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Using Geospatial to Innovate in
Last-Mile Logistics
Follow @CARTO on Twitter
CARTO — Unlock the power of spatial analysis
Introductions
Alejandra Aranzadi
Data Partnerships Manager at
CARTO
Gigi Etienne
Partnerships Manager at
what3words
CARTO — Unlock the power of spatial analysis
What’s happening in last-mile?
Urbanization
60%
people living in cities in
2030
20-35%
congestion increase since
2010
Customers
2.1bn
people expected to buy
goods online by 2021
20%
online retail share by 2023
Products
10%
p.a. e-grocery growth
worldwide
32%
furniture sold online by
2023 in the US
Delivery
20-40%
growth in same day
10%
p.a. growth in instant
deliver
78% growth through 2030 in urban last-mile deliveries
Source: McKinsey
CARTO — Unlock the power of spatial analysis
POLL 1
Yes! I know my what3words address or have the what3words
app on my phone
I have heard of it
Nope!
Do you know what what3words is already?
CARTO — Unlock the power of spatial analysis
CARTO — Unlock the power of spatial analysis
Similar addresses lead to mistakes
CARTO — Unlock the power of spatial analysis
Addresses
aren’t unique
CARTO — Unlock the power of spatial analysis
CARTO — Unlock the power of spatial analysis
Pins don’t
take you to
the entrance
CARTO — Unlock the power of spatial analysis
Addresses in foreign languages
make navigating the world a huge
challenge
CARTO — Unlock the power of spatial analysis
POLL 1
Yes! I know my what3words address or have the what3words
app on my phone
I have heard of it
Nope!
Do you know what what3words is already?
CARTO — Unlock the power of spatial analysis
Many 240 California
Street in California
Voice input doesn’t
always work
240 California Street
Google Maps by voice
CARTO — Unlock the power of spatial analysis
Inaccurate addresses impact your business
CARTO — Unlock the power of spatial analysis
GPS coordinates are NOT human
friendly
25º 9’ 40.918’’ S 18º59’ 2.824’’ E
CARTO — Unlock the power of spatial analysis
What3words is the easiest way to
talk about location
CARTO — Unlock the power of spatial analysis
POLL 1
Yes! I know my what3words address or have the what3words
app on my phone
I have heard of it
Nope!
Do you know what what3words is already?
CARTO — Unlock the power of spatial analysis
POLL 1
Yes! I know my what3words address or have the what3words
app on my phone
I have heard of it
Nope!
Do you know what what3words is already?
CARTO — Unlock the power of spatial analysis
POLL 1
Yes! I know my what3words address or have the what3words
app on my phone
I have heard of it
Nope!
Do you know what what3words is already?
CARTO — Unlock the power of spatial analysis
Using what3words for deliveries
What3words technology can be used from checkout page to the consumer’s front door
A 3 word address refers to a
specific 3cm x 3cm square in the
world.
What3words technology converts
any 3 word address to a set of
GPS coordinates.
These coordinates can be used in
any mapping, routing or delivery
application.
CARTO — Unlock the power of spatial analysis
3 word addresses add value at every
stage
From the customer placing their order, through to the item arriving at their door, 3 word addresses
provide a simpler and more efficient way to pass location data.
CARTO — Unlock the power of spatial analysis
E-commerce use case
Wadi, the leading online grocery delivery service in the Kingdom of Saudi Arabia,
has integrated what3words into its delivery process. People can now add a 3 word
address to the delivery information on their user profiles and receive their
groceries at that precise location.
CARTO — Unlock the power of spatial analysis
E-commerce use case
iStore, the sole distributor of Apple products in South Africa, is now offering
delivery to 3 word addresses. On mystore.co.za, customers can now enter the
precise 3 word address for their delivery entrance at checkout, whether it’s a front
door, side entrance, or any other secure delivery location.
CARTO — Unlock the power of spatial analysis
Results
CARTO — Unlock the power of spatial analysis
POLL 1
Yes! I know my what3words address or have the what3words
app on my phone
I have heard of it
Nope!
Do you know what what3words is already?
CARTO — Unlock the power of spatial analysis
POLL 1
Yes! I know my what3words address or have the what3words
app on my phone
I have heard of it
Nope!
Do you know what what3words is already?
CARTO — Unlock the power of spatial analysis
POLL 2
New technologies for delivery (like drones)
Optimize routing model/algorithm and reduce delivery time
using advanced analytics
New pick-up formats (e.g. lockers)
What are the innovation priorities in H2 2020 for your logistics firm?
Other…
CARTO — Unlock the power of spatial analysis
On-demand Last-mile
● Allow to order pickup and delivery
services of basically anything
a. Ride Hailing, Food, Small
parcels, Errands
● Delivered in less than one or two
hours, (almost) real-time
● Less information, less time
Traditional Last-mile
● Accept next-day delivery orders
until a certain cut-off time
● Vehicle Routing Problem (VRP)
● Information about orders and
driver availability is known
beforehand
CARTO — Unlock the power of spatial analysis
On-demand Last-mile
CARTO — Unlock the power of spatial analysis
How can Spatial Data
Science help?
CARTO — Unlock the power of spatial analysis
Data Streams for Route Optimization
● Real time traffic: highly granular speed and
bottleneck traffic information for nearly every stretch
of road.
● Traffic stats: average speed, travel times, number of
probes, etc. per street segment during a period of
time to be configured. Max area 20k sqkm
● Traffic density and Speed Profiles: typical number
of TomTom's devices and average speeds per street
segment per week, day and hour built from TomTom
historical data. Available for entire countries.
● Origin/destination matrices: Number of flows
during a configurable period of time between a set of
origins and destinations
Road Traffic Data
CARTO — Unlock the power of spatial analysis
Data Streams for Route Optimization
● Climatology: global climatology data providing
weather statistics such as weather means, standard
deviations and frequency of occurrence values for any
location and any date and/or hour during a calendar
year.
● Past weather: past weather data from the year 2000
to present.
● Forecast weather: 10 and 15-day weather forecasts.
● Real time weather API.
Weather Data
CARTO — Unlock the power of spatial analysis
Data Streams for Route Optimization
● Climate and weather risks: general climate statistics
and normalized risks: temperature, precipitation,
degree days, air quality, weather risk, hurricane risk,
tornado risk, damaging wing risk and hail risk.
Weather Data
CARTO — Unlock the power of spatial analysis
Use cases
CARTO — Unlock the power of spatial analysis
DPD
DPD Ireland uses CARTO to optimize their
operations by:
● Improving their location data quality
with an Address Match Exception App
● Spatially optimizing parcel routing for
each depot with an algorithm that takes
into account:
○ Vehicle Size
○ Drop off type (B2C vs B2B)
○ Driver shifts
○ Driver experience
○ Speed limits
CARTO — Unlock the power of spatial analysis
Instacart
Instacart uses CARTO to build balanced delivery
zones while maintaining high services levels.
Using the locations of the retailers they deliver
from, a city’s zip codes, and a list of service level
criteria, a graph algorithm is applied whose targets
are:
● To balance delivery zones making compact
and similar size areas by minimizing the
maximum crossing distance of each delivery
zone.
● To maximize service level by trying to satisfy
as many service level criteria as possible.
CARTO — Unlock the power of spatial analysis
DHL
DHL’s container sales team use CARTO for
Territory Management, allowing them to:
● Visit more customers per day
● Understand which accounts are most
strategic to nurture and visit
● Spatially analyze data from their CRM
system (SAP)
CARTO — Unlock the power of spatial analysis
Sorigué
Sorigué use CARTO to optimally plan and
manage the routes for the collection and
disposal of urban waste.
Using the locations of the collection points and the
disposal plants, they calculated optimal routes to
minimize fleet and the costs associated with
running this service by:
● Designing balanced collection areas using a
balanced k-means clustering algorithm.
● Applying a multi-objective metaheuristic
algorithm to design the stop-by-stop routes.
CARTO — Unlock the power of spatial analysis
12%
increase in
network
coverage
7%
reduction in
fleet fuel
cost
11%
reduction in
late
deliveries
8% less
failed
deliveries
Some metrics we helped improve
CARTO — Unlock the power of spatial analysis
Demo
CARTO — Unlock the power of spatial analysis
w3w + CARTO
Thanks for listening!
Any questions?
Request a demo at CARTO.COM
Gigi Etienne
Partnerships Manager at what3words // gigi@what3words.com
Alejandra Aranzadi
Data Partnerships Manager at CARTO // aaranzadi@carto.com

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Using Geospatial to Innovate in Last-Mile Logistics

  • 1. Using Geospatial to Innovate in Last-Mile Logistics Follow @CARTO on Twitter
  • 2. CARTO — Unlock the power of spatial analysis Introductions Alejandra Aranzadi Data Partnerships Manager at CARTO Gigi Etienne Partnerships Manager at what3words
  • 3. CARTO — Unlock the power of spatial analysis What’s happening in last-mile? Urbanization 60% people living in cities in 2030 20-35% congestion increase since 2010 Customers 2.1bn people expected to buy goods online by 2021 20% online retail share by 2023 Products 10% p.a. e-grocery growth worldwide 32% furniture sold online by 2023 in the US Delivery 20-40% growth in same day 10% p.a. growth in instant deliver 78% growth through 2030 in urban last-mile deliveries Source: McKinsey
  • 4. CARTO — Unlock the power of spatial analysis POLL 1 Yes! I know my what3words address or have the what3words app on my phone I have heard of it Nope! Do you know what what3words is already?
  • 5. CARTO — Unlock the power of spatial analysis
  • 6. CARTO — Unlock the power of spatial analysis Similar addresses lead to mistakes
  • 7. CARTO — Unlock the power of spatial analysis Addresses aren’t unique
  • 8. CARTO — Unlock the power of spatial analysis
  • 9. CARTO — Unlock the power of spatial analysis Pins don’t take you to the entrance
  • 10. CARTO — Unlock the power of spatial analysis Addresses in foreign languages make navigating the world a huge challenge
  • 11. CARTO — Unlock the power of spatial analysis POLL 1 Yes! I know my what3words address or have the what3words app on my phone I have heard of it Nope! Do you know what what3words is already?
  • 12. CARTO — Unlock the power of spatial analysis Many 240 California Street in California Voice input doesn’t always work 240 California Street Google Maps by voice
  • 13. CARTO — Unlock the power of spatial analysis Inaccurate addresses impact your business
  • 14. CARTO — Unlock the power of spatial analysis GPS coordinates are NOT human friendly 25º 9’ 40.918’’ S 18º59’ 2.824’’ E
  • 15. CARTO — Unlock the power of spatial analysis What3words is the easiest way to talk about location
  • 16. CARTO — Unlock the power of spatial analysis POLL 1 Yes! I know my what3words address or have the what3words app on my phone I have heard of it Nope! Do you know what what3words is already?
  • 17. CARTO — Unlock the power of spatial analysis POLL 1 Yes! I know my what3words address or have the what3words app on my phone I have heard of it Nope! Do you know what what3words is already?
  • 18. CARTO — Unlock the power of spatial analysis POLL 1 Yes! I know my what3words address or have the what3words app on my phone I have heard of it Nope! Do you know what what3words is already?
  • 19. CARTO — Unlock the power of spatial analysis Using what3words for deliveries What3words technology can be used from checkout page to the consumer’s front door A 3 word address refers to a specific 3cm x 3cm square in the world. What3words technology converts any 3 word address to a set of GPS coordinates. These coordinates can be used in any mapping, routing or delivery application.
  • 20. CARTO — Unlock the power of spatial analysis 3 word addresses add value at every stage From the customer placing their order, through to the item arriving at their door, 3 word addresses provide a simpler and more efficient way to pass location data.
  • 21. CARTO — Unlock the power of spatial analysis E-commerce use case Wadi, the leading online grocery delivery service in the Kingdom of Saudi Arabia, has integrated what3words into its delivery process. People can now add a 3 word address to the delivery information on their user profiles and receive their groceries at that precise location.
  • 22. CARTO — Unlock the power of spatial analysis E-commerce use case iStore, the sole distributor of Apple products in South Africa, is now offering delivery to 3 word addresses. On mystore.co.za, customers can now enter the precise 3 word address for their delivery entrance at checkout, whether it’s a front door, side entrance, or any other secure delivery location.
  • 23. CARTO — Unlock the power of spatial analysis Results
  • 24. CARTO — Unlock the power of spatial analysis POLL 1 Yes! I know my what3words address or have the what3words app on my phone I have heard of it Nope! Do you know what what3words is already?
  • 25. CARTO — Unlock the power of spatial analysis POLL 1 Yes! I know my what3words address or have the what3words app on my phone I have heard of it Nope! Do you know what what3words is already?
  • 26. CARTO — Unlock the power of spatial analysis POLL 2 New technologies for delivery (like drones) Optimize routing model/algorithm and reduce delivery time using advanced analytics New pick-up formats (e.g. lockers) What are the innovation priorities in H2 2020 for your logistics firm? Other…
  • 27. CARTO — Unlock the power of spatial analysis On-demand Last-mile ● Allow to order pickup and delivery services of basically anything a. Ride Hailing, Food, Small parcels, Errands ● Delivered in less than one or two hours, (almost) real-time ● Less information, less time Traditional Last-mile ● Accept next-day delivery orders until a certain cut-off time ● Vehicle Routing Problem (VRP) ● Information about orders and driver availability is known beforehand
  • 28. CARTO — Unlock the power of spatial analysis On-demand Last-mile
  • 29. CARTO — Unlock the power of spatial analysis How can Spatial Data Science help?
  • 30. CARTO — Unlock the power of spatial analysis Data Streams for Route Optimization ● Real time traffic: highly granular speed and bottleneck traffic information for nearly every stretch of road. ● Traffic stats: average speed, travel times, number of probes, etc. per street segment during a period of time to be configured. Max area 20k sqkm ● Traffic density and Speed Profiles: typical number of TomTom's devices and average speeds per street segment per week, day and hour built from TomTom historical data. Available for entire countries. ● Origin/destination matrices: Number of flows during a configurable period of time between a set of origins and destinations Road Traffic Data
  • 31. CARTO — Unlock the power of spatial analysis Data Streams for Route Optimization ● Climatology: global climatology data providing weather statistics such as weather means, standard deviations and frequency of occurrence values for any location and any date and/or hour during a calendar year. ● Past weather: past weather data from the year 2000 to present. ● Forecast weather: 10 and 15-day weather forecasts. ● Real time weather API. Weather Data
  • 32. CARTO — Unlock the power of spatial analysis Data Streams for Route Optimization ● Climate and weather risks: general climate statistics and normalized risks: temperature, precipitation, degree days, air quality, weather risk, hurricane risk, tornado risk, damaging wing risk and hail risk. Weather Data
  • 33. CARTO — Unlock the power of spatial analysis Use cases
  • 34. CARTO — Unlock the power of spatial analysis DPD DPD Ireland uses CARTO to optimize their operations by: ● Improving their location data quality with an Address Match Exception App ● Spatially optimizing parcel routing for each depot with an algorithm that takes into account: ○ Vehicle Size ○ Drop off type (B2C vs B2B) ○ Driver shifts ○ Driver experience ○ Speed limits
  • 35. CARTO — Unlock the power of spatial analysis Instacart Instacart uses CARTO to build balanced delivery zones while maintaining high services levels. Using the locations of the retailers they deliver from, a city’s zip codes, and a list of service level criteria, a graph algorithm is applied whose targets are: ● To balance delivery zones making compact and similar size areas by minimizing the maximum crossing distance of each delivery zone. ● To maximize service level by trying to satisfy as many service level criteria as possible.
  • 36. CARTO — Unlock the power of spatial analysis DHL DHL’s container sales team use CARTO for Territory Management, allowing them to: ● Visit more customers per day ● Understand which accounts are most strategic to nurture and visit ● Spatially analyze data from their CRM system (SAP)
  • 37. CARTO — Unlock the power of spatial analysis Sorigué Sorigué use CARTO to optimally plan and manage the routes for the collection and disposal of urban waste. Using the locations of the collection points and the disposal plants, they calculated optimal routes to minimize fleet and the costs associated with running this service by: ● Designing balanced collection areas using a balanced k-means clustering algorithm. ● Applying a multi-objective metaheuristic algorithm to design the stop-by-stop routes.
  • 38. CARTO — Unlock the power of spatial analysis 12% increase in network coverage 7% reduction in fleet fuel cost 11% reduction in late deliveries 8% less failed deliveries Some metrics we helped improve
  • 39. CARTO — Unlock the power of spatial analysis Demo
  • 40. CARTO — Unlock the power of spatial analysis w3w + CARTO
  • 41. Thanks for listening! Any questions? Request a demo at CARTO.COM Gigi Etienne Partnerships Manager at what3words // gigi@what3words.com Alejandra Aranzadi Data Partnerships Manager at CARTO // aaranzadi@carto.com