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FROM DATA TO INSIGHTS
HOW TO LEVERAGE LOYALTY DATA TO GENERATE DEEP
CUSTOMER SEGMENTATION
Comarch Loyalty Breakfast 2017
Maximize profitability thanks to customer insights from Loyalty & Gamification programs
Anna.bazela@comarch.com
Anna Bazela
Comarch BI Consultant
TODAY’S QUESTION IS…
-More and more data
-Cheaper space to keep it
-Lack of data structure & understanding
OBJECTIVE
- How do we get from raw data to actionable insight?
- How do we use this huge amount of information to understand our customers better
and take our business to the next level?
- Understand what’s behind the data
- Make it meaningful
- More and more data
- Lack of data structure & understanding
CHALLENGEDATA MARKET TRENDS
AGENDA FOR TODAY
1. HOW DO WE USE LOYALTY DATA TO FIND
MEANINGFUL PATTERNS ABOUT OUR
CUSTOMERS
2. SAMPLE CUSTOMERS REPORTS
& DASHBOARDS - LIVE DEMO
3. DATA BASED DECISION MAKING SUPPORT
TO OPTIMIZE CUSTOMERS EXPERIENCE
AGENDA FOR TODAY
1. HOW DO WE USE LOYALTY DATA TO FIND
MEANINGFUL PATTERNS ABOUT OUR
CUSTOMERS
2. SAMPLE CUSTOMERS REPORTS
& DASHBOARDS - LIVE DEMO
3. DATA BASED DECISION MAKING SUPPORT
TO OPTIMIZE CUSTOMERS EXPERIENCE
CUSTOMERS DO NOT BECOME EASIER
CUSTOMER TODAY:
 Less loyal & less trusting
 Having more and more power
(choice, comparison, social media)
 Diverse customers types (lifestyle,
purchasing power, expectations)
HOW DO WE GET TO UNDERSTAND
OUR CUSTOMERS BETTER?
… IT’S EASIER THAN YOU THINK!
INFORMATION TECHNOLOGY, DATA GATHERING
AND ANALYTICS MAKE IT POSSIBLE
SELF SERVICE BI – USER
EXPERIENCE ADVANCED ANALYTICS MOBILE
SOCIAL INTELLIGENCEBIG DATAVISUAL ANALYTICS
ANALYTICAL SOLUTIONS
INTEGRATION WITH OTHER
SYSTEMS
IN-MEMORY ANALYTICS
(HIGHER PERFORMANCE) IOT DATA
ROLE OF BUSINESS INTELLIGENCE IN LOYALTY PROGRAMS
BETTER CONTROL
OVER THE
PROGRAM
 Costs
 Benefits
 ROI
UNDERSTANDING
CUSTOMER NEEDS
INCREASING
CUSTOMER
EXPERIENCE
ABILITY TO PERSONALIZE
CUSTOMER EXPERIENCE
IN CONTEXT OF:
 Communication Channel
 Offer
Monitoring,
control,
decision
support
Better
Customer
understan-
ding
Create proper
recommendations
AGENDA FOR TODAY
1. HOW DO WE USE LOYALTY DATA TO FIND
MEANINGFUL PATTERNS ABOUT OUR
CUSTOMERS
2. SAMPLE CUSTOMERS REPORTS
& DASHBOARDS - LIVE DEMO
3. DATA BASED DECISION MAKING SUPPORT
TO OPTIMIZE CUSTOMERS EXPERIENCE
LIVE DEMO
AGENDA FOR TODAY
1. HOW DO WE USE LOYALTY DATA TO FIND
MEANINGFUL PATTERNS ABOUT OUR
CUSTOMERS
2. SAMPLE CUSTOMERS REPORTS
& DASHBOARDS - LIVE DEMO
3. DATA BASED DECISION MAKING SUPPORT
TO OPTIMIZE CUSTOMERS EXPERIENCE
BEHIND
THE CURTAINS…
COMARCH BI
POINT
Dashboards &
Reports
COMARCH DATA
WAREHOUSE
MANAGER
ETL & Admin of
Data Warehouse
OUT OF THE BOX
ANALYTICAL
MODEL
Predefined
Reports and
Dashboards
ADVANCED
ANAYTICS
SERVICES
Analytical
Extensions
… BI PLATFORM TO OPTIMZE CUSTOMER EXPERIENCE
POWER OF DATA IN YOUR LOYALTY STRATEGY
Client Lifetime Value Customer Retention /
Churn Analysis
Points issuance/
redemptions
Shop / Site
performance
Next Best Offer Points/marketing
budget expenditures
Call center - contact
center analysis
Sales Staff Analysis
WITH ADVANCED ANALYTICS YOU CAN FIND OUT
 Which products are being sold together?
 Which products are being sold more often in
location A than in location B and why?
 Who is my typical client? How can I encourage
more of them?
 Which products is my bestseller now and why?
 To whom shall I direct my next campaign?
x
y
z
f2
f1
SEGMENTATION
LOCATION
RECOMMENDATION
Standard
Data
ERP
CRM
CLM
SOCIAL MEDIA
Other
New Data
What products
he was
interested in
How much time
did he spent
What was his
route
What bought
the customer in
the first place
What action did
he make
GOING BEYOND TRADITIONAL DATA SOURCES
LOCATION – INTEGRATION WITH COMARCH BEACON
 The most visited places
analyses,
 Heat maps,
 Effective exposure and
merchandising,
 Data mining techniques.
 Geography segmentation: e.g. continent, country,
city, district, distance
 Socio-demographic segments: e.g. gender, age,
family, job, income, car
 Behavioral segments: e.g. RFM, segment
migrations, churners
 Activity segments: within the loyalty program,
participation in promotion, cherry pickers, points
issuance/redemption/expiration, responsiveness to
campaigns, rewards ordering, call-center contacts,
mobile application activity, social media activity,
surveys answers
 Product segmentation: e.g. garden, food, animals
 Lifestyle segmentation: home birds, romantic,
grab&go
DEEP CUSTOMER SEGMENTATION
RECOMMENDATION ENGINE
 The most visited
places analyses,
 Heat maps,
 Effective
exposure and
merchandising,
 Data mining
techniques.
Base Parameters
InputData
DATA BASED DECISION MAKING SUPPORT TO OPTIMIZE CUSTOMERS EXPERIENCE
(example)
SALES &
TRANSACTIONAL
DATA
CUSTOMER DATA
ADVANCED ANALYTICS
 build segmentation where one of the
segments will contain all customers
liking product X
Plan new
promotions
CLM
BI ANALYSIS
 Find which customers bought
the most of product X
RECOMMENDATION
ENGINE
 send those customers personalized
offer
MONITORING
 Follow up on results of
promotion ; get new insights
IMPROVE CUSTOMER EXPERIENCE (CX)
SINGLE CUSTOMER VIEW
consumption logs &
devices
content metadata,
ratings, comments
transactions and
subscriptions
social media
activity
marketing campaign
response
demographic data
customer contacts
and service cases
personalized
content
targeted
offers and sales
next best
offer
customer
acquisition, retention
multi-channel
marketing
programmatic
advertising
content acquisition
product & price
strategy
data-driven products
 micro-segments
 scoring
 preferences
 behavior
 interests
 history
THANK YOU
Any questions?

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How to leverage loyalty data to generate deep customer segmentation?

  • 1. FROM DATA TO INSIGHTS HOW TO LEVERAGE LOYALTY DATA TO GENERATE DEEP CUSTOMER SEGMENTATION Comarch Loyalty Breakfast 2017 Maximize profitability thanks to customer insights from Loyalty & Gamification programs
  • 3. TODAY’S QUESTION IS… -More and more data -Cheaper space to keep it -Lack of data structure & understanding OBJECTIVE - How do we get from raw data to actionable insight? - How do we use this huge amount of information to understand our customers better and take our business to the next level? - Understand what’s behind the data - Make it meaningful - More and more data - Lack of data structure & understanding CHALLENGEDATA MARKET TRENDS
  • 4. AGENDA FOR TODAY 1. HOW DO WE USE LOYALTY DATA TO FIND MEANINGFUL PATTERNS ABOUT OUR CUSTOMERS 2. SAMPLE CUSTOMERS REPORTS & DASHBOARDS - LIVE DEMO 3. DATA BASED DECISION MAKING SUPPORT TO OPTIMIZE CUSTOMERS EXPERIENCE
  • 5. AGENDA FOR TODAY 1. HOW DO WE USE LOYALTY DATA TO FIND MEANINGFUL PATTERNS ABOUT OUR CUSTOMERS 2. SAMPLE CUSTOMERS REPORTS & DASHBOARDS - LIVE DEMO 3. DATA BASED DECISION MAKING SUPPORT TO OPTIMIZE CUSTOMERS EXPERIENCE
  • 6. CUSTOMERS DO NOT BECOME EASIER CUSTOMER TODAY:  Less loyal & less trusting  Having more and more power (choice, comparison, social media)  Diverse customers types (lifestyle, purchasing power, expectations)
  • 7. HOW DO WE GET TO UNDERSTAND OUR CUSTOMERS BETTER?
  • 8. … IT’S EASIER THAN YOU THINK!
  • 9. INFORMATION TECHNOLOGY, DATA GATHERING AND ANALYTICS MAKE IT POSSIBLE SELF SERVICE BI – USER EXPERIENCE ADVANCED ANALYTICS MOBILE SOCIAL INTELLIGENCEBIG DATAVISUAL ANALYTICS ANALYTICAL SOLUTIONS INTEGRATION WITH OTHER SYSTEMS IN-MEMORY ANALYTICS (HIGHER PERFORMANCE) IOT DATA
  • 10. ROLE OF BUSINESS INTELLIGENCE IN LOYALTY PROGRAMS BETTER CONTROL OVER THE PROGRAM  Costs  Benefits  ROI UNDERSTANDING CUSTOMER NEEDS INCREASING CUSTOMER EXPERIENCE ABILITY TO PERSONALIZE CUSTOMER EXPERIENCE IN CONTEXT OF:  Communication Channel  Offer Monitoring, control, decision support Better Customer understan- ding Create proper recommendations
  • 11. AGENDA FOR TODAY 1. HOW DO WE USE LOYALTY DATA TO FIND MEANINGFUL PATTERNS ABOUT OUR CUSTOMERS 2. SAMPLE CUSTOMERS REPORTS & DASHBOARDS - LIVE DEMO 3. DATA BASED DECISION MAKING SUPPORT TO OPTIMIZE CUSTOMERS EXPERIENCE
  • 13. AGENDA FOR TODAY 1. HOW DO WE USE LOYALTY DATA TO FIND MEANINGFUL PATTERNS ABOUT OUR CUSTOMERS 2. SAMPLE CUSTOMERS REPORTS & DASHBOARDS - LIVE DEMO 3. DATA BASED DECISION MAKING SUPPORT TO OPTIMIZE CUSTOMERS EXPERIENCE
  • 15. COMARCH BI POINT Dashboards & Reports COMARCH DATA WAREHOUSE MANAGER ETL & Admin of Data Warehouse OUT OF THE BOX ANALYTICAL MODEL Predefined Reports and Dashboards ADVANCED ANAYTICS SERVICES Analytical Extensions … BI PLATFORM TO OPTIMZE CUSTOMER EXPERIENCE
  • 16. POWER OF DATA IN YOUR LOYALTY STRATEGY Client Lifetime Value Customer Retention / Churn Analysis Points issuance/ redemptions Shop / Site performance Next Best Offer Points/marketing budget expenditures Call center - contact center analysis Sales Staff Analysis
  • 17. WITH ADVANCED ANALYTICS YOU CAN FIND OUT  Which products are being sold together?  Which products are being sold more often in location A than in location B and why?  Who is my typical client? How can I encourage more of them?  Which products is my bestseller now and why?  To whom shall I direct my next campaign?
  • 18. x y z f2 f1 SEGMENTATION LOCATION RECOMMENDATION Standard Data ERP CRM CLM SOCIAL MEDIA Other New Data What products he was interested in How much time did he spent What was his route What bought the customer in the first place What action did he make GOING BEYOND TRADITIONAL DATA SOURCES
  • 19. LOCATION – INTEGRATION WITH COMARCH BEACON  The most visited places analyses,  Heat maps,  Effective exposure and merchandising,  Data mining techniques.
  • 20.  Geography segmentation: e.g. continent, country, city, district, distance  Socio-demographic segments: e.g. gender, age, family, job, income, car  Behavioral segments: e.g. RFM, segment migrations, churners  Activity segments: within the loyalty program, participation in promotion, cherry pickers, points issuance/redemption/expiration, responsiveness to campaigns, rewards ordering, call-center contacts, mobile application activity, social media activity, surveys answers  Product segmentation: e.g. garden, food, animals  Lifestyle segmentation: home birds, romantic, grab&go DEEP CUSTOMER SEGMENTATION
  • 21. RECOMMENDATION ENGINE  The most visited places analyses,  Heat maps,  Effective exposure and merchandising,  Data mining techniques. Base Parameters InputData
  • 22. DATA BASED DECISION MAKING SUPPORT TO OPTIMIZE CUSTOMERS EXPERIENCE (example) SALES & TRANSACTIONAL DATA CUSTOMER DATA ADVANCED ANALYTICS  build segmentation where one of the segments will contain all customers liking product X Plan new promotions CLM BI ANALYSIS  Find which customers bought the most of product X RECOMMENDATION ENGINE  send those customers personalized offer MONITORING  Follow up on results of promotion ; get new insights
  • 23. IMPROVE CUSTOMER EXPERIENCE (CX) SINGLE CUSTOMER VIEW consumption logs & devices content metadata, ratings, comments transactions and subscriptions social media activity marketing campaign response demographic data customer contacts and service cases personalized content targeted offers and sales next best offer customer acquisition, retention multi-channel marketing programmatic advertising content acquisition product & price strategy data-driven products  micro-segments  scoring  preferences  behavior  interests  history