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Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
1
Who’s agitating my
dots?!
Thoughts on the GIS-CRM Convergence
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
2
That’s us!
• Kevin Almeida (Pizza Hut)
– GIS Manager/Customer
Analytics
– 15+ years of IT, Finance,
CRM and GIS programs
• Sandeep Mittal (Direxions)
– Business Head for
Analytics/ Loyalty
– 10+ years in Loyalty,
analytics, and web based
marketing
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
3
Our Road Map in 5 Acts
ACT 1: Knowing your Customer (The CRM story)
ACT 3: Agitating your Dots (Where CRM and GIS meet)
ACT 2: Meet Dot (The intro to GIS)
ACT 5: Getting your Dots (Starts and Ends)
ACT 4: Dots in Action (A case study)
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
4
Act 1: Knowing your Customer
Who is she?
WHERE is she?!
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
5
The key to successful CRM :
1. Customer knowledge
– Capturing it, Leveraging it
– Wrapping some action
around all the concepts
2. Customer Centric
Delivery
– Customer centric product
and service delivery
– Satisfaction and feedback
monitoring
CRM and the art of knowing your customer
Aaargh… I
wanted a
BLUE guitar
darn it!
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
6
How do we “know” the customer?
Profile
Dispositio
n
Behavior
Transaction
Demographi
cs
Psychographic
s
Feedback
Complaints
Purchases
Is it this sketchy?
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
7
Analytical CRM answers these…
Is a Platinum customer
Responds to Dollar off campaigns?
Likelihood of Churn?!
What do I cross sell now?
The Lifetime value
The RFM scores
Participated in the MGM
No complaints unresolved
Here’s the products bought, services availed
Propensity to respond to a mailing?
If I buy those
shoes today
I’ll get a 25%
coupon…
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
8
A missing link
How often do we wonder:
WHERE is my customer?
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
9
The spatial angle
• Where do they live?
• Where do they buy?
• Are we strategically located
so as to create a “most-
easily” accessed point of
contact ?
• What is the potential of the
catchment area
• What happens en-route?
• Where is the competition?...
Ah!
• Where are the “hot-spots” I
need to look out for as a
marketer
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
10
Act 2: Meet Dot
An introduction to crucial GIS concepts
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
11
Meet thy Dots
• Customers
• Prospects
• Stores
• Competition
• Salesmen
• Anything else?
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
12
Geo-coding for Dots
• What is lat/long ?
14841 N. Dallas Parkway,
Dallas, TX 75254
digitally speaking
-96 49’ 25.442832” longitude
32 57’ 2.001636 “ latitude
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
13
Of Dots and Digitized Maps
• The Dots exist on
digitized maps
• Anchored in place with
a Latitude and
Longitude
• GIS Software holds it
all together
• Data layers bring the
dots to life
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
14
Beyond Dots: Lines, Shapes, Colors
• Routes & Distances
• Polygons and shapes
• Thematic maps
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
15
Act 3: Agitating your Dots
7 ways to put the GIS-CRM
Convergence to use
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
16
1. Metrics on Maps
• Data with a spatial dimension is best visualized
on a map
• See your enrollment, churn, activity levels,
campaigns, redemptions
• See discrete points, or thematic maps
• Use maps to enhance data visualization, not
substitute existing dashboards
• Overlay data layers to “see” correlations
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
17
Zip Code Customers Sales
400009 440 197,288,952
400074 182 71,426,877
400015 129 45,382,403
400001 127 33,539,059
400071 80 20,069,863
400037 68 8,679,183
400086 68 15,304,879
400078 66 9,941,117
400082 57 5,945,998
400059 57 13,100,576
400070 56 14,463,149
400033 54 4,261,929
400083 50 7,363,235
400072 50 4,762,769
400080 48 6,194,060
400092 44 2,876,194
400010 44 15,025,677
400003 41 20,791,160
400066 41 8,095,055
400068 39 3,561,716
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
18
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
19
And then… Seeing more
• See why certain outlets acquire new customers
• See why there’s increased churn in some
territories
• See where satisfaction levels are high
• Map your Cross sell successes
Bring the WHERE into your customer analytics
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
20
2. Decentralized decision making (SLM)
• Show your store managers their territory, their
customers and competition
• Train them to use GIS for optimization of
deliveries, sizing and staffing, local promotions
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
21
A typical store level application
• Where do my best customers come from?
• Do they come here from home or from office?
• What can I do en-route?
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
22
3. Assigning customer ownership
• Assign customers to outlets
and territory managers
• Change territory
boundaries easily, re-map
customers to new outlets
• Measure and reward
channel based on
performance of assigned
customers
• Eg. Subscription marketing
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
23
4. Partnership marketing - a possibility?
• location relevance is often
overlooked when making offers
• Make offers that are close to the
home/ office of your customers
• Suggest alternatives to those out
of reach of the partner network
• Can you suggest offers that lie
en-route?
– Requires front end staff to be GIS
equipped
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
24
5. Customer segmentation
• Map your customers
• Apply segmentation rules
• Profile territories based on your segmentation
rules
• See geographical variations in segment
distribution
• Build hypothesis for local acquisition strategies
and promotions
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
25
Localize rules based on segmentation
• Given that territory A has a particular customer
profile, run the cross-category discount campaign
• In territory B run the weekend double points offer
High LTV,
Frequent
Frequent, Hi
Value
New
Customers
Lapsers
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
26
6. Churn management
• Track customer churn
• Build churn models
• Score your customer database
• Customer database is geo-coded (Lat-Long)
• See territories where customers with high
probability of churn live
• Implement churn management or win back
campaigns
• Catch reasons for churn based on location
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
27
7. Cross/ Up selling
• Build market basket models, establish
associations
• Establish location-specific up sells
• When customers call in, see them on a map
• Based on the location, apply cross/ up sell
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
28
Revisited…
• Metrics on Maps
• Decentralized decision making
• Assigning customer ownership
• Partnership marketing
• Customer Segmentation
• Churn management
• Cross/ Up selling
• Many more…
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
29
Act 4: The Dots in Action
A retailer in India strategically wishes to
drive Frequency/improve quality scores
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
30
An all-India view
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
31
Mumbai: Population > 25mn
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
32
Bandra, an up-market suburb
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
33
Mapping outlets in Bandra
• Mapping one’s
retail network
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
34
Mapping all organized retail
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
35
Customer households mapped
• Thematic map
based on
customer
household
density
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
36
RFM Scores mapped
• Thematic map
based on
customer RFM
scores in the
location
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
37
Identifying the target locations
• Regions of high density, low RFM
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
38
Drilling down to individual outlets
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
39
Act 5: Getting your Dots
Starts and Ends on the GIS-CRM
Convergence picture
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
40
Leveraging the GIS-CRM Convergence
• Visualization
– GIS can be used to depict
Marketing related information on
a map
• Analysis
– Layering and Analysis of spatial
data can throw up correlations
• Planning
– GIS can show data and
relationships that can lead to
better planning
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
41
What it takes
• GIS Software
• Digitized maps
• Geocoding of your data
• Data overlays
(Demographics and
psychographics)
• Integration with analytics
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
42
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
43
The GIS - CRM convergence
Better insight and customer centric delivery in
todays world where location matters
Copyright © 2007, Direxions Marketing Solutions Pvt Ltd
44
Questions?
Sandeep Mittal smittal@direxions.co.in
Kevin Almeida kalmeida@direxions-usa.com
www.direxions.co.in

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DMA07 Presentation_Smittal_15Oct2007_DMA

  • 1. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 1 Who’s agitating my dots?! Thoughts on the GIS-CRM Convergence
  • 2. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 2 That’s us! • Kevin Almeida (Pizza Hut) – GIS Manager/Customer Analytics – 15+ years of IT, Finance, CRM and GIS programs • Sandeep Mittal (Direxions) – Business Head for Analytics/ Loyalty – 10+ years in Loyalty, analytics, and web based marketing
  • 3. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 3 Our Road Map in 5 Acts ACT 1: Knowing your Customer (The CRM story) ACT 3: Agitating your Dots (Where CRM and GIS meet) ACT 2: Meet Dot (The intro to GIS) ACT 5: Getting your Dots (Starts and Ends) ACT 4: Dots in Action (A case study)
  • 4. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 4 Act 1: Knowing your Customer Who is she? WHERE is she?!
  • 5. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 5 The key to successful CRM : 1. Customer knowledge – Capturing it, Leveraging it – Wrapping some action around all the concepts 2. Customer Centric Delivery – Customer centric product and service delivery – Satisfaction and feedback monitoring CRM and the art of knowing your customer Aaargh… I wanted a BLUE guitar darn it!
  • 6. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 6 How do we “know” the customer? Profile Dispositio n Behavior Transaction Demographi cs Psychographic s Feedback Complaints Purchases Is it this sketchy?
  • 7. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 7 Analytical CRM answers these… Is a Platinum customer Responds to Dollar off campaigns? Likelihood of Churn?! What do I cross sell now? The Lifetime value The RFM scores Participated in the MGM No complaints unresolved Here’s the products bought, services availed Propensity to respond to a mailing? If I buy those shoes today I’ll get a 25% coupon…
  • 8. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 8 A missing link How often do we wonder: WHERE is my customer?
  • 9. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 9 The spatial angle • Where do they live? • Where do they buy? • Are we strategically located so as to create a “most- easily” accessed point of contact ? • What is the potential of the catchment area • What happens en-route? • Where is the competition?... Ah! • Where are the “hot-spots” I need to look out for as a marketer
  • 10. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 10 Act 2: Meet Dot An introduction to crucial GIS concepts
  • 11. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 11 Meet thy Dots • Customers • Prospects • Stores • Competition • Salesmen • Anything else?
  • 12. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 12 Geo-coding for Dots • What is lat/long ? 14841 N. Dallas Parkway, Dallas, TX 75254 digitally speaking -96 49’ 25.442832” longitude 32 57’ 2.001636 “ latitude
  • 13. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 13 Of Dots and Digitized Maps • The Dots exist on digitized maps • Anchored in place with a Latitude and Longitude • GIS Software holds it all together • Data layers bring the dots to life
  • 14. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 14 Beyond Dots: Lines, Shapes, Colors • Routes & Distances • Polygons and shapes • Thematic maps
  • 15. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 15 Act 3: Agitating your Dots 7 ways to put the GIS-CRM Convergence to use
  • 16. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 16 1. Metrics on Maps • Data with a spatial dimension is best visualized on a map • See your enrollment, churn, activity levels, campaigns, redemptions • See discrete points, or thematic maps • Use maps to enhance data visualization, not substitute existing dashboards • Overlay data layers to “see” correlations
  • 17. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 17 Zip Code Customers Sales 400009 440 197,288,952 400074 182 71,426,877 400015 129 45,382,403 400001 127 33,539,059 400071 80 20,069,863 400037 68 8,679,183 400086 68 15,304,879 400078 66 9,941,117 400082 57 5,945,998 400059 57 13,100,576 400070 56 14,463,149 400033 54 4,261,929 400083 50 7,363,235 400072 50 4,762,769 400080 48 6,194,060 400092 44 2,876,194 400010 44 15,025,677 400003 41 20,791,160 400066 41 8,095,055 400068 39 3,561,716
  • 18. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 18
  • 19. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 19 And then… Seeing more • See why certain outlets acquire new customers • See why there’s increased churn in some territories • See where satisfaction levels are high • Map your Cross sell successes Bring the WHERE into your customer analytics
  • 20. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 20 2. Decentralized decision making (SLM) • Show your store managers their territory, their customers and competition • Train them to use GIS for optimization of deliveries, sizing and staffing, local promotions
  • 21. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 21 A typical store level application • Where do my best customers come from? • Do they come here from home or from office? • What can I do en-route?
  • 22. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 22 3. Assigning customer ownership • Assign customers to outlets and territory managers • Change territory boundaries easily, re-map customers to new outlets • Measure and reward channel based on performance of assigned customers • Eg. Subscription marketing
  • 23. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 23 4. Partnership marketing - a possibility? • location relevance is often overlooked when making offers • Make offers that are close to the home/ office of your customers • Suggest alternatives to those out of reach of the partner network • Can you suggest offers that lie en-route? – Requires front end staff to be GIS equipped
  • 24. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 24 5. Customer segmentation • Map your customers • Apply segmentation rules • Profile territories based on your segmentation rules • See geographical variations in segment distribution • Build hypothesis for local acquisition strategies and promotions
  • 25. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 25 Localize rules based on segmentation • Given that territory A has a particular customer profile, run the cross-category discount campaign • In territory B run the weekend double points offer High LTV, Frequent Frequent, Hi Value New Customers Lapsers
  • 26. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 26 6. Churn management • Track customer churn • Build churn models • Score your customer database • Customer database is geo-coded (Lat-Long) • See territories where customers with high probability of churn live • Implement churn management or win back campaigns • Catch reasons for churn based on location
  • 27. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 27 7. Cross/ Up selling • Build market basket models, establish associations • Establish location-specific up sells • When customers call in, see them on a map • Based on the location, apply cross/ up sell
  • 28. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 28 Revisited… • Metrics on Maps • Decentralized decision making • Assigning customer ownership • Partnership marketing • Customer Segmentation • Churn management • Cross/ Up selling • Many more…
  • 29. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 29 Act 4: The Dots in Action A retailer in India strategically wishes to drive Frequency/improve quality scores
  • 30. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 30 An all-India view
  • 31. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 31 Mumbai: Population > 25mn
  • 32. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 32 Bandra, an up-market suburb
  • 33. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 33 Mapping outlets in Bandra • Mapping one’s retail network
  • 34. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 34 Mapping all organized retail
  • 35. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 35 Customer households mapped • Thematic map based on customer household density
  • 36. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 36 RFM Scores mapped • Thematic map based on customer RFM scores in the location
  • 37. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 37 Identifying the target locations • Regions of high density, low RFM
  • 38. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 38 Drilling down to individual outlets
  • 39. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 39 Act 5: Getting your Dots Starts and Ends on the GIS-CRM Convergence picture
  • 40. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 40 Leveraging the GIS-CRM Convergence • Visualization – GIS can be used to depict Marketing related information on a map • Analysis – Layering and Analysis of spatial data can throw up correlations • Planning – GIS can show data and relationships that can lead to better planning
  • 41. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 41 What it takes • GIS Software • Digitized maps • Geocoding of your data • Data overlays (Demographics and psychographics) • Integration with analytics
  • 42. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 42
  • 43. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 43 The GIS - CRM convergence Better insight and customer centric delivery in todays world where location matters
  • 44. Copyright © 2007, Direxions Marketing Solutions Pvt Ltd 44 Questions? Sandeep Mittal smittal@direxions.co.in Kevin Almeida kalmeida@direxions-usa.com www.direxions.co.in