SlideShare a Scribd company logo
1 of 59
Download to read offline
Some observations
regarding the
digital future
of freight transportation
Per Olof Arnäs, PhD
Chalmers University of Technology
Service Management and Logistics
per-olof.arnas@chalmers.se
about.me/perolofarnas
Slides: slideshare.net/poar
@Dr_PO
OKIMG_5751 by taymtaym on Flickr (CC-BY)
Doing some Sisyphus work by Kalexanderson on Flickr (CC-BY,NC,SA)
5
GLOBAL
TRENDS
Source: PWC (google: pwc megatrends 2014)
Crowd by James Cridland on Flickr (CC-BY)
Megatrend #1
Demographic
and social
change
Source: PWC (google: pwc megatrends 2014)
Four Storms And A Twister by JD Hancock on Flickr (CC-BY)
Megatrend #2
Shift in
economic
power
Source: PWC (google: pwc megatrends 2014)
Boston Downtown at Night by Werner Kunz on Flickr (CC-BY,NC,SA)
Megatrend #3
Rapid
urbanisation
Source: PWC (google: pwc megatrends 2014)
¡Rayos! by José Eugenio Gómez Rodríguez on Flickr (CC-BY,NC,SA)
Megatrend #4
Climate
change and
resource
scarcity
Source: PWC (google: pwc megatrends 2014)
Megatrend #5
Technological
breakthroughsSource: PWC (google: pwc megatrends 2014)
Demographic
and social
change
Shift in
economic
power
Rapid
urbanisation
Technological
breakthroughsClimate
change and
resource
scarcity
5
GLOBAL
TRENDS
Things are happening outside the
freight industry
(and have been for some time)
Things are happening outside the
freight industry
(and have been for some time)
1957
Things are happening outside the
freight industry
(and have been for some time)
Image: Richard Hancock, twitter.com/CanaryWorf
2015
Gartners Hype Cycle for Emerging Technologies
Source: Gartner July 2016
Could affect transportation
and logistics
MobileWorldCongress2016byKārlisDambrānsonFlickr(CC-BY)
Increased use of
digital technology
Digitalization:
Make analogue
information digital
Digitization:
Both are important! (and interesting)
http://www.dhl.com/en/about_us/logistics_insights/dhl_trend_research/trendradar.html
Several of these trends require
digital development
Integration of digital and physical worlds
http://www.sygic.com/gps-navigation/addon/head-up-display
Say hi to the new sensors
http://mobsentech.com
”New” modes of
transport
https://www.youtube.com/watch?v=50sv4M4rgBM
https://www.youtube.com/watch?v=HG76DcXySuw
More automation
The sharing economy hits freight transport
(again and again…)
Servitization
Move up in the
value chain
Upgrade drop points
Consumer services
Expose data
Mall of Scandinavia
http://www.smartcompany.com.au/growth/innovation/41765-online-retailer-offers-
a-courier-that-waits-at-your-door-fashion-advice-not-included.html
https://www.amazon.com/dashbutton
https://www.shyp.com
The Action of New York City by
Trey Ratcliff on Flickr (CC-BY,NC,SA)
Real-time (data driven)
decision making
Data collection
Data processing
Data exploitation
http://mindconnect.se/
http://waze.com
https://mydrive.tomtom.com/
Smart access/guidance control
Smart access/guidance control
Smart access/guidance control
Smart access/guidance control
3 mountaintops to climb…
3 data types
Mountaintop #1
Collection of data in real-time
Fixed Historical Snapshot
Mountaintop #1
Collection of data in real-time
5 data domains
Vehicle CargoDriver Company
Infrastructure/

facility
at least…
Length

Weight

Width

Height
Capacity

+ other PBS-criteria
Emissions

Fuel consumption

Route
Position

Speed

Direction
Weight

Origin

Destination
Accepted ETA
Temperature

+ other state variables
Temperature + other state
variables
Education/training
Speed (ISA)

Rest/break schedule

Traffic behaviour
Belt usage

Alco lock history
Schedule status (time to
next break etc.)
Contracts/
agreements
Previous interactions Backoffice support
Fixed Historical Snapshot
Vehicle
Cargo
Driver
Company
Infrastructure
/facility
Map
+ fixed data layers
Traffic history
Current traffic
Queue
Availability
DATA MATRIX
Mountaintop #2
Processing of data in real-time
Mountaintop #3
Exploiting data in real-time
CASES

(MANY)
CASES

(MANY MORE)
Bitcoin, bitcoin coin, physical bitcoin, bitcoin photo by Antana on Flickr (CC-BY,SA)
Block chain
technology
Records transactions and
data among actors that
do not trust each other
Fully
decentralized
Actors that do not trust each other
= your typical supply chain
http://www.coindesk.com/how-bitcoins-technology-could-make-supply-chains-more-
transparent/
May 31, 2015
http://www.coindesk.com/how-bitcoins-technology-could-make-supply-chains-more-
transparent/
May 31, 2015
https://news.bitcoin.com/future-use-cases-blockchain-technology-parcel-tracking-
regardless-courier/
August 7, 2015
http://www.coindesk.com/how-bitcoins-technology-could-make-supply-chains-more-
transparent/
May 31, 2015
https://news.bitcoin.com/future-use-cases-blockchain-technology-parcel-tracking-
regardless-courier/
August 7, 2015
October 15, 2015
Wave (wavebl.com) Electronic Bill of Lading
Stored in a blockchain
http://www.coindesk.com/how-bitcoins-technology-could-make-supply-chains-more-
transparent/
May 31, 2015
https://news.bitcoin.com/future-use-cases-blockchain-technology-parcel-tracking-
regardless-courier/
August 7, 2015
October 15, 2015
https://news.bitcoin.com/nimber-disrupts-logistics-system-blockchain-matters/
October 31, 2015
October 31, 2015
http://www.coindesk.com/how-bitcoins-technology-could-make-supply-chains-more-
transparent/
May 31, 2015
https://news.bitcoin.com/future-use-cases-blockchain-technology-parcel-tracking-
regardless-courier/
August 7, 2015
October 15, 2015
https://news.bitcoin.com/nimber-disrupts-logistics-system-blockchain-matters/
October 31, 2015
October 31, 2015
http://www.ibtimes.co.uk/shipping-giant-maersk-tests-blockchain-powered-bills-
lading-1585929
October 12, 2016
http://www.coindesk.com/how-bitcoins-technology-could-make-supply-chains-more-
transparent/
May 31, 2015
https://news.bitcoin.com/future-use-cases-blockchain-technology-parcel-tracking-
regardless-courier/
August 7, 2015
October 15, 2015
https://news.bitcoin.com/nimber-disrupts-logistics-system-blockchain-matters/
October 31, 2015
October 31, 2015
http://www.ibtimes.co.uk/shipping-giant-maersk-tests-blockchain-powered-bills-
lading-1585929
October 12, 2016
http://www.coindesk.com/europe-biggest-port-blockchain-logistics/
November 29, 2016
http://www.coindesk.com/how-bitcoins-technology-could-make-supply-chains-more-
transparent/
May 31, 2015
https://news.bitcoin.com/future-use-cases-blockchain-technology-parcel-tracking-
regardless-courier/
August 7, 2015
October 15, 2015
https://news.bitcoin.com/nimber-disrupts-logistics-system-blockchain-matters/
October 31, 2015
October 31, 2015
http://www.ibtimes.co.uk/shipping-giant-maersk-tests-blockchain-powered-bills-
lading-1585929
October 12, 2016
http://www.coindesk.com/europe-biggest-port-blockchain-logistics/
November 29, 2016March 5, 2017
Oct 2015
Oct 2016
Mar 2017
Oct 2013
Apr 2012 Oct 2015
Oct 2016
Mar 2017”Blockchain”
”Blockchain
supply chain”
Just 18 months!
So…
What are we doing
about it then?!
Architecture for EurOpean Logistics Information eXchange
Budget: 16 M€ from the Commission
36 months, Sep 2016 - Aug 2019
This project has received funding from the European Union's Horizon
2020 research and innovation program under grant agreement No 690797
Develop necessary interfaces for an integrated syncromodal freight
transport system.
Deploy C-ITS services for freight and logistics by specifying, using and
fostering interoperable and complementary communications technologies.
Promote the potential of new innovative trends such as big data, Internet of
Things and automation for Freight and Logistics
Develop user awareness and promote the use and benefits of ITS and
their associated monetary benefits (business models) to logistics
stakeholders
1
2
3
4
innovation areasInter-
operability Technical Legal Business Communities
Interfaces with
any logistics
information
systems
Distributed open
system through
configurable
plugin APIs
Data access,
privacy
identification,
authentication
Enable low-
complexity and
low-cost
connectivity
Open to all
stakeholders
across modes,
within and
across related
supply chains
Support
continued
development of
standardized
formats
Demand driven
from users
rather than
supply driven
Secure,
Resilient and
Trusted
environment
procedures
Business
models and
public-privater
governance
Towards a
Single European
Transport Area
Dr Per Olof Arnäs Associate professor
Dan Andersson
Associate professor
Gunnar Stefansson
Professor
Stig Franzén
Professor
MariAnne Karlsson
Per Wide. MSc
Doctoral student
Postdoctoral researcher
under recruitment
Postdoctoral researcher
under recruitment
Service Management and Logistics Design & Human Factors
The team at Chalmers
Linda de Vries. Lic Eng
Doctoral student
Engagement
1. Co-creation
2. Active user involvement
3. Real-life setting
4. Multi-stakeholder participation
5. Multi-method approach
Living labs
http://openlivinglabs.eu
•Thessaloniki-Balkans	 &	central	Europe	via	rail/road	
•Gothenburg-Hamburg,	Bratislava	load	control	
centre,		Trieste	to	three	TEN-T	corridors	
(Scandinavian-Mediterranean,	Mediterranean,	
Baltic-Adriatic)	
•Urban	Bordeaux	&	Atlantic	Corridor	
•UK	- Continental	EU	- China	logistics	
•Bucharest-Vienna:	Inland	waterway
Multi/syncromodalTransport	
•Sea	ports:		Hamburg,	Gothenburg,	Bordeaux,	Trieste
•Railway	hubs:		Hamburg	,Trieste	Northamptonshire
•Inland	waterway	(barge)	terminals:	
Bucharest	Vienna	
•Cities:	Bordeaux,		Gothenburg
•Virtual	freight	centres:	Thessaloniki	 Industrial	Area	
Intelligent	Hubs
•The	whole	logistics	network,	incl.	ports,	inland	
transport	(road,	train,	barge)	in	The	Netherlands,	
Germany	and	Spain
•All	sites	that	will	cover	multi/	synchromodal
transport	
Network	Optimisation
Consortium
Standardisation Bodies: CEN, ETSI, GS1
Networks : ITS Germany, TTS Italy, ITS UK, ITS HELLAS, ITS Germany, ITS
Sweden, CLECAT, Wolfsburg, Cluster Canario (CCTL), TLF, Logistik- och
transportstiftelsen LTS
Users: a-PAK, Road Cargo Sweden, Tjörns Bilservice AB, Greenery Zuid
Europa, Gecoinsa, Movelco Mobility, LTS, CABLERIAS Group, ECUS
Technological companies: XEROX, Go Swift, R-IPS, Portbase, Consenso,
Kaleido Ideas & Logistics, Little Electric Car España, Exla Plásticos, Mymo
Addons, Cargospace 24
Public Authorities: US/DOT, French Ministry of Transport, German Ministry of
Transport, Italian Ministry of Transport, Romanian Border Police, Romanian
Naval Authority (RNA), Business Region Göteborg, Hessen Traffic
Management, City of Hamburg, Port of Gothenburg, Port of Vienna, Swedish
Maritime Administration, Trieste Marine Terminal, Transporte Augusto,
Swedish Customs, Swedish Transport Administration, VINNOVA
Research Centres and test facilities: Transport planning and research
Institute (MOT) China, VIGOTEC
Associatedpartners *Swedish
DREAMIT	
Digital		REal-time		Access	Management		in		Intermodal	Transportation
Collection	
and	
processing	
of	data…
…in	real-time	
to	enable	
better	decision	
making	and	
thereby	a	
more	
sustainable	
transportation	
system
Management	of	the	process	
where	actors	are	given	
access	to	resources	to	
perform	activities	
Example:	Collect	a	container	
in	port.	It	will	be	made	
available	at	the	right	time,	to	
the	right	haulier,	in	the	right	
condition	etc.
Intermodal	transportation	systems	are	
particularly	exposed	to	the	effekts	of	
poorly	coordinated	actors,	resources	
and	activities	in	links	and	nodes.	
A	cost	intensive	business	as	this,	with	
low	operating	margins	and	large	
investment	levels,	need	to	-	to	be	able	
to	compete	long-term	-	exploit	modern	
technology	as	much	as	possible	.
DREAMIT	
Digital		REal-time		Access	Management		in		Intermodal	Transportation
Dr Per Olof Arnäs Associate professor
Gunnar Stefansson
MSc Stefan Jacobsson
Doctoral student
Funded	by	VINNOVA	2017-2020
Partners	DREAMIT
Tjörns bilservice
The future of freight
transportation is digital
Are we?
Some observations
regarding the
digital future
of freight transportation
Per Olof Arnäs, PhD
Chalmers University of Technology
Service Management and Logistics
per-olof.arnas@chalmers.se
about.me/perolofarnas
Slides: slideshare.net/poar
@Dr_PO
OKIMG_5751 by taymtaym on Flickr (CC-BY)
Logistikpodden.se
Eldsjälar
Experter
(Föreslå gärna…)

More Related Content

What's hot

ITS and freight transport - an urban perspective
ITS and freight transport - an urban perspectiveITS and freight transport - an urban perspective
ITS and freight transport - an urban perspectivePer Olof Arnäs
 
Course transformations: From flop to flipped
Course transformations: From flop to flippedCourse transformations: From flop to flipped
Course transformations: From flop to flippedPer Olof Arnäs
 
Intelligent transport systems from a freight company perspective
Intelligent transport systems from a freight company perspectiveIntelligent transport systems from a freight company perspective
Intelligent transport systems from a freight company perspectivePer Olof Arnäs
 
Big data – the meeting of the analogue and digital worlds
Big data – the meeting of the analogue and digital worldsBig data – the meeting of the analogue and digital worlds
Big data – the meeting of the analogue and digital worldsPer Olof Arnäs
 
Meeting the future - Unsolved problems in freight transport from an e-commerc...
Meeting the future - Unsolved problems in freight transport from an e-commerc...Meeting the future - Unsolved problems in freight transport from an e-commerc...
Meeting the future - Unsolved problems in freight transport from an e-commerc...Per Olof Arnäs
 
Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Per Olof Arnäs
 
Logistics, geocoding and new (possible) services
Logistics, geocoding and new (possible) services Logistics, geocoding and new (possible) services
Logistics, geocoding and new (possible) services Per Olof Arnäs
 
The End of Transport Behaviour Modelling
The End of Transport Behaviour ModellingThe End of Transport Behaviour Modelling
The End of Transport Behaviour ModellingAndrew Nash
 
Smallworld and Google: the best of both worlds
Smallworld and Google: the best of both worldsSmallworld and Google: the best of both worlds
Smallworld and Google: the best of both worldsPeter Batty
 
Connected Platforms at Defrag 2008
Connected Platforms at Defrag 2008Connected Platforms at Defrag 2008
Connected Platforms at Defrag 2008Ian Davis
 
InfoVis1415: slides sessie 1, 10 Feb 2015
InfoVis1415: slides sessie 1, 10 Feb 2015InfoVis1415: slides sessie 1, 10 Feb 2015
InfoVis1415: slides sessie 1, 10 Feb 2015Erik Duval
 
The importance of Open Data in Higher Education
The importance of Open Data in Higher EducationThe importance of Open Data in Higher Education
The importance of Open Data in Higher EducationTom Williams
 
Information sharing in transportation systems - more than digital pieces of p...
Information sharing in transportation systems - more than digital pieces of p...Information sharing in transportation systems - more than digital pieces of p...
Information sharing in transportation systems - more than digital pieces of p...Per Olof Arnäs
 
Berlin Hackaton MaaS Business Models by Comtrade Digital Services
Berlin Hackaton MaaS Business Models by Comtrade Digital ServicesBerlin Hackaton MaaS Business Models by Comtrade Digital Services
Berlin Hackaton MaaS Business Models by Comtrade Digital ServicesJosep Laborda
 
(New) Business models shaping future mobility
(New) Business models shaping future mobility(New) Business models shaping future mobility
(New) Business models shaping future mobilityJosep Laborda
 
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v220151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2Josep Laborda
 
MaaS and future research needs: a further perspective
MaaS and future research needs: a further perspectiveMaaS and future research needs: a further perspective
MaaS and future research needs: a further perspectiveJosep Laborda
 

What's hot (20)

ITS and freight transport - an urban perspective
ITS and freight transport - an urban perspectiveITS and freight transport - an urban perspective
ITS and freight transport - an urban perspective
 
Course transformations: From flop to flipped
Course transformations: From flop to flippedCourse transformations: From flop to flipped
Course transformations: From flop to flipped
 
Intelligent transport systems from a freight company perspective
Intelligent transport systems from a freight company perspectiveIntelligent transport systems from a freight company perspective
Intelligent transport systems from a freight company perspective
 
Big data – the meeting of the analogue and digital worlds
Big data – the meeting of the analogue and digital worldsBig data – the meeting of the analogue and digital worlds
Big data – the meeting of the analogue and digital worlds
 
Meeting the future - Unsolved problems in freight transport from an e-commerc...
Meeting the future - Unsolved problems in freight transport from an e-commerc...Meeting the future - Unsolved problems in freight transport from an e-commerc...
Meeting the future - Unsolved problems in freight transport from an e-commerc...
 
Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...
 
Logistics, geocoding and new (possible) services
Logistics, geocoding and new (possible) services Logistics, geocoding and new (possible) services
Logistics, geocoding and new (possible) services
 
The End of Transport Behaviour Modelling
The End of Transport Behaviour ModellingThe End of Transport Behaviour Modelling
The End of Transport Behaviour Modelling
 
Smallworld and Google: the best of both worlds
Smallworld and Google: the best of both worldsSmallworld and Google: the best of both worlds
Smallworld and Google: the best of both worlds
 
Connected Platforms at Defrag 2008
Connected Platforms at Defrag 2008Connected Platforms at Defrag 2008
Connected Platforms at Defrag 2008
 
Visual storytelling
Visual storytellingVisual storytelling
Visual storytelling
 
Mta hybrid slideshare
Mta hybrid slideshareMta hybrid slideshare
Mta hybrid slideshare
 
INCA Connected Property - Alan Mayo - Digital Greenwich
INCA Connected Property - Alan Mayo - Digital GreenwichINCA Connected Property - Alan Mayo - Digital Greenwich
INCA Connected Property - Alan Mayo - Digital Greenwich
 
InfoVis1415: slides sessie 1, 10 Feb 2015
InfoVis1415: slides sessie 1, 10 Feb 2015InfoVis1415: slides sessie 1, 10 Feb 2015
InfoVis1415: slides sessie 1, 10 Feb 2015
 
The importance of Open Data in Higher Education
The importance of Open Data in Higher EducationThe importance of Open Data in Higher Education
The importance of Open Data in Higher Education
 
Information sharing in transportation systems - more than digital pieces of p...
Information sharing in transportation systems - more than digital pieces of p...Information sharing in transportation systems - more than digital pieces of p...
Information sharing in transportation systems - more than digital pieces of p...
 
Berlin Hackaton MaaS Business Models by Comtrade Digital Services
Berlin Hackaton MaaS Business Models by Comtrade Digital ServicesBerlin Hackaton MaaS Business Models by Comtrade Digital Services
Berlin Hackaton MaaS Business Models by Comtrade Digital Services
 
(New) Business models shaping future mobility
(New) Business models shaping future mobility(New) Business models shaping future mobility
(New) Business models shaping future mobility
 
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v220151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
 
MaaS and future research needs: a further perspective
MaaS and future research needs: a further perspectiveMaaS and future research needs: a further perspective
MaaS and future research needs: a further perspective
 

Viewers also liked

掲載されやすいプレスリリースの作り方
掲載されやすいプレスリリースの作り方掲載されやすいプレスリリースの作り方
掲載されやすいプレスリリースの作り方Yu Matsui
 
Sosiaalisen median perusteita ja ajankohtaiskatsaus
 Sosiaalisen median perusteita ja ajankohtaiskatsaus Sosiaalisen median perusteita ja ajankohtaiskatsaus
Sosiaalisen median perusteita ja ajankohtaiskatsausHarto Pönkä
 
The Be-All, End-All List of Small Business Tax Deductions
The Be-All, End-All List of Small Business Tax DeductionsThe Be-All, End-All List of Small Business Tax Deductions
The Be-All, End-All List of Small Business Tax DeductionsWagepoint
 
10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
 10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot 10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
10 Things You Didn’t Know About Mobile Email from Litmus & HubSpotHubSpot
 
How to Earn the Attention of Today's Buyer
How to Earn the Attention of Today's BuyerHow to Earn the Attention of Today's Buyer
How to Earn the Attention of Today's BuyerHubSpot
 
25 Discovery Call Questions
25 Discovery Call Questions25 Discovery Call Questions
25 Discovery Call QuestionsHubSpot
 
What is Inbound Recruiting?
What is Inbound Recruiting?What is Inbound Recruiting?
What is Inbound Recruiting?HubSpot
 
Add the Women Back: Wikipedia Edit-a-Thon
Add the Women Back: Wikipedia Edit-a-ThonAdd the Women Back: Wikipedia Edit-a-Thon
Add the Women Back: Wikipedia Edit-a-ThonHubSpot
 
Meghraj - Government of India Cloud
Meghraj - Government of India Cloud Meghraj - Government of India Cloud
Meghraj - Government of India Cloud Ravindra Dastikop
 
Learning content for mobile devices (LIST) OpenEdWeek2017
Learning content for mobile devices (LIST) OpenEdWeek2017Learning content for mobile devices (LIST) OpenEdWeek2017
Learning content for mobile devices (LIST) OpenEdWeek2017Ebba Ossiannilsson
 
What are the features of DigiLocker?
What are the features of DigiLocker?What are the features of DigiLocker?
What are the features of DigiLocker?Ravindra Dastikop
 
Резюме проекту "Стратегії енергетичної дипломатії"
Резюме проекту "Стратегії енергетичної дипломатії" Резюме проекту "Стратегії енергетичної дипломатії"
Резюме проекту "Стратегії енергетичної дипломатії" Mykhailo Bno-Airiian
 
Dark clouds over Clayton Valley and green lights for Belmont‘s Kibby Basin Pr...
Dark clouds over Clayton Valley and green lights for Belmont‘s Kibby Basin Pr...Dark clouds over Clayton Valley and green lights for Belmont‘s Kibby Basin Pr...
Dark clouds over Clayton Valley and green lights for Belmont‘s Kibby Basin Pr...Follow me on Twitter @Stockshaman
 

Viewers also liked (14)

掲載されやすいプレスリリースの作り方
掲載されやすいプレスリリースの作り方掲載されやすいプレスリリースの作り方
掲載されやすいプレスリリースの作り方
 
Sosiaalisen median perusteita ja ajankohtaiskatsaus
 Sosiaalisen median perusteita ja ajankohtaiskatsaus Sosiaalisen median perusteita ja ajankohtaiskatsaus
Sosiaalisen median perusteita ja ajankohtaiskatsaus
 
The Be-All, End-All List of Small Business Tax Deductions
The Be-All, End-All List of Small Business Tax DeductionsThe Be-All, End-All List of Small Business Tax Deductions
The Be-All, End-All List of Small Business Tax Deductions
 
10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
 10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot 10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
 
How to Earn the Attention of Today's Buyer
How to Earn the Attention of Today's BuyerHow to Earn the Attention of Today's Buyer
How to Earn the Attention of Today's Buyer
 
25 Discovery Call Questions
25 Discovery Call Questions25 Discovery Call Questions
25 Discovery Call Questions
 
What is Inbound Recruiting?
What is Inbound Recruiting?What is Inbound Recruiting?
What is Inbound Recruiting?
 
Add the Women Back: Wikipedia Edit-a-Thon
Add the Women Back: Wikipedia Edit-a-ThonAdd the Women Back: Wikipedia Edit-a-Thon
Add the Women Back: Wikipedia Edit-a-Thon
 
What is DigiLocker?
What is DigiLocker?What is DigiLocker?
What is DigiLocker?
 
Meghraj - Government of India Cloud
Meghraj - Government of India Cloud Meghraj - Government of India Cloud
Meghraj - Government of India Cloud
 
Learning content for mobile devices (LIST) OpenEdWeek2017
Learning content for mobile devices (LIST) OpenEdWeek2017Learning content for mobile devices (LIST) OpenEdWeek2017
Learning content for mobile devices (LIST) OpenEdWeek2017
 
What are the features of DigiLocker?
What are the features of DigiLocker?What are the features of DigiLocker?
What are the features of DigiLocker?
 
Резюме проекту "Стратегії енергетичної дипломатії"
Резюме проекту "Стратегії енергетичної дипломатії" Резюме проекту "Стратегії енергетичної дипломатії"
Резюме проекту "Стратегії енергетичної дипломатії"
 
Dark clouds over Clayton Valley and green lights for Belmont‘s Kibby Basin Pr...
Dark clouds over Clayton Valley and green lights for Belmont‘s Kibby Basin Pr...Dark clouds over Clayton Valley and green lights for Belmont‘s Kibby Basin Pr...
Dark clouds over Clayton Valley and green lights for Belmont‘s Kibby Basin Pr...
 

Similar to Some observations regarding the digital future of transportation

Big data in freight transport
Big data in freight transportBig data in freight transport
Big data in freight transportPer Olof Arnäs
 
2013 RMIT Guest Lecture in Integrated Transport Accessibility: GIS Tools for ...
2013 RMIT Guest Lecture in Integrated Transport Accessibility: GIS Tools for ...2013 RMIT Guest Lecture in Integrated Transport Accessibility: GIS Tools for ...
2013 RMIT Guest Lecture in Integrated Transport Accessibility: GIS Tools for ...Patrick Sunter
 
Seig seminar 2014 - A Smarter Way to Lower Emissions - Peter Cullen
Seig seminar 2014 - A Smarter Way to Lower Emissions - Peter Cullen Seig seminar 2014 - A Smarter Way to Lower Emissions - Peter Cullen
Seig seminar 2014 - A Smarter Way to Lower Emissions - Peter Cullen STEP_scotland
 
Introduction to the connected vehicle imsa 2015 annual conference
Introduction to the connected vehicle   imsa 2015 annual conferenceIntroduction to the connected vehicle   imsa 2015 annual conference
Introduction to the connected vehicle imsa 2015 annual conferenceJim Frazer
 
Why Open-source Software?
Why Open-source Software?Why Open-source Software?
Why Open-source Software?Sean Barbeau
 
GTFS Maintenance & More
GTFS Maintenance & MoreGTFS Maintenance & More
GTFS Maintenance & MoreSean Barbeau
 
GTFS Maintenance & More
GTFS Maintenance & MoreGTFS Maintenance & More
GTFS Maintenance & MoreAaron Antrim
 
Real-time (Big) Data in Freight Transport - Meeting the global trends
Real-time (Big) Data in Freight Transport - Meeting the global trendsReal-time (Big) Data in Freight Transport - Meeting the global trends
Real-time (Big) Data in Freight Transport - Meeting the global trendsPer Olof Arnäs
 
New horizons in transportation: mobility, innovation, economic development an...
New horizons in transportation: mobility, innovation, economic development an...New horizons in transportation: mobility, innovation, economic development an...
New horizons in transportation: mobility, innovation, economic development an...McKinsey & Company
 
Hyperconnected Travel and Transport in Action
Hyperconnected Travel and Transport in ActionHyperconnected Travel and Transport in Action
Hyperconnected Travel and Transport in ActionBoston Consulting Group
 
TH - Pulling_Pickeral_ 1-15
TH - Pulling_Pickeral_ 1-15TH - Pulling_Pickeral_ 1-15
TH - Pulling_Pickeral_ 1-15David Pickeral
 
Tech Jam 2015: Connected Intelligent Transportation System “Complete View”
Tech Jam 2015: Connected Intelligent Transportation System “Complete View”Tech Jam 2015: Connected Intelligent Transportation System “Complete View”
Tech Jam 2015: Connected Intelligent Transportation System “Complete View”US-Ignite
 
Research summary on ITS in Europe
Research summary on ITS in Europe Research summary on ITS in Europe
Research summary on ITS in Europe Mital Damani
 
Realtime Big Data Analytics for Event Detection in Highways
Realtime Big Data Analytics for Event Detection in HighwaysRealtime Big Data Analytics for Event Detection in Highways
Realtime Big Data Analytics for Event Detection in HighwaysYork University
 
Open Data policy implementations: Creating economic value
Open Data policy implementations: Creating economic valueOpen Data policy implementations: Creating economic value
Open Data policy implementations: Creating economic valueAngeles Navarro Rueda
 
2015 Keynote Speech at the CGSIC Annual Meeting
2015 Keynote Speech at the CGSIC Annual Meeting2015 Keynote Speech at the CGSIC Annual Meeting
2015 Keynote Speech at the CGSIC Annual MeetingJason Melvin
 
Weather & the connected vehicle 092811
Weather & the connected vehicle 092811Weather & the connected vehicle 092811
Weather & the connected vehicle 092811raymurphy9533
 
Big data and public transport
Big data and public transportBig data and public transport
Big data and public transportTristan Wiggill
 

Similar to Some observations regarding the digital future of transportation (20)

Big data in freight transport
Big data in freight transportBig data in freight transport
Big data in freight transport
 
2013 RMIT Guest Lecture in Integrated Transport Accessibility: GIS Tools for ...
2013 RMIT Guest Lecture in Integrated Transport Accessibility: GIS Tools for ...2013 RMIT Guest Lecture in Integrated Transport Accessibility: GIS Tools for ...
2013 RMIT Guest Lecture in Integrated Transport Accessibility: GIS Tools for ...
 
Seig seminar 2014 - A Smarter Way to Lower Emissions - Peter Cullen
Seig seminar 2014 - A Smarter Way to Lower Emissions - Peter Cullen Seig seminar 2014 - A Smarter Way to Lower Emissions - Peter Cullen
Seig seminar 2014 - A Smarter Way to Lower Emissions - Peter Cullen
 
Introduction to the connected vehicle imsa 2015 annual conference
Introduction to the connected vehicle   imsa 2015 annual conferenceIntroduction to the connected vehicle   imsa 2015 annual conference
Introduction to the connected vehicle imsa 2015 annual conference
 
Why Open-source Software?
Why Open-source Software?Why Open-source Software?
Why Open-source Software?
 
GTFS Maintenance & More
GTFS Maintenance & MoreGTFS Maintenance & More
GTFS Maintenance & More
 
GTFS Maintenance & More
GTFS Maintenance & MoreGTFS Maintenance & More
GTFS Maintenance & More
 
Real-time (Big) Data in Freight Transport - Meeting the global trends
Real-time (Big) Data in Freight Transport - Meeting the global trendsReal-time (Big) Data in Freight Transport - Meeting the global trends
Real-time (Big) Data in Freight Transport - Meeting the global trends
 
Can we make traffic jams obsolete?
Can we make traffic jams obsolete?Can we make traffic jams obsolete?
Can we make traffic jams obsolete?
 
New horizons in transportation: mobility, innovation, economic development an...
New horizons in transportation: mobility, innovation, economic development an...New horizons in transportation: mobility, innovation, economic development an...
New horizons in transportation: mobility, innovation, economic development an...
 
Hyperconnected Travel and Transport in Action
Hyperconnected Travel and Transport in ActionHyperconnected Travel and Transport in Action
Hyperconnected Travel and Transport in Action
 
TH - Pulling_Pickeral_ 1-15
TH - Pulling_Pickeral_ 1-15TH - Pulling_Pickeral_ 1-15
TH - Pulling_Pickeral_ 1-15
 
Tech Jam 2015: Connected Intelligent Transportation System “Complete View”
Tech Jam 2015: Connected Intelligent Transportation System “Complete View”Tech Jam 2015: Connected Intelligent Transportation System “Complete View”
Tech Jam 2015: Connected Intelligent Transportation System “Complete View”
 
Research summary on ITS in Europe
Research summary on ITS in Europe Research summary on ITS in Europe
Research summary on ITS in Europe
 
Realtime Big Data Analytics for Event Detection in Highways
Realtime Big Data Analytics for Event Detection in HighwaysRealtime Big Data Analytics for Event Detection in Highways
Realtime Big Data Analytics for Event Detection in Highways
 
Open Data policy implementations: Creating economic value
Open Data policy implementations: Creating economic valueOpen Data policy implementations: Creating economic value
Open Data policy implementations: Creating economic value
 
GDRR Opening Workshop - Transportation System Reliability: Challenges and Opp...
GDRR Opening Workshop - Transportation System Reliability: Challenges and Opp...GDRR Opening Workshop - Transportation System Reliability: Challenges and Opp...
GDRR Opening Workshop - Transportation System Reliability: Challenges and Opp...
 
2015 Keynote Speech at the CGSIC Annual Meeting
2015 Keynote Speech at the CGSIC Annual Meeting2015 Keynote Speech at the CGSIC Annual Meeting
2015 Keynote Speech at the CGSIC Annual Meeting
 
Weather & the connected vehicle 092811
Weather & the connected vehicle 092811Weather & the connected vehicle 092811
Weather & the connected vehicle 092811
 
Big data and public transport
Big data and public transportBig data and public transport
Big data and public transport
 

More from Per Olof Arnäs

How to stay relevant as a university when society demands efficiency - Is the...
How to stay relevant as a university when society demands efficiency - Is the...How to stay relevant as a university when society demands efficiency - Is the...
How to stay relevant as a university when society demands efficiency - Is the...Per Olof Arnäs
 
How to stay relevant as a university - is the road to insignificance paved wi...
How to stay relevant as a university - is the road to insignificance paved wi...How to stay relevant as a university - is the road to insignificance paved wi...
How to stay relevant as a university - is the road to insignificance paved wi...Per Olof Arnäs
 
191206 Some experiences from evaluating digital examination systems
191206  Some experiences from evaluating digital examination systems191206  Some experiences from evaluating digital examination systems
191206 Some experiences from evaluating digital examination systemsPer Olof Arnäs
 
Some experiences from evaluating and stress testing digital examination systems
Some experiences from evaluating and stress testing digital examination systemsSome experiences from evaluating and stress testing digital examination systems
Some experiences from evaluating and stress testing digital examination systemsPer Olof Arnäs
 
Science communication in practice
Science communication in practiceScience communication in practice
Science communication in practicePer Olof Arnäs
 
Att jämföra äpplen, päron och tomater
Att jämföra äpplen, päron och tomaterAtt jämföra äpplen, päron och tomater
Att jämföra äpplen, päron och tomaterPer Olof Arnäs
 
From flop to flipped - A course transformation
From flop to flipped - A course transformationFrom flop to flipped - A course transformation
From flop to flipped - A course transformationPer Olof Arnäs
 
Green initiatives in transportation - Some Swedish examples
Green initiatives in transportation - Some Swedish examplesGreen initiatives in transportation - Some Swedish examples
Green initiatives in transportation - Some Swedish examplesPer Olof Arnäs
 
Practical communication in an academic environment - Flipped classrooms and b...
Practical communication in an academic environment - Flipped classrooms and b...Practical communication in an academic environment - Flipped classrooms and b...
Practical communication in an academic environment - Flipped classrooms and b...Per Olof Arnäs
 
Universeum Framtida transporter 20140929
Universeum Framtida transporter 20140929Universeum Framtida transporter 20140929
Universeum Framtida transporter 20140929Per Olof Arnäs
 
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...Per Olof Arnäs
 
Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Per Olof Arnäs
 
Skrivstuga.se - Writing for the web (workshop)
Skrivstuga.se  - Writing for the web (workshop)Skrivstuga.se  - Writing for the web (workshop)
Skrivstuga.se - Writing for the web (workshop)Per Olof Arnäs
 

More from Per Olof Arnäs (14)

How to stay relevant as a university when society demands efficiency - Is the...
How to stay relevant as a university when society demands efficiency - Is the...How to stay relevant as a university when society demands efficiency - Is the...
How to stay relevant as a university when society demands efficiency - Is the...
 
How to stay relevant as a university - is the road to insignificance paved wi...
How to stay relevant as a university - is the road to insignificance paved wi...How to stay relevant as a university - is the road to insignificance paved wi...
How to stay relevant as a university - is the road to insignificance paved wi...
 
191206 Some experiences from evaluating digital examination systems
191206  Some experiences from evaluating digital examination systems191206  Some experiences from evaluating digital examination systems
191206 Some experiences from evaluating digital examination systems
 
Some experiences from evaluating and stress testing digital examination systems
Some experiences from evaluating and stress testing digital examination systemsSome experiences from evaluating and stress testing digital examination systems
Some experiences from evaluating and stress testing digital examination systems
 
Science communication in practice
Science communication in practiceScience communication in practice
Science communication in practice
 
Att jämföra äpplen, päron och tomater
Att jämföra äpplen, päron och tomaterAtt jämföra äpplen, päron och tomater
Att jämföra äpplen, päron och tomater
 
Big data @ #Webcoast
Big data @ #WebcoastBig data @ #Webcoast
Big data @ #Webcoast
 
From flop to flipped - A course transformation
From flop to flipped - A course transformationFrom flop to flipped - A course transformation
From flop to flipped - A course transformation
 
Green initiatives in transportation - Some Swedish examples
Green initiatives in transportation - Some Swedish examplesGreen initiatives in transportation - Some Swedish examples
Green initiatives in transportation - Some Swedish examples
 
Practical communication in an academic environment - Flipped classrooms and b...
Practical communication in an academic environment - Flipped classrooms and b...Practical communication in an academic environment - Flipped classrooms and b...
Practical communication in an academic environment - Flipped classrooms and b...
 
Universeum Framtida transporter 20140929
Universeum Framtida transporter 20140929Universeum Framtida transporter 20140929
Universeum Framtida transporter 20140929
 
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
 
Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...
 
Skrivstuga.se - Writing for the web (workshop)
Skrivstuga.se  - Writing for the web (workshop)Skrivstuga.se  - Writing for the web (workshop)
Skrivstuga.se - Writing for the web (workshop)
 

Recently uploaded

Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy Verified Accounts
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation SlidesKeppelCorporation
 
Case study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailCase study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailAriel592675
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...lizamodels9
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfRbc Rbcua
 
Call Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any TimeCall Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any Timedelhimodelshub1
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfJos Voskuil
 
The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024christinemoorman
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...ictsugar
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis UsageNeil Kimberley
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...lizamodels9
 
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,noida100girls
 
MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?Olivia Kresic
 
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCRashishs7044
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMintel Group
 
Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...Seta Wicaksana
 
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCRashishs7044
 
Marketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent ChirchirMarketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent Chirchirictsugar
 
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort ServiceCall US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort Servicecallgirls2057
 

Recently uploaded (20)

Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail Accounts
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
 
Case study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailCase study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detail
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdf
 
Call Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any TimeCall Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any Time
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdf
 
The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
 
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
 
MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?
 
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 Edition
 
Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...
 
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
 
Japan IT Week 2024 Brochure by 47Billion (English)
Japan IT Week 2024 Brochure by 47Billion (English)Japan IT Week 2024 Brochure by 47Billion (English)
Japan IT Week 2024 Brochure by 47Billion (English)
 
Marketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent ChirchirMarketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent Chirchir
 
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort ServiceCall US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
 

Some observations regarding the digital future of transportation