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Unlock Data-driven
Insights in Databricks
Using Location Intelligence
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Source: Forbes Insights & KPMG
Data integrity is…
Connect today’s
infrastructure with
tomorrow’s technology
to unlock the potential of
all your enterprise data
Data
Integration
Understand your data and
ensure it is accurate,
consistent and complete
for confident
business decisions
Data
Quality
Analyze location data for
enhanced and
actionable business
insights that drive
superior outcomes
Location
Insights
Power enhanced decision
making with expertly
curated, up-to-date
business, location, and
consumer data
Data
Enrichment
The four elements of data integrity
D A T A I N T E G R I T Y
5
LEADER
Customer Comms
Management 2020
LEADER
Location Intelligence Platforms
Forrester Wave 2020
LEADER
Data Quality
Magic Quadrant 2020
CHALLENGER
Data Integration
Magic Quadrant 2020
Industry recognition
DATA INTEGRITY
DATA INTEGRITY
IN ACTION
Data
Integration
Data Quality Location
Intelligence
Data Enrichment Customer
Engagement
“Precisely now provides well-integrated
solutions for use cases needing a
combination of data integration
and data quality capabilities.”
“Precisely’s record for innovation in areas such as
data products and geodata enrichment are a key
strength…ideal for commercial enterprises servicing
a range of location intelligence use cases.”
“Precisely is the only
vendor to offer native
real-time personalized
and interactive video.”
6
Data is exploding!
7
Business Trends
• Digital Transformation
• Location Intelligence
• Data Science
• Artificial Intelligence
• Machine Learning
Technical Trends
• Data choke point
• 40 zettabytes in 2020
• 5G & IoT – surveillance
• Container technology
Demand for Analytics at Scale is Growing in All Industries
Leveraging location brings
together business data
• 53% of enterprises say that Location Intelligence is either critically
important or very important to achieving their goals*
• Product Managers need to consider how adding Location
Intelligence can improve the contextual accuracy of marketing,
sales, and customer service apps and platforms
• Marketers need to look at how they can capitalize on smartphones’
prolific amounts of location data for improving advertising, buying,
and service experiences for customers
• R&D, Operations, and Executive Management lead all other
departments in their adoption and use of Location Intelligence this
year
Use the common thread of location to connect data across
your organization
* Louis Columbus Senior Contributor February 16, 2020 Forbes
8
How does geospatial data inform business
decisions?
Real
Estate
What house is
best for me?
Insurance
What is the
risk at a given
location?
Telecom
Where do I
make network
investments?
Retail
What is the
optimized
product mix at
each store
location?
Healthcare
Do I have
enough care
for my
constituents?
Banking
Where is this
transaction
coming from?
9
Data prep slows data science
Forbes, Mar 23, 2016
“Cleaning Big Data: Most Time-Consuming, Least Enjoyable Data Science Task, Survey Says”
3%
60%
19%
9%
4%
5%
What data
scientists spend
the most time
doing
Building data sets
Cleaning and organizing data
Collecting datasets
Mining data for patterns
Refining algorithms
Other
Data preparation
accounts for about
80% of the work of
data scientists
10
Messy Location Data => Time + Risk + Inefficiency
• Location is Complex: Addresses, Lat/Long, Shapes,
Lines, Formats
• Data Scientists are not typically used to these data types
• Difficult to join different formats and data types with accuracy
• Lack of reliable, robust 3rd party data
• The availability and quality of data varies greatly country-to-country
• Time to evaluate data is onerous
• Rapid changes in properties, businesses and geo-characteristics
• Keeping a consistent, updated record is crucial for business decisions
• Computationally intense to join and enrich spatial data at scale
• Enriching and adding variables from spatial data is critical, but highly
time consuming
“For every
minute spent
in organizing,
an hour is
earned.”
-Benjamin Franklin
Inventor, Statesman, Insurer
11
Location Enabling Strategies for
Data Science
03.
Analyze
Apply data science at scale
to gain a competitive
advantage
02.
Enrich
Leverage trusted ID to join
massive amounts of your
own and 3rd party data
sources
01.
Organize
Assign a trusted ID that is
unique and persistent to
each address
12
Schools &
Neighborhood
Hazard
&
Risk Data
Population
Demographics
Property
Attributes
Amenities and
Competition
Parcels
&
Buildings
Build deep analytic datasets with speed and accuracy
PreciselyID
Concentration
of Risk
Policies in
Force
Historical
Claims
13
Connected
Devices/IOT
Video/
Aerial
Imagery
Weather
Events
14
Precisely Big Data/ Cloud SDKs
Leverage cloud native solutions to create scalable location intelligence.
Component Features
Global Addressing &
Geocoding
• Address Validation
• Forward and Reverse geocoding
• Unique and Persistent Address Key (PreciselyID)
Spatial Processing
• Geohash ID Assignment
• Point and polygon
• Spatial join
• Distance to point, shape, line
Street Routing
• Isochrone/Isodistance
• Walk time/drivetime
• Point-to-Point calculations
14
Location-enabled Lakehouse
Competitor News & Social
Connected Devices
Data Aggregators
Weather
Sales and Policies
IoT Sensors
Geocoding and location
intelligence capabilities to
organize and enrich your data
Video & Images
All of your sources
Any structure
or frequency
Analytics capabilities for
any use case or persona
Low-cost, rapid experimentation with
new data and models.
High volume, fine-grained analysis at scale
served in the tightest of service windows.
Power real-time dashboarding directly,
or feed data to a data warehouse for
high-concurrency reporting.
Provide real-time data to downstream
applications or power applications via APIs..
PreciselyID
CONNECTED
DEVICES/IOT
VIDEO/
AERIAL IMAGERY
CONCENTRATION
OF RISK
WEATHER
EVENTS
HAZARD &
RISK DATA
AMENITIES &
COMPETITION
CUSTOMERS
NETWORK
OUTAGES
PROPERTY
ATTRIBUTES
SCHOOLS &
NEIGHBORHOODS
POPULATION
DEMOGRAPHICS
PARCELS &
BUILDINGS
15
Data enrichment
provides
business insight
• Drives operational
efficiencies
• Inserts location data into
automated workflows
• Begins with geocoded
addresses or positions
(latitude/longitude)
• Enriches input data with
spatial information
related to the location
• Typically leverages
machine learning or
other analytics to create
scores by location
16
in Databricks Notebooks
Geocoding
Configuration and Preferences
Geocoding
SDK
Global Address Points &
Streets Reference Files
Installation Notebook
Download Components
Configure Processing
Attach Libraries
Geocoding Notebook
Configure Geocoder
Register Functions
Process Files
Enrichment Notebook
Build Address Fabric
Flatten Geometries
Apply PreciselyIDs
Match PreciselyIDs
Analyze Attributes
Databricks Lakehouse
Databricks Notebooks
data.precisely.com
17
Q&A
Unlock Data driven Insights in Databricks Using Location Intelligence

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Unlock Data driven Insights in Databricks Using Location Intelligence

  • 1. Unlock Data-driven Insights in Databricks Using Location Intelligence
  • 2. Housekeeping Webinar Audio • Today’s webcast audio is streamed through your computer speakers • If you need technical assistance with the web interface or audio, please reach out to us using the Q&A box Questions Welcome • Submit your questions at any time during the presentation using the Q&A box. If we don't get to your question, we will follow-up via email Recording and slides • This webinar is being recorded. You will receive an email following the webinar with a link to the recording and slides
  • 5. Connect today’s infrastructure with tomorrow’s technology to unlock the potential of all your enterprise data Data Integration Understand your data and ensure it is accurate, consistent and complete for confident business decisions Data Quality Analyze location data for enhanced and actionable business insights that drive superior outcomes Location Insights Power enhanced decision making with expertly curated, up-to-date business, location, and consumer data Data Enrichment The four elements of data integrity D A T A I N T E G R I T Y 5
  • 6. LEADER Customer Comms Management 2020 LEADER Location Intelligence Platforms Forrester Wave 2020 LEADER Data Quality Magic Quadrant 2020 CHALLENGER Data Integration Magic Quadrant 2020 Industry recognition DATA INTEGRITY DATA INTEGRITY IN ACTION Data Integration Data Quality Location Intelligence Data Enrichment Customer Engagement “Precisely now provides well-integrated solutions for use cases needing a combination of data integration and data quality capabilities.” “Precisely’s record for innovation in areas such as data products and geodata enrichment are a key strength…ideal for commercial enterprises servicing a range of location intelligence use cases.” “Precisely is the only vendor to offer native real-time personalized and interactive video.” 6
  • 7. Data is exploding! 7 Business Trends • Digital Transformation • Location Intelligence • Data Science • Artificial Intelligence • Machine Learning Technical Trends • Data choke point • 40 zettabytes in 2020 • 5G & IoT – surveillance • Container technology Demand for Analytics at Scale is Growing in All Industries
  • 8. Leveraging location brings together business data • 53% of enterprises say that Location Intelligence is either critically important or very important to achieving their goals* • Product Managers need to consider how adding Location Intelligence can improve the contextual accuracy of marketing, sales, and customer service apps and platforms • Marketers need to look at how they can capitalize on smartphones’ prolific amounts of location data for improving advertising, buying, and service experiences for customers • R&D, Operations, and Executive Management lead all other departments in their adoption and use of Location Intelligence this year Use the common thread of location to connect data across your organization * Louis Columbus Senior Contributor February 16, 2020 Forbes 8
  • 9. How does geospatial data inform business decisions? Real Estate What house is best for me? Insurance What is the risk at a given location? Telecom Where do I make network investments? Retail What is the optimized product mix at each store location? Healthcare Do I have enough care for my constituents? Banking Where is this transaction coming from? 9
  • 10. Data prep slows data science Forbes, Mar 23, 2016 “Cleaning Big Data: Most Time-Consuming, Least Enjoyable Data Science Task, Survey Says” 3% 60% 19% 9% 4% 5% What data scientists spend the most time doing Building data sets Cleaning and organizing data Collecting datasets Mining data for patterns Refining algorithms Other Data preparation accounts for about 80% of the work of data scientists 10
  • 11. Messy Location Data => Time + Risk + Inefficiency • Location is Complex: Addresses, Lat/Long, Shapes, Lines, Formats • Data Scientists are not typically used to these data types • Difficult to join different formats and data types with accuracy • Lack of reliable, robust 3rd party data • The availability and quality of data varies greatly country-to-country • Time to evaluate data is onerous • Rapid changes in properties, businesses and geo-characteristics • Keeping a consistent, updated record is crucial for business decisions • Computationally intense to join and enrich spatial data at scale • Enriching and adding variables from spatial data is critical, but highly time consuming “For every minute spent in organizing, an hour is earned.” -Benjamin Franklin Inventor, Statesman, Insurer 11
  • 12. Location Enabling Strategies for Data Science 03. Analyze Apply data science at scale to gain a competitive advantage 02. Enrich Leverage trusted ID to join massive amounts of your own and 3rd party data sources 01. Organize Assign a trusted ID that is unique and persistent to each address 12
  • 13. Schools & Neighborhood Hazard & Risk Data Population Demographics Property Attributes Amenities and Competition Parcels & Buildings Build deep analytic datasets with speed and accuracy PreciselyID Concentration of Risk Policies in Force Historical Claims 13 Connected Devices/IOT Video/ Aerial Imagery Weather Events
  • 14. 14 Precisely Big Data/ Cloud SDKs Leverage cloud native solutions to create scalable location intelligence. Component Features Global Addressing & Geocoding • Address Validation • Forward and Reverse geocoding • Unique and Persistent Address Key (PreciselyID) Spatial Processing • Geohash ID Assignment • Point and polygon • Spatial join • Distance to point, shape, line Street Routing • Isochrone/Isodistance • Walk time/drivetime • Point-to-Point calculations 14
  • 15. Location-enabled Lakehouse Competitor News & Social Connected Devices Data Aggregators Weather Sales and Policies IoT Sensors Geocoding and location intelligence capabilities to organize and enrich your data Video & Images All of your sources Any structure or frequency Analytics capabilities for any use case or persona Low-cost, rapid experimentation with new data and models. High volume, fine-grained analysis at scale served in the tightest of service windows. Power real-time dashboarding directly, or feed data to a data warehouse for high-concurrency reporting. Provide real-time data to downstream applications or power applications via APIs.. PreciselyID CONNECTED DEVICES/IOT VIDEO/ AERIAL IMAGERY CONCENTRATION OF RISK WEATHER EVENTS HAZARD & RISK DATA AMENITIES & COMPETITION CUSTOMERS NETWORK OUTAGES PROPERTY ATTRIBUTES SCHOOLS & NEIGHBORHOODS POPULATION DEMOGRAPHICS PARCELS & BUILDINGS 15
  • 16. Data enrichment provides business insight • Drives operational efficiencies • Inserts location data into automated workflows • Begins with geocoded addresses or positions (latitude/longitude) • Enriches input data with spatial information related to the location • Typically leverages machine learning or other analytics to create scores by location 16
  • 17. in Databricks Notebooks Geocoding Configuration and Preferences Geocoding SDK Global Address Points & Streets Reference Files Installation Notebook Download Components Configure Processing Attach Libraries Geocoding Notebook Configure Geocoder Register Functions Process Files Enrichment Notebook Build Address Fabric Flatten Geometries Apply PreciselyIDs Match PreciselyIDs Analyze Attributes Databricks Lakehouse Databricks Notebooks data.precisely.com 17
  • 18. Q&A

Notes de l'éditeur

  1. And that’s why we at Precisely are focused on delivering data integrity in a new and different way. There has been no consistent definition of data integrity that the market all uses, and the definitions out there often focused on collections of technical capabilities related to data quality. But that is not good enough. Today’s businesses need a definition of data integrity based on their need for data that is not just accurate and consistent but is also rich in context. And that’s why Precisely has redefined data integrity as data with maximum accuracy, consistency, and context for confident business decision-making.
  2. https://www.forbes.com/sites/louiscolumbus/2020/02/16/what-you-need-to-know-about-location-intelligence-in-2020
  3. We have off the shelf data (footprints, POIs, boundaries, etc.) available to quickly enrich your addresses. This is enabled by the PrecieslyID feature within MLD and the fact that we have PreciselyID on our enrichment data. Enriched address provide more context and serve as a better starting point for business operations/challenges/analytics/etc. that appear on the right side of this slide. Device IDs Signal strength Predicted coverage Data consumption by device Average monthly bill Competitive fiber