www.decideo.fr/bruley
Geomarketing, Geolocation,Geomarketing, Geolocation,
Geotargeting, Geomatic, …Geotargeting, Geomatic, …
michel.bruley@teradata.com
August 2013
www.decideo.fr/bruley
Geomodeling the real worldGeomodeling the real world
Maps
Real world
The classification of spatial
features generates several
independent layers
www.decideo.fr/bruley
Spatial Data & AnalysisSpatial Data & Analysis
How many
restaurants are
within the circle?
www.decideo.fr/bruley
Geomarketing InformationGeomarketing Information
• Where are my customers located?
• Where are my potential customers?
• Where are my shops, bankomats,..etc.?
• Where are my competitors located?
Geomarketing information is information which
enables the user to take better and faster
decisions about sales activities.
www.decideo.fr/bruley
statistic
demographic geographic
Geoinformation Product
is defined as a specific piece of geoinformation
which provides an answer to a particular user’s question.
www.decideo.fr/bruley
Integrated Hybrid Positioning
400 meters
GPS A-GPS Cell-ID
3 meters 50 meters 300 meters
ISM BANDS
100 meters 6 meters
TVWS BANDS
New technologies can pinpoint your location at any time and place
61% of mobile users use their mobile in transport
www.decideo.fr/bruley
Geolocation Marketing Defined
The use of a consumers geographical location for the purposes of
marketing.
In Practice: Utilizes location based services (LBS) on mobile devices to
pinpoint a consumers geographical location and deliver marketing
materials to the consumer or to create a location based user experience to
either sell a product or increase awareness.
•Location based services: A fancy way for saying the use of GPS and land
based towers to pinpoint location.
•Marketing Materials: Any material created on behalf of an organization to
establish authority on a subject, persuade a consumer to buy a product or
increase brand awareness.
•User Experience: Any form of interaction between consumer and company
usually over a digital medium.
www.decideo.fr/bruley
Location-Based Services (LBS)
With all its privacy threats, why do users still use location-detection devices?
Wide spread of LBSs
– Location-based store finders
– Location-based traffic reports
– Location-based advertisements
LBSs rely on the implicit assumption that users agree on revealing their
private user locations
LBSs trade their services with privacy
LBSs make heavy use of context, including patterns in the location data, which
is extracted using data mining methods.
71% of mobile users using geolocation: to go to a specific point or spot, …
www.decideo.fr/bruley
The location of Alzheimer's patients
Accuracy of 20 meters
Service delivers the address of the tag
(by phone, Internet, etc.).
Alert! The tag is
at the following
address ...
www.decideo.fr/bruley
Multiple Use Cases
PUBLIC SAFETY/
MILITARY
Locate/Track
Personnel
Search & RescueMonitor Military
Campaigns
SALES &
MARKETING
Social NetworkingLocation-aware
Advertising
Social Gaming
LBS / ASSET
TRACKING
Warehouses Equipment &
Supplies
Disaster Recovery
www.decideo.fr/bruley
Insurance Example: MapReduce for
Non-Relational Data Used in Risk
Analysis
Use polygon-based tiling to define risk boundaries
• 25 mile by 25 mile tiling artificially constrains risk borders
• Analyst-defined polygons can incorporate local risk factors
more accurately
Join polygon-based tiling to existing & new variables
• Correlate with descriptive market data by zip code, e.g.
average salary, age, years of residence
Deliver consistent yet iterative risk analysis/pricing
• Analysts drive risk analysis in an iterative, hypothesis-driven
way
• All queries are logged for regulatory purposes
Fine Grained, Location-based Risk Analysis
How to increase the sophistication of risk profiling?
Key Characteristics:
Granular Data
Geospatial Strings
www.decideo.fr/bruley
Use Cases
• Pattern matching
•Visitor behavior
•Graph & relationship
analysis
•Investigative
analytics
FAST/
INTERACTIVE
Use cases
•Data preprocessing
•Image processing
•Search indexes
•Web crawling
BATCH
PROCESSING
MapReduce Use CasesMapReduce Use Cases
Use CasesUse Cases
•Genomic,Genomic,
Astronomical, ,Astronomical, ,
Geo-Spatial,Geo-Spatial,
scientificscientific
•Web log analysisWeb log analysis
• Text processingText processing
www.decideo.fr/bruley
The Approach by Workload and Data
Type
Processing as a function of schema requirements by data typeProcessing as a function of schema requirements by data type
Low Cost
Storage
and
Retention
Loading and Refining
Reporting
Analytics
(User-driven,
interactive)
Data Pre-processing,
Prep, Cleansing Transformations
Stable
Schema
Teradata /
Hadoop
Teradata Teradata Teradata
Teradata
(SQL analytics)
Evolving
Schema
Hadoop
Aster /
Hadoop
Aster
(joining with
structured data)
Aster
Aster
(SQL + MapReduce
Analytics)
Format,
No Schema
Hadoop Hadoop Hadoop
Aster
(MapReduce Analytics)
Image processing
Audio/video storage and refining
Storage and batch transformations
Image processing
Audio/video storage and refining
Storage and batch transformations
Interactive data discovery
Web clickstream, social feeds
Set-top box analysis
CDRs, Sensor logs, JSON
Interactive data discovery
Web clickstream, social feeds
Set-top box analysis
CDRs, Sensor logs, JSON
Financial analysis, ad-hoc/OLAP
Enterprise-wide BI and Reporting
Spatial/Temporal
Active Execution
Financial analysis, ad-hoc/OLAP
Enterprise-wide BI and Reporting
Spatial/Temporal
Active Execution
www.decideo.fr/bruley
Capture, Store, RefineCapture, Store, Refine
Audio/
Video
Images Text
Web &
Social
Machine
Logs
CRM SCM ERP
Engineers Business AnalystsQuantsData Scientists
Java, C/C++, Pig, Python, R, SAS, SQL, Excel, BI, Visualization, etc.Java, C/C++, Pig, Python, R, SAS, SQL, Excel, BI, Visualization, etc.
Discovery Platform Integrated Data
Warehouse
Integrated Data
Warehouse
Aster MapReduce Portfolio Teradata Analytics Portfolio
SQL-H
Unified Data Architecture for theUnified Data Architecture for the
EnterpriseEnterpriseAny User, Any Data, Any Analysis
www.decideo.fr/bruley
Team PowerTeam Power

Big Data and GeoMarketing, Geolocation, Geotargeting, Geomatic,…

  • 1.
    www.decideo.fr/bruley Geomarketing, Geolocation,Geomarketing, Geolocation, Geotargeting,Geomatic, …Geotargeting, Geomatic, … michel.bruley@teradata.com August 2013
  • 2.
    www.decideo.fr/bruley Geomodeling the realworldGeomodeling the real world Maps Real world The classification of spatial features generates several independent layers
  • 3.
    www.decideo.fr/bruley Spatial Data &AnalysisSpatial Data & Analysis How many restaurants are within the circle?
  • 4.
    www.decideo.fr/bruley Geomarketing InformationGeomarketing Information •Where are my customers located? • Where are my potential customers? • Where are my shops, bankomats,..etc.? • Where are my competitors located? Geomarketing information is information which enables the user to take better and faster decisions about sales activities.
  • 5.
    www.decideo.fr/bruley statistic demographic geographic Geoinformation Product isdefined as a specific piece of geoinformation which provides an answer to a particular user’s question.
  • 6.
    www.decideo.fr/bruley Integrated Hybrid Positioning 400meters GPS A-GPS Cell-ID 3 meters 50 meters 300 meters ISM BANDS 100 meters 6 meters TVWS BANDS New technologies can pinpoint your location at any time and place 61% of mobile users use their mobile in transport
  • 7.
    www.decideo.fr/bruley Geolocation Marketing Defined Theuse of a consumers geographical location for the purposes of marketing. In Practice: Utilizes location based services (LBS) on mobile devices to pinpoint a consumers geographical location and deliver marketing materials to the consumer or to create a location based user experience to either sell a product or increase awareness. •Location based services: A fancy way for saying the use of GPS and land based towers to pinpoint location. •Marketing Materials: Any material created on behalf of an organization to establish authority on a subject, persuade a consumer to buy a product or increase brand awareness. •User Experience: Any form of interaction between consumer and company usually over a digital medium.
  • 8.
    www.decideo.fr/bruley Location-Based Services (LBS) Withall its privacy threats, why do users still use location-detection devices? Wide spread of LBSs – Location-based store finders – Location-based traffic reports – Location-based advertisements LBSs rely on the implicit assumption that users agree on revealing their private user locations LBSs trade their services with privacy LBSs make heavy use of context, including patterns in the location data, which is extracted using data mining methods. 71% of mobile users using geolocation: to go to a specific point or spot, …
  • 9.
    www.decideo.fr/bruley The location ofAlzheimer's patients Accuracy of 20 meters Service delivers the address of the tag (by phone, Internet, etc.). Alert! The tag is at the following address ...
  • 10.
    www.decideo.fr/bruley Multiple Use Cases PUBLICSAFETY/ MILITARY Locate/Track Personnel Search & RescueMonitor Military Campaigns SALES & MARKETING Social NetworkingLocation-aware Advertising Social Gaming LBS / ASSET TRACKING Warehouses Equipment & Supplies Disaster Recovery
  • 11.
    www.decideo.fr/bruley Insurance Example: MapReducefor Non-Relational Data Used in Risk Analysis Use polygon-based tiling to define risk boundaries • 25 mile by 25 mile tiling artificially constrains risk borders • Analyst-defined polygons can incorporate local risk factors more accurately Join polygon-based tiling to existing & new variables • Correlate with descriptive market data by zip code, e.g. average salary, age, years of residence Deliver consistent yet iterative risk analysis/pricing • Analysts drive risk analysis in an iterative, hypothesis-driven way • All queries are logged for regulatory purposes Fine Grained, Location-based Risk Analysis How to increase the sophistication of risk profiling? Key Characteristics: Granular Data Geospatial Strings
  • 12.
    www.decideo.fr/bruley Use Cases • Patternmatching •Visitor behavior •Graph & relationship analysis •Investigative analytics FAST/ INTERACTIVE Use cases •Data preprocessing •Image processing •Search indexes •Web crawling BATCH PROCESSING MapReduce Use CasesMapReduce Use Cases Use CasesUse Cases •Genomic,Genomic, Astronomical, ,Astronomical, , Geo-Spatial,Geo-Spatial, scientificscientific •Web log analysisWeb log analysis • Text processingText processing
  • 13.
    www.decideo.fr/bruley The Approach byWorkload and Data Type Processing as a function of schema requirements by data typeProcessing as a function of schema requirements by data type Low Cost Storage and Retention Loading and Refining Reporting Analytics (User-driven, interactive) Data Pre-processing, Prep, Cleansing Transformations Stable Schema Teradata / Hadoop Teradata Teradata Teradata Teradata (SQL analytics) Evolving Schema Hadoop Aster / Hadoop Aster (joining with structured data) Aster Aster (SQL + MapReduce Analytics) Format, No Schema Hadoop Hadoop Hadoop Aster (MapReduce Analytics) Image processing Audio/video storage and refining Storage and batch transformations Image processing Audio/video storage and refining Storage and batch transformations Interactive data discovery Web clickstream, social feeds Set-top box analysis CDRs, Sensor logs, JSON Interactive data discovery Web clickstream, social feeds Set-top box analysis CDRs, Sensor logs, JSON Financial analysis, ad-hoc/OLAP Enterprise-wide BI and Reporting Spatial/Temporal Active Execution Financial analysis, ad-hoc/OLAP Enterprise-wide BI and Reporting Spatial/Temporal Active Execution
  • 14.
    www.decideo.fr/bruley Capture, Store, RefineCapture,Store, Refine Audio/ Video Images Text Web & Social Machine Logs CRM SCM ERP Engineers Business AnalystsQuantsData Scientists Java, C/C++, Pig, Python, R, SAS, SQL, Excel, BI, Visualization, etc.Java, C/C++, Pig, Python, R, SAS, SQL, Excel, BI, Visualization, etc. Discovery Platform Integrated Data Warehouse Integrated Data Warehouse Aster MapReduce Portfolio Teradata Analytics Portfolio SQL-H Unified Data Architecture for theUnified Data Architecture for the EnterpriseEnterpriseAny User, Any Data, Any Analysis
  • 15.

Editor's Notes

  • #8 One of the ways we can ensure that we are consistently feeding information to consumers as they travel along their discovery journey is to utilize today’s mobile technology. Read definition, practice and key points.
  • #11  Juniper Research published a report which said the market for location-based services (think mobile check-in games like Foursquare, social networks like Loopt, location-enabled apps like Google Maps, etc.) will bring in revenues of more than $12.7 billion by 2014. 
  • #14 Well known and fixed metadata, modelled Web site design changes often, need flexibility Data that won’t fit well into a schema