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Leveraging Social Media Data
During COVID-19
CARTO — Unlock the power of spatial analysis
Introductions
Lyden Foust
CEO at Spatial.ai
Javier Pérez Trufero
Head of Data at CARTO
CARTO
Customers
Unlock the power of spatial analysis
1,200 Team members
150+
LI Wave 2018 & 2019
CARTO — Unlock the power of spatial analysis
CARTO unlocks the power of spatial
analysis
New End Users
● Business Analysts
● Product Managers
● Data Scientists
● Decision Makers
New Data Streams New Analysis
● Human Mobility
● Transactions
● IoT Hardware
● Connected Devices
● Census or Open Data
● CRM or Loyalty Data
● Optimization
● Spatial Prediction
● Visual Inference
● Spatial Data Science
CARTO — Unlock the power of spatial analysis
Location Data is
Everywhere
CARTO — Unlock the power of spatial analysis
POLL 1
Do you have at least one social media account?
(LinkedIn, Twitter, Instagram, TikTok, Foursquare, Snapchat, etc)
Yes
No
CARTO — Unlock the power of spatial analysis
79%
US Population using social media
Source: Statistica: https://www.statista.com/statistics/273476/percentage-of-us-population-with-a-social-network-profile/
CARTO — Unlock the power of spatial analysis
CARTO — Unlock the power of spatial analysis
Study of people based on
where they live.*
Study of people based on what
they do.
The Data Landscape
Government mandated
survey.
Census Data Psychographic Data True Human Behavioral Data
*Harris, Sleight, Webber. Geodemographics, GIS and neighborhood targeting. Wiley, 2005
120
Retail/Restaurants
100k
Locations
2018
Launch
Go Beyond Demographics
52million
Users
14.2billion
Posts
Linked to
Geography
CARTO — Unlock the power of spatial analysis
72
Geosocial
Segments
CONFIDENTIAL 13
CONFIDENTIAL
TAXONOMY DEMO
14
CARTO — Unlock the power of spatial analysis
POLL 2
Which Geosocial segment does this map represent?
Outdoor Activity
Foodies
Organized Sports
CARTO — Unlock the power of spatial analysis
Two Shopping Areas
CARTO — Unlock the power of spatial analysis
Two Shopping Areas
Thousands of
business
decisions are
still based on
census data
CARTO — Unlock the power of spatial analysis
Statistical models
with low accuracy
Investments in
declining areas
Advertising with
low ROI
Tenants that can’t
pay their rent &
sites that don’t
survive
Symptoms
CARTO — Unlock the power of spatial analysis
Census and survey data miss a
critical piece of the consumer
landscape, human behavior
CARTO — Unlock the power of spatial analysis
The study of people by what they
do.
Geosocial
CARTO — Unlock the power of spatial analysis
Up-to-dateIndependent of
demographics
Proximity to relevant
audiences
Story Rich
Benefits
CARTO — Unlock the power of spatial analysis
Site Selection
Geomarketing
Leasing Strategy
Product
Merchandising
Marketing
& Strategy
Urban Planning
CARTO — Unlock the power of spatial analysis
POLL 3
Animal Advocates
Wine Lovers
Bookish
Which segment showed the sharpest incline since Quarantine?
CARTO — Unlock the power of spatial analysis
CARTO — Unlock the power of spatial analysis
Discovering data useful
for their analysis
Evaluating and
purchasing data
ETLing the data
into common
structures
Analyzing, doing
feature extraction and
modeling
30% 30% 20% 20%
Where do SDS spend time?
CARTOframes Data Observatory 2.0
Data Ingestion
& Management
Data
Enrichment at
scale
Analysis
Solutions &
Visualization
Distribution
SFE in a
Unified GRID
Discovery Subscriptions to
public & premium
datasets
A Python package for Spatial Data Science
workflows
A location data repository & service designed
for Spatial Data Science
CARTO — Unlock the power of spatial analysis
Financial
Human Mobility
Road Traffic
Demographics
Housing
POI’s
Environmental
Global Boundaries
GeoSocial
Spatial.ai joins CARTO’s Data
Observatory
CARTO — Unlock the power of spatial analysis
● Coverage: US and Canada
● Granularity: Census block groups
(US) and Dissemination areas (CA)
● Relative to :
○ DMA, County, Nation (US)
○ CCS, Region, Nation (CA)
● Update frequency: Quarterly
Spatial.ai Geosocial Segments
CARTO — Unlock the power of spatial analysis
It’s time for a real world example!
CARTO — Unlock the power of spatial analysis
❏ What are the dominant geosocial segments in the surroundings of their stores?
❏ What are the different demographic attributes of people living in the surroundings of
their stores?
❏ Where else can I find similar geosocial segments and demographic attributes so to
guide where should the different brands advertise or open new stores?
CARTO — Unlock the power of spatial analysis
CARTO’s Data Observatory
Core Places Geosocial
Segments
Sociodemographics
CARTO — Unlock the power of spatial analysis
Get store locations from SafeGraph data Compute 20 min walk-time isochrones
Sweet treats Deal seekers
Activism Wine lovers Deep
emotions
CARTO — Unlock the power of spatial analysis
Median Age
Median Age of
householder
CARTO — Unlock the power of spatial analysis
Average household income
Median value of owner
occupied housing units
COVID-19 Sentiment dataset
now available as public data in CARTO
CARTO — Unlock the power of spatial analysis
Spatial.ai COVID-19 Sentiment
● Coverage: US
● Granularity: County
● KPIs:
○ Positive/Neutral/Negative posts
○ Sentiment balance
● Update frequency: Weekly
CARTO — Unlock the power of spatial analysis
How to access
Dataset.get('spa_covid19_sen_e33954ed')
CARTOframes
Google BigQuery
CARTO Builder
Get in touch!
carto-do-public-data.spatial_ai.covid19_covi
d19sentiment_usa_county_2018_weekly_v1
Thanks for listening!
Any questions?
Request a demo at CARTO.COM
Javier Pérez Trufero
Head of Data at CARTO // javier.pereztr@carto.com
Lyden Foust
CEO at Spatial.ai // lyden@spatial.ai

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Leveraging Social Media Data During COVID-19

  • 1. Follow @CARTO on Twitter Leveraging Social Media Data During COVID-19
  • 2. CARTO — Unlock the power of spatial analysis Introductions Lyden Foust CEO at Spatial.ai Javier Pérez Trufero Head of Data at CARTO
  • 3. CARTO Customers Unlock the power of spatial analysis 1,200 Team members 150+ LI Wave 2018 & 2019
  • 4. CARTO — Unlock the power of spatial analysis CARTO unlocks the power of spatial analysis New End Users ● Business Analysts ● Product Managers ● Data Scientists ● Decision Makers New Data Streams New Analysis ● Human Mobility ● Transactions ● IoT Hardware ● Connected Devices ● Census or Open Data ● CRM or Loyalty Data ● Optimization ● Spatial Prediction ● Visual Inference ● Spatial Data Science
  • 5. CARTO — Unlock the power of spatial analysis Location Data is Everywhere
  • 6. CARTO — Unlock the power of spatial analysis POLL 1 Do you have at least one social media account? (LinkedIn, Twitter, Instagram, TikTok, Foursquare, Snapchat, etc) Yes No
  • 7. CARTO — Unlock the power of spatial analysis 79% US Population using social media Source: Statistica: https://www.statista.com/statistics/273476/percentage-of-us-population-with-a-social-network-profile/
  • 8. CARTO — Unlock the power of spatial analysis
  • 9. CARTO — Unlock the power of spatial analysis Study of people based on where they live.* Study of people based on what they do. The Data Landscape Government mandated survey. Census Data Psychographic Data True Human Behavioral Data *Harris, Sleight, Webber. Geodemographics, GIS and neighborhood targeting. Wiley, 2005
  • 11. CARTO — Unlock the power of spatial analysis 72 Geosocial Segments
  • 14. CARTO — Unlock the power of spatial analysis POLL 2 Which Geosocial segment does this map represent? Outdoor Activity Foodies Organized Sports
  • 15. CARTO — Unlock the power of spatial analysis Two Shopping Areas
  • 16. CARTO — Unlock the power of spatial analysis Two Shopping Areas
  • 18. CARTO — Unlock the power of spatial analysis Statistical models with low accuracy Investments in declining areas Advertising with low ROI Tenants that can’t pay their rent & sites that don’t survive Symptoms
  • 19. CARTO — Unlock the power of spatial analysis Census and survey data miss a critical piece of the consumer landscape, human behavior
  • 20. CARTO — Unlock the power of spatial analysis The study of people by what they do. Geosocial
  • 21. CARTO — Unlock the power of spatial analysis Up-to-dateIndependent of demographics Proximity to relevant audiences Story Rich Benefits
  • 22. CARTO — Unlock the power of spatial analysis Site Selection Geomarketing Leasing Strategy Product Merchandising Marketing & Strategy Urban Planning
  • 23. CARTO — Unlock the power of spatial analysis POLL 3 Animal Advocates Wine Lovers Bookish Which segment showed the sharpest incline since Quarantine?
  • 24.
  • 25. CARTO — Unlock the power of spatial analysis
  • 26. CARTO — Unlock the power of spatial analysis Discovering data useful for their analysis Evaluating and purchasing data ETLing the data into common structures Analyzing, doing feature extraction and modeling 30% 30% 20% 20% Where do SDS spend time?
  • 27. CARTOframes Data Observatory 2.0 Data Ingestion & Management Data Enrichment at scale Analysis Solutions & Visualization Distribution SFE in a Unified GRID Discovery Subscriptions to public & premium datasets A Python package for Spatial Data Science workflows A location data repository & service designed for Spatial Data Science
  • 28. CARTO — Unlock the power of spatial analysis Financial Human Mobility Road Traffic Demographics Housing POI’s Environmental Global Boundaries GeoSocial Spatial.ai joins CARTO’s Data Observatory
  • 29. CARTO — Unlock the power of spatial analysis ● Coverage: US and Canada ● Granularity: Census block groups (US) and Dissemination areas (CA) ● Relative to : ○ DMA, County, Nation (US) ○ CCS, Region, Nation (CA) ● Update frequency: Quarterly Spatial.ai Geosocial Segments
  • 30. CARTO — Unlock the power of spatial analysis It’s time for a real world example!
  • 31. CARTO — Unlock the power of spatial analysis ❏ What are the dominant geosocial segments in the surroundings of their stores? ❏ What are the different demographic attributes of people living in the surroundings of their stores? ❏ Where else can I find similar geosocial segments and demographic attributes so to guide where should the different brands advertise or open new stores?
  • 32. CARTO — Unlock the power of spatial analysis CARTO’s Data Observatory Core Places Geosocial Segments Sociodemographics
  • 33. CARTO — Unlock the power of spatial analysis Get store locations from SafeGraph data Compute 20 min walk-time isochrones
  • 34. Sweet treats Deal seekers
  • 35. Activism Wine lovers Deep emotions
  • 36. CARTO — Unlock the power of spatial analysis Median Age Median Age of householder
  • 37. CARTO — Unlock the power of spatial analysis Average household income Median value of owner occupied housing units
  • 38.
  • 39.
  • 40. COVID-19 Sentiment dataset now available as public data in CARTO
  • 41. CARTO — Unlock the power of spatial analysis Spatial.ai COVID-19 Sentiment ● Coverage: US ● Granularity: County ● KPIs: ○ Positive/Neutral/Negative posts ○ Sentiment balance ● Update frequency: Weekly
  • 42. CARTO — Unlock the power of spatial analysis How to access Dataset.get('spa_covid19_sen_e33954ed') CARTOframes Google BigQuery CARTO Builder Get in touch! carto-do-public-data.spatial_ai.covid19_covi d19sentiment_usa_county_2018_weekly_v1
  • 43. Thanks for listening! Any questions? Request a demo at CARTO.COM Javier Pérez Trufero Head of Data at CARTO // javier.pereztr@carto.com Lyden Foust CEO at Spatial.ai // lyden@spatial.ai