANALYTICS
Lower defaults by upto
15% using approval
scorecards
Segment based on a
specific objective; or
natural clustering
Increase activation by
upto 20% by optimal
targeting and right offers
Increase Collections by
upto 20% using Collection
Scorecards

More Related Content

PDF
Retail Banking Analytics_Marketelligent
PDF
Marketing analytics for the Banking Industry
PDF
How to Place Data at the Center of Digital Transformation in BFSI
PPTX
Banking Industry and Information Technology
PDF
Bank: Trends, Tech and Future
PPTX
Mobile Money Business Models
PPTX
Top Trends in Payments 2022
PDF
How Banking as a Service Will Keep Banks Digitally Relevant and Growing
Retail Banking Analytics_Marketelligent
Marketing analytics for the Banking Industry
How to Place Data at the Center of Digital Transformation in BFSI
Banking Industry and Information Technology
Bank: Trends, Tech and Future
Mobile Money Business Models
Top Trends in Payments 2022
How Banking as a Service Will Keep Banks Digitally Relevant and Growing

What's hot (20)

PPTX
Understanding the future of payments industry in India.pptx
PDF
A Complete Model of the Payment Service Business
PDF
Fueling the future of fintech with data science and ai
PDF
Checklist to become customer first neo bank- 2021 proven solution
PPTX
A Practical Guide to Customer Success
PDF
Block Chain meets Big Data
PDF
Wiseasy Digital Banking Solution Introduction.pdf
PDF
2021: The second wave of Fintech Disruption: Trends to watch out
PDF
Chase Bank Digital Strategy
PDF
Customer attrition and churn modeling
PDF
Customer segmentation approach
PDF
Big Data Analytics in light of Financial Industry
PDF
Digital Transformation in Retail Banking
PDF
Email Strategy Teardown: West Elm vs Wayfair
PDF
Disruption in Digital Banking
PPT
The use of Social Media in Banking
PDF
Rebooting the branch: Branch strategy in a multi-channel, global environment.
PDF
MVNO for Financial Services - Cartesian - June 2015
PPT
Customer Segmentation Principles
PPTX
Internet banking and its pros & cons
Understanding the future of payments industry in India.pptx
A Complete Model of the Payment Service Business
Fueling the future of fintech with data science and ai
Checklist to become customer first neo bank- 2021 proven solution
A Practical Guide to Customer Success
Block Chain meets Big Data
Wiseasy Digital Banking Solution Introduction.pdf
2021: The second wave of Fintech Disruption: Trends to watch out
Chase Bank Digital Strategy
Customer attrition and churn modeling
Customer segmentation approach
Big Data Analytics in light of Financial Industry
Digital Transformation in Retail Banking
Email Strategy Teardown: West Elm vs Wayfair
Disruption in Digital Banking
The use of Social Media in Banking
Rebooting the branch: Branch strategy in a multi-channel, global environment.
MVNO for Financial Services - Cartesian - June 2015
Customer Segmentation Principles
Internet banking and its pros & cons
Ad

Viewers also liked (20)

PDF
Enterprise asset management analytics
PDF
Banks Betting on Big Data Analytics and Real-Time Execution to Better Engage ...
PDF
Big Data Alchemy: How can Banks Maximize the Value of their Customer Data?
PPTX
Asian Bankers Association, Manila Conference
PPTX
Dev Lakhani, Data Scientist at Batch Insights "Real Time Big Data Applicatio...
PPTX
Demand - Supply Interlock (Largest Contract Manufacturer)
PDF
Analytics in Action - How Marketelligent helped a Bank validate a Predictive ...
PPTX
Line Operations Analytics (Fortune 500 Technology Company)
PPTX
Social Media in NPI Planning (Fortune 500 Cosumer Technology Company)
PPTX
Inventory Flexibility Modeling (Fortune 100 Technology Company)
PDF
Marketelligent Capabilities & Offerings for Sales Analytics
PDF
CRM Analytics_Marketelligent
PDF
Analytics in action - How Marketelligent helped increase customer engagement ...
PPTX
Direct Channel Demand Planning (Fortune 100 Technology Company)
PDF
BRIDGEi2i Analytics Solutions Introduction
PPTX
BRIDGEi2i web analytics presentation
PPTX
How advanced analytics is impacting the banking sector
PDF
Retail Energy Analytics_Marketelligent
PPTX
Sales & Operations Planning (Fortune 100 Technology Company)
PPTX
Demand Planning for NPIs (Fortune 100 Technology Company)
Enterprise asset management analytics
Banks Betting on Big Data Analytics and Real-Time Execution to Better Engage ...
Big Data Alchemy: How can Banks Maximize the Value of their Customer Data?
Asian Bankers Association, Manila Conference
Dev Lakhani, Data Scientist at Batch Insights "Real Time Big Data Applicatio...
Demand - Supply Interlock (Largest Contract Manufacturer)
Analytics in Action - How Marketelligent helped a Bank validate a Predictive ...
Line Operations Analytics (Fortune 500 Technology Company)
Social Media in NPI Planning (Fortune 500 Cosumer Technology Company)
Inventory Flexibility Modeling (Fortune 100 Technology Company)
Marketelligent Capabilities & Offerings for Sales Analytics
CRM Analytics_Marketelligent
Analytics in action - How Marketelligent helped increase customer engagement ...
Direct Channel Demand Planning (Fortune 100 Technology Company)
BRIDGEi2i Analytics Solutions Introduction
BRIDGEi2i web analytics presentation
How advanced analytics is impacting the banking sector
Retail Energy Analytics_Marketelligent
Sales & Operations Planning (Fortune 100 Technology Company)
Demand Planning for NPIs (Fortune 100 Technology Company)
Ad

Similar to Analytics For Retail Banking - Marketelligent (20)

PPTX
Analytics For Cash Advance Industry - Marketelligent
PDF
Analytics In Action - How Marketelligent Helped A Bank Retain Its Profitable ...
PPTX
Making Data Actionable; PDF
PPTX
Case studies to engage
PPT
Busienss intelligence in banking sector
 
PPT
Busienss intelligence in banking sector
 
PPTX
Advanced Analytics
PPTX
What I do for a living
PDF
Analytical perspective for Banking
PPT
ATi Customer Value Management
PPT
Application Vetting
PPTX
CRM Analytics - Marketelligent
PDF
Business Intelligence and Analytics for ICICI Bank
PDF
Transforming data into dollars
PPT
Linked In Power Point 2
PPT
Linked In Power Point 2
PPT
Decision Analytics: Revealing Customer Preferences and Behaviors
PDF
Analytics in action how marketelligent helped a card issuer combat transact...
PDF
Business Analytics Consultancy By Uniwide
Analytics For Cash Advance Industry - Marketelligent
Analytics In Action - How Marketelligent Helped A Bank Retain Its Profitable ...
Making Data Actionable; PDF
Case studies to engage
Busienss intelligence in banking sector
 
Busienss intelligence in banking sector
 
Advanced Analytics
What I do for a living
Analytical perspective for Banking
ATi Customer Value Management
Application Vetting
CRM Analytics - Marketelligent
Business Intelligence and Analytics for ICICI Bank
Transforming data into dollars
Linked In Power Point 2
Linked In Power Point 2
Decision Analytics: Revealing Customer Preferences and Behaviors
Analytics in action how marketelligent helped a card issuer combat transact...
Business Analytics Consultancy By Uniwide

More from Marketelligent (11)

PPTX
OOMF -How marketelligent helped a leading otc company launch new products in ...
PDF
Analytics for CPG Industry_Marketelligent
PDF
Analytics in action - How Marketelligent helped an Online Remittance firm ide...
PDF
Analytics in Action - How Marketelligent helped a Beverage Manufacturer bette...
PDF
Retail Analytics_Marketelligent
PDF
Application of Decision Sciences to Solve Business Problems in the Consumer P...
PDF
Analytics in action - how marketelligent helped a retailer rationalize sku's
PDF
Trade promotion optimization - marketelligent
PDF
Analytics in action how marketelligent helped an auto oem identify 'hot' leads
PDF
Unlocking value in merchandise returns marketelligent
PDF
CPG Analytics - Marketelligent
OOMF -How marketelligent helped a leading otc company launch new products in ...
Analytics for CPG Industry_Marketelligent
Analytics in action - How Marketelligent helped an Online Remittance firm ide...
Analytics in Action - How Marketelligent helped a Beverage Manufacturer bette...
Retail Analytics_Marketelligent
Application of Decision Sciences to Solve Business Problems in the Consumer P...
Analytics in action - how marketelligent helped a retailer rationalize sku's
Trade promotion optimization - marketelligent
Analytics in action how marketelligent helped an auto oem identify 'hot' leads
Unlocking value in merchandise returns marketelligent
CPG Analytics - Marketelligent

Recently uploaded (20)

PPTX
HDFC Retirement Plans.pptx hdfc retirement
PPTX
Chapter One. Basics of public finance and taxation
PPTX
Introduction to Managemeng Chapter 1..pptx
PDF
Topic Globalisation and Lifelines of National Economy.pdf
PPTX
DR EDU INTRO TO CORPORATE FINANCING [Autosaved].pptx
PDF
Black White Vintage Classic Music Presentation.pdf
PPTX
ACA_OBEEast Coast of Kamchatka, 8.7M · 30 Jul 2025 08:52:50, Public · Exchang...
PPTX
Who’s winning the race to be the world’s first trillionaire.pptx
PDF
BI 508 Sustainable Banking and Insurance
PPTX
fastest_growing_sectors_in_india_2025.pptx
PDF
Melcom Copeland_Ripple_XRPL_First Ledger_Case Study (2024).pdf
PDF
Tran Quoc Bao led Asia’s Healthcare Visionaries - The CEOs Redefining Hospita...
PPTX
Consumer-healtsusususususjjsjsjsjsjsjsjsjs
PDF
Melcom Copeland_Decentralized Mobile Lending Platform for Kenya (2018)
PDF
CV of Dr.Choen Krainara Thai National, Nonthaburi City
PPTX
unit 1 Introduction to Industrial management, factory location and plant layo...
PDF
caregiving tools.pdf...........................
PDF
Exploring Financial Services....................................................
PDF
Dr Tran Quoc Bao the first Vietnamese speaker at GITEX DigiHealth Conference ...
PPTX
Signs Your Piper Turboprop Needs Overhaul.pptx
HDFC Retirement Plans.pptx hdfc retirement
Chapter One. Basics of public finance and taxation
Introduction to Managemeng Chapter 1..pptx
Topic Globalisation and Lifelines of National Economy.pdf
DR EDU INTRO TO CORPORATE FINANCING [Autosaved].pptx
Black White Vintage Classic Music Presentation.pdf
ACA_OBEEast Coast of Kamchatka, 8.7M · 30 Jul 2025 08:52:50, Public · Exchang...
Who’s winning the race to be the world’s first trillionaire.pptx
BI 508 Sustainable Banking and Insurance
fastest_growing_sectors_in_india_2025.pptx
Melcom Copeland_Ripple_XRPL_First Ledger_Case Study (2024).pdf
Tran Quoc Bao led Asia’s Healthcare Visionaries - The CEOs Redefining Hospita...
Consumer-healtsusususususjjsjsjsjsjsjsjsjs
Melcom Copeland_Decentralized Mobile Lending Platform for Kenya (2018)
CV of Dr.Choen Krainara Thai National, Nonthaburi City
unit 1 Introduction to Industrial management, factory location and plant layo...
caregiving tools.pdf...........................
Exploring Financial Services....................................................
Dr Tran Quoc Bao the first Vietnamese speaker at GITEX DigiHealth Conference ...
Signs Your Piper Turboprop Needs Overhaul.pptx

Analytics For Retail Banking - Marketelligent

  • 1. • Profit-based Customer Acquisition Strategy • Revenue Scorecards; eg Total 180 days revenue • Campaign Management • Cross-sell Scorecards • Retention and Activation • Loan Prepayments • Loyalty and Winback • Pricing Analytics • Credit Delinquency Scorecards • Customer Approval and Conversion Scorecards • Optimal Loan Amount, Pricing and loan duration • Portfolio Loss Forecasting • Collections Analytics • Fraud Analytics • Basel II Analytics Credit Risk Analytics Marketing Analytics Analytics that impact all items of the portfolio P&L Example: Credit Cards RETAIL BANKING ANALYTICS Marketelligent is in the business of providing analytic services that help you make smarter business decisions. With deep expertise in Credit Risk and Marketing across asset- and liability-based Products, we offer an affordable global delivery model leveraging the best of domain expertise and analytic capabilities. New Accounts Acquired Accounts Closed Account Activation rate Payment Rate Total Ending Receivables Interest Cost of Funds Net Interest Margin Risk-based Fees Interchange Affinity Rebates Cross-Sell Annual Fees Net Credit Losses Net Credit Margin Operating Expenses Loan Loss reserve Net Income REVENUESEXPENSES Bank P&L Reduce Customer Attrition - Voluntary / Involuntary - Retention Strategies - Winback Improve profitability of Assets - Credit Line Strategies - Pricing - Balance Transfer Maximize Fee Revenue - Over Credit limit - Delinquency - Bad Check Reduce Net Credit Losses - Credit Line strategies - Pricingstrategies - Collections Acquire Profitable Customers - Whom to approve/decline? - What Pricing? - What Credit Line ? Increase activation rates - DeepeningEngagement - Inactive Customer Treatment Maximize Interest Revenue - Product Pricing - Customer Behavior – Revolvers, transactors, etc Increase Cross-sell Revenues - Revenue Enhancing Products - Breadth of relationships
  • 2. CONTACT www.marketelligent.com MARKETELLIGENT, INC. 80 Broad Street, 5th Floor, New York, NY 10004 1.212.837.7827 (o) 1.208.439.5551 (fax) [email protected] 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0 1 2 3 4 5 6 7 8 9 10 Random New Model Existing Model CumulativeDefaultRate Scorecard Deciles PREDICT USING SCORECARDS Design, develop and implement predictive scorecards across functions: response, approvals, delinquencies, collections, cross-sell, etc Acquisition Usage & Loyalty Value Time Retention Activation RETAIN & ACTIVATE Identify Customers at Risk of Disengagement via predictive scorecards. Take appropriate action to lower attrition. Segment Inactive Customers across various dimensions. Implement targeted activation campaigns. MAXIMIZE COLLECTIONS Collectability Scorecard Placement Balance (Amount the account entered Collections with) Required Effort (Efforts required to collect past dues) Develop & implement holistic strategies to collect efficiently; thereby reducing cost/dollar collected SEGMENT YOUR CUSTOMERS Segment Customers to better understand their needs and wants; their sensitivities to various factors, etc. RETAIL BANKING - CREDIT RISK & MARKETING ANALYTICS Lower defaults by upto 15% using approval scorecards Segment based on a specific objective; or natural clustering Increase activation by upto 20% by optimal targeting and right offers Increase Collections by upto 20% using Collection Scorecards