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Enabling Spatial
Data Science
Precisely Perspective
Tim McKenzie | Director, Solution Architecture
Location data challenges
• Location is Messy- Addresses, Lat/Long,
Shapes, Lines, Formats
• Complexity of Joining Location Based Data
Sources (3rd Party and Internal)
• Data Sourcing Challenges- Many Providers,
Many Formats, Many Pricing and Licensing
Differences
• Global Extensibility- Data Sources Tend to
Be Regional Yet Use Cases are Often
Global
• Need to Identify and Process Multi-Family
and Condo Properties
• De-centralized repositories of data
• Complex properties can often have multiple
valid addresses, parcels and buildings.
• Legal descriptions in variety of format
leading to discrepancy, inefficiencies, errors
and non-compliance
2
“For every minute spent in
organizing, an hour is earned.”
Benjamin Franklin
Inventor, Statesman, Insurer
Enabling Spatial Data Science
Data prep slows data science
3%
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
accounts for about 80%
of the work of data
scientists
3 Enabling Spatial Data Science
Location enabling strategies for data analytics
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
4 Enabling Spatial Data Science
Fast, easy, and consistent data enrichment
5
Precisely’s Geo Addressing with hyper-accurate Master Location Data (MLD) reference data
• Belgium & Luxembourg
• Canada
• Finland
• France
• Germany
• Great Britain
• Ireland
• Netherlands
• Sweden
• Singapore
• United States
• More coming soon!
International
Coverage
Data
Sources
• Postal Authorities
• Government
datasets: local city,
county, and state
• Global Vendors
• Local Players
• Open Sources
• Proprietary
Sources
• Largest & Best available
• Unparalleled &
• Parent-child relationship,
• Unique and Persistent Identifier,
• Multi-sourced,
• Simplify data enrichment process,
MLD Attributes
Enabling Spatial Data Science
Cloud-based location analytics technology
6
Spatial
Functions
30+ Common
Spatial Processes
Global
Geocoding
Forward & Reverse
Global Geocoding
and Trusted ID
Global
Addressing
Validate,
standardize and
parse global
addresses
Global Tax
Jurisdiction
How do extreme
weather events
affect the
“creditworthiness”
of my portfolio?
Map
Visualization
What alternative
data helps me
better understand
investment
opportunities?
Global Street
Routing
Where are my
customers and
how do they want
to interact with
me?
Data Enrichment – A global product portfolio
Addresses & Property
Verified and validated address and
property data for map display and
analytics
Boundaries
Administrative, community, and
industry-specific boundaries for data
enrichment and territory analysis
Demographics
Demographic and consumer context
data for better understanding people
and behavior
Points of Interest
Detailed business, leisure, and
geographic features for location
and competitive intelligence
Streets
Robust street-level data for mapping,
analysis, routing, and geocoding
Risk
Natural hazard boundaries related to
flood, fire, earthquakes, and weather
Expertly curated datasets containing thousands of attributes for faster, confident decisions
7 Enabling Spatial Data Science
Uniquely positioned to address data enrichment needs
Global coverage location enrichment data. Our portfolio includes:
• 400+ datasets
• 250+ countries and territories
• 100s of millions of data points
Datasets that are interoperable and are managed to quality standard, with consistent documentation, and
support e.g.
• Property Graph
• Market and Community Link
Ability to enrich with dynamic data (Dynamic Weather and Dynamic Demographics)
• Data that includes time as a dimension
• Creating insights from data that is updated at regular and short time intervals (e.g. 5 min)
Data experience through deep-domain expertise
• Adding data through, development, partnerships, and acquisitions
Best-in-class addressing and property datasets with a unique and persistent ID
• Link Precisely and customer address, buildings, demographics, risk, and more data using the PreciselyID,
a unique and persistent location identifier
8 Enabling Spatial Data Science
Location-enabled analytics
Bank Branch & ATM
Call Center/ Web
Customers by Product
Commercial & Mortgage
Active Mortgages
Historical Defaults
Geocoding and location
intelligence capabilities to
organize and enrich your data
Financial Transactions
All of your sources
Any structure
or frequency
Analytics capabilities for
any use case or persona
Ad Hoc Data Science
Low-cost, rapid experimentation with
new data and models.
Explainable Machine Learning
High volume, fine-grained analysis at scale
served in the tightest of service windows.
BI Reporting & Dashboarding
Power real-time dashboarding directly,
or feed data to a data warehouse for
high-concurrency reporting.
Real-time Applications
Provide real-time data to downstream
applications or power applications via APIs..
PreciselyID
ADMIN
BOUNDARIES
BANK DEPOSITS
MOBILE
MOVEMENT
WEATHER
EVENTS
HAZARD &
RISK DATA
AMENITIES &
COMPETITION
EVERY US/CAN
ADDRESS
BUSINESS
LOCATIONS
PROPERTY
ATTRIBUTES
SCHOOLS &
NEIGHBORHOODS
POPULATION
DEMOGRAPHICS
PARCELS &
BUILDINGS
Analytics Platform
Thank you
Tim McKenzie
Tim.McKenzie@Precisely.com
Phone- 678-428-1770

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Power Decision-making at Scale with Address-based Spatial Data Science

  • 1. Enabling Spatial Data Science Precisely Perspective Tim McKenzie | Director, Solution Architecture
  • 2. Location data challenges • Location is Messy- Addresses, Lat/Long, Shapes, Lines, Formats • Complexity of Joining Location Based Data Sources (3rd Party and Internal) • Data Sourcing Challenges- Many Providers, Many Formats, Many Pricing and Licensing Differences • Global Extensibility- Data Sources Tend to Be Regional Yet Use Cases are Often Global • Need to Identify and Process Multi-Family and Condo Properties • De-centralized repositories of data • Complex properties can often have multiple valid addresses, parcels and buildings. • Legal descriptions in variety of format leading to discrepancy, inefficiencies, errors and non-compliance 2 “For every minute spent in organizing, an hour is earned.” Benjamin Franklin Inventor, Statesman, Insurer Enabling Spatial Data Science
  • 3. Data prep slows data science 3% 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 accounts for about 80% of the work of data scientists 3 Enabling Spatial Data Science
  • 4. Location enabling strategies for data analytics 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 4 Enabling Spatial Data Science
  • 5. Fast, easy, and consistent data enrichment 5 Precisely’s Geo Addressing with hyper-accurate Master Location Data (MLD) reference data • Belgium & Luxembourg • Canada • Finland • France • Germany • Great Britain • Ireland • Netherlands • Sweden • Singapore • United States • More coming soon! International Coverage Data Sources • Postal Authorities • Government datasets: local city, county, and state • Global Vendors • Local Players • Open Sources • Proprietary Sources • Largest & Best available • Unparalleled & • Parent-child relationship, • Unique and Persistent Identifier, • Multi-sourced, • Simplify data enrichment process, MLD Attributes Enabling Spatial Data Science
  • 6. Cloud-based location analytics technology 6 Spatial Functions 30+ Common Spatial Processes Global Geocoding Forward & Reverse Global Geocoding and Trusted ID Global Addressing Validate, standardize and parse global addresses Global Tax Jurisdiction How do extreme weather events affect the “creditworthiness” of my portfolio? Map Visualization What alternative data helps me better understand investment opportunities? Global Street Routing Where are my customers and how do they want to interact with me?
  • 7. Data Enrichment – A global product portfolio Addresses & Property Verified and validated address and property data for map display and analytics Boundaries Administrative, community, and industry-specific boundaries for data enrichment and territory analysis Demographics Demographic and consumer context data for better understanding people and behavior Points of Interest Detailed business, leisure, and geographic features for location and competitive intelligence Streets Robust street-level data for mapping, analysis, routing, and geocoding Risk Natural hazard boundaries related to flood, fire, earthquakes, and weather Expertly curated datasets containing thousands of attributes for faster, confident decisions 7 Enabling Spatial Data Science
  • 8. Uniquely positioned to address data enrichment needs Global coverage location enrichment data. Our portfolio includes: • 400+ datasets • 250+ countries and territories • 100s of millions of data points Datasets that are interoperable and are managed to quality standard, with consistent documentation, and support e.g. • Property Graph • Market and Community Link Ability to enrich with dynamic data (Dynamic Weather and Dynamic Demographics) • Data that includes time as a dimension • Creating insights from data that is updated at regular and short time intervals (e.g. 5 min) Data experience through deep-domain expertise • Adding data through, development, partnerships, and acquisitions Best-in-class addressing and property datasets with a unique and persistent ID • Link Precisely and customer address, buildings, demographics, risk, and more data using the PreciselyID, a unique and persistent location identifier 8 Enabling Spatial Data Science
  • 9. Location-enabled analytics Bank Branch & ATM Call Center/ Web Customers by Product Commercial & Mortgage Active Mortgages Historical Defaults Geocoding and location intelligence capabilities to organize and enrich your data Financial Transactions All of your sources Any structure or frequency Analytics capabilities for any use case or persona Ad Hoc Data Science Low-cost, rapid experimentation with new data and models. Explainable Machine Learning High volume, fine-grained analysis at scale served in the tightest of service windows. BI Reporting & Dashboarding Power real-time dashboarding directly, or feed data to a data warehouse for high-concurrency reporting. Real-time Applications Provide real-time data to downstream applications or power applications via APIs.. PreciselyID ADMIN BOUNDARIES BANK DEPOSITS MOBILE MOVEMENT WEATHER EVENTS HAZARD & RISK DATA AMENITIES & COMPETITION EVERY US/CAN ADDRESS BUSINESS LOCATIONS PROPERTY ATTRIBUTES SCHOOLS & NEIGHBORHOODS POPULATION DEMOGRAPHICS PARCELS & BUILDINGS Analytics Platform