SlideShare une entreprise Scribd logo
1  sur  76
Télécharger pour lire hors ligne
The	Future	of	Automo-ve	Data		
An	Updated	Perspec.ve	for	Final	Feedback			
25	July	2016 	 		 The	world’s	leading	open	foresight	program
Context	-	The	Connected	Vehicle	
In	June	2015	we	ran	a	dedicated	workshop	in	Munich	on	the	future	of	the	
connected	vehicle,	the	output	of	which	can	be	found	on	our	slideshare	and	
Flickr	site.	This	new	document	builds	on	the	previous	discussions.
Context	–	Automo-ve	Data	
With	the	connected	car	vision	growing	in	impact	and	reach,	many	are	
highligh.ng	what	new	data	sources	may	be	available	in	the	future	and	how	
these	may	provide	benefit	to	drivers,	manufacturers	and	support	services.
The	Ini-al	View	
An	ini.al	view	has	been	shared	that	brought	together	different	perspec.ves		
on	the	poten.al	future	of	automo.ve	data,	the	varied	sources	poten.al	shiLs	
within	the	sector	as	well	as	adjacent	trends	on	data	and	connec.vity.	
Data	
Sources	
Sector	
ShiLs	
Adjacent	
Trends
Feedback	and	Addi-ons	
Over	the	past	couple	of	months	we	gained	feedback	and	opinion		
from	around	the	world	on	which	of	these	shiLs	are	most	likely	to	occur,	
	where	greatest	value	lies	and	what	may	be	missing	from	this	view.
Poten-al	Sources	of	Informa-on
Vehicle	Data	
There	is	a	vast	array	of	informa.on	becoming	available	from	vehicles	
themselves.	With	the	inclusion	of	mul.ple	sensors	and	onboard	control	units,	
the	ability	to	have	near	total	vehicle	real-.me	analysis	is	becoming	a	reality.	
Tyre	Pressure	
Vehicle	Weight	
Brake	Pads	
Tyre	Wear	
Steering	
Airbags	
Driver	Assistance	
Lights	
Emissions	
Suspension	
Tilt	Angle	
Key	Access
Engine	Bay	Data	
Within	the	engine	bay,	integrated	sensors	are	enabling	car		
manufacturers,	dealers,	workshops	and	drivers	to	have	far	greater		
insight	on	engine	condi.on,	performance	and	need	for	aWen.on.	
Oil	Level	
Oil	Quality	
Engine	Wear	
Fuel	Quality	
BaWery	Life	
Temperature
Environmental	Data	
As	a	vehicle	moves	down	the	road,	there	is	also	a	host	of	ambient		
informa.on	that	can	be	collected	and	shared	about	the	environment		
within	which	the	vehicle	is	passing	and	interac.ng.	
Lane	
Air	Quality	
End	Des.na.on	
Route	
Road	Condi.on	
Weather	
Speed	
Loca.on	
Pedestrians	
UV	Levels	
Road	Type
Driver	Data	
Within	the	car,	sensors	can	increasingly	track	mul.ple	sources	of		
informa.on	about	the	driver,	his	/	her	alertness	and	driving	behaviour		
as	well	as	connec.vity	and	media	consump.on.	
Iden.ty	
Fa.gue	
Media	Use	
Driving	Time	#	Passengers	
Behaviour	
Safety	
Level	of	Autonomy	
Mobile	Network
Value	and	Access	
ALer	discussing	the	future	poten.al	with	a	wide	range	of	organisa.ons	from	
within	and	outside	the	automo.ve	sector,	we	have	now	grouped	around	50	
opportuni.es	into	clusters	by	value	and	level	of	access	for	wider	sharing.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE	
15	 24	
18	
12	
11	
13	
14	
16	 17	
19	
20	
21	 22	
23	25	
26	 27	
28	
29	
10	
31	
30	
1	 2	
3	 4	 5	
6	 7	
8	9	
32	
33	
34	
35	
36	
37	
38	
39	
40	
41	
42	
43	 44	
45	
46	
47	48	
49	
50	
51	
52	
53
Proprietary	Data	–	High	Value	
There	are	a	few	areas	where	organisa.ons	believe	that	they	can	create	
significant	value	for	themselves	by	having	beWer	customer	informa.on	or	
providing	dedicated	product	support	and	personalised	services.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE
Access	to	Mobility	
Vehicle	manufacturers	shiL	from	selling	products	to	focusing	on	fleet,		
asset	and	lifecycle	management	within	a	wider	ecosystem	–	with	value	
produced	from	services	across	the	lifecycle	of	the	customer	rela.onship.
Tyre	Wear	Monitoring	
Tyre	wear	is	deduced	via	accelera.on	and	braking	styles,	road	surface,		
tyre	pressure	and	temperature.	Tyres	are	self	tracking	as	workshops		
automa.cally	match	and	balance	tyres	to	vehicles	and	driver	behaviour.
Brake	Pad	Wear	Tracking	
Brake	pad	wear	is	deduced	via	accelera.on,	braking	styles	and	usage		
profiles.	Workshops	and	parts	suppliers	proac.vely	target	likely		
replacements	and	vehicles	are	maintained	at	a	safer	opera.on	level.
Forensic	Accident	Data	
In	the	event	of	a	collision,	the	black	box	records	key	data	such	as	impact	speed,	
direc.on,	secondary	impacts	and	brake	ac.va.on.	It	provides	proof	for	insurers	
of	what	happened	just	before	and	during	an	accident	and	prevents	fraud.
Enhanced	Entertainment	
Personalised	content	from	tailored	media	plagorms,	enhanced	digital		
storage,	high	bandwidth	and	the	ability	to	access	mul.ple	media	libraries	
provide	a	full	digital	experience	in	the	vehicle	-	as	good	as	in	the	home.
Proprietary	Data	–	Medium	Value		
Equally	there	are	a	couple	of	opportuni.es	for	some	organisa.ons		
to	provide	incremental,	and	most	likley	short	term,	value	by		
avoiding	problems	and	offering	targeted	retail	promo.ons.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE
BaJery	Drain	
Tracking	baWery	drain	when	the	engine	is	off	predicts	probable	dead	baWeries.		
As	this	is	the	most	common	reason	for	roadside	call-outs	for	commercial	
vehicles,	reducing	lost	.me	improves	overall	fleet	efficiency.
Chassis	Fault	and	Wear	Detec-on	
Iden.fica.on	of	faults	before	excessive	wear	is	enabled	via	connec.vity	to	
chassis	faults	currently	not	measured	-	including	tracking,	shock	absorbers,	
brake	disc	warpage	and	damaged	and	out	of	balance	wheels.
Fuel	Brand	Loyalty	
Analysis	of	vehicle	loca.on,	rou.ng	and	fuel	consump.on	allows		
fuel	brands	to	provide	targeted	discounts.	Driver	loyalty	grows	and		
results	in	increased	foogall	and	higher	spend	on	retail	product	offers.
Iden-fying	Driver	Risk	
Iden.fying	the	drivers	that	are	least	likely	to	have	an	accident	is	achieved		
by	matching	historical	data	with	actual	driver	behavior	such	as	speed,		
accelera.on	and	braking.	Companies	pay	to	recruit	the	safest	drivers.
Proprietary	Data	-	LiJle	or	No	Value	
However,	for	the	majority	of	organisa.ons	looking	to	use	only	their	own	data	
with	customers	and	suppliers,	the	general	view	is	that	there	maybe	internal	
efficincies	to	be	gained	but	these	will	generate	liWle	extra	value.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE
Full	Rental	Vehicle	Condi-on	
Details	of	of	how	and	where	a	vehicle	has	been	driven	is	provided		
alongside	visual	checks	to	give	hire	car	users	the	same	confidence	in		
a	rental	car	or	van	as	they	have	in	their	own	vehicle.
Data	Islands	
Some	economies	seek	to	maintain	closed	or	parallel	networks,	independent	of	
global	systems.	Different	approaches	from	the	standard	are	developed	for	
major	popula.on	centres	and,	in	.me,	could	have	global	reach.
Oil	Reuse	
Improved	collec.on,	recondi.oning	and	reuse	of	oil,	and	the	ability		
to	make	the	owner	aware	of	their	‘life.me’	oil	footprint	and	CO2	impacts,		
are	made	possible	via	monitoring	of	oil	condi.on	and	any	top	ups.
Oil	as	an	SKU	
Plagorms	such	as	the	Nexcel	oil	and	filter	unit	turns	a	consumable	into		
a	hard	part.	Workshops,	auto	parts	retailers	and	distributors		
all	gain	the	benefits	of	SKU	shipping	and	inventory	management.
Fuel	Upgrade	
Understanding	which	drivers	are	in	the	vicinity,	their	route	and		
driving	style	allows	fuel	retailers	to	incen.vise	premium	grades	that		
deliver	beWer	consump.on	and	performance	for	the	right	customers.
Downhill	Coas-ng	
Cheaper	driving	and	longer	service	intervals	come	from	vehicle	.lt		
sensors	that	highlight	downhill	travel	–	automa.cally	causing	the	car		
to	coast	with	engine	on	.ck-over	and	so	op.mising	fuel	consump.on.
Shared	Data	–	High	Value	
For	new	proposi.ons	based	on	organisa.ons	sharing	data,	many	believe	
that	there	are	a	number	of	clear	opportuni.es	for	significant	new	value	
crea.on	through	intelligent	connec.ons	between	par.es.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE
Re-establish	Rela-onships		
Vehicle	iden.ty	and	usage	-	engine	performance,	tyre	and	oil	-	is	tracked	
beyond	ini.al	new	service	term	or	lease.	Car	brands	re-establish	rela.onships	
via	approved	parts,	inclusive	service	contracts	and	trade-in	valua.ons.
Fleet	U-lisa-on	
Fleet	managers	achieve	beWer	vehicle	op.misa.on	via	real-.me	analysis	
of	engine	use	and	performance,	oil	condi.on,	usage,	idle	.mes,	load,		
rou.ng	criteria,	area	traffic	inputs	and	historic	vehicle	performance.
Vehicle	As	Payment	Card	
Using	a	combina.on	of	mobile	loca.on	and	biometric	data,	driver	iden.ty		
is	authen.cated	and	linked	to	the	vehicle,	which	becomes	the	payment	card	–	
for	road	tolls,	conges.on	charge,	gas	sta.ons,	parking	and	drive	thru	services.
Health	Analysis	
Drivers’	health	is	monitored	on	a	daily	basis	by	sensors	within	the	vehicle.		
This	becomes	a	credible	plagorm	for	diagnosis	and	tracking	of	key		
indicators	of	interest	to	both	insurers	and	wider	healthcare	providers.	
34
AQersales	Upselling	
Consumers	are	becoming	more	inclined	to	make	separate	purchases	of	the	in-
car	func.ons	that	they	want	most	via	aLer-sales	rela.onships.	Some	will	pay	
15%	extra	for	safety	systems,	remote	services	and	parking	assist	technology.
Shared	Data	–	Medium	Value	
Most	significantly	however,	many	see	a	host	of	new	opportuni.es	
	emerging	to	realise	addi.onal	value	by	crea.ng	and	knilng	together		
a	number	of	medium	value	shared	data	plagorms.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE
Virtual	Fleets	
Linking	together	vehicles	and	drivers	with	common	needs	enables	individuals		
to	share	the	benefits	of	a	large	group.	From	collec.ve	purchasing	of		
consumables	to	peer-to-peer	self	insurance,	more	efficient	models	emerge.
Fixed	Price	Motoring	
Car	and	truck	opera.ng	costs	are	bundled	like	mobile	phone	tariffs.	
	Fuel,	insurance,	servicing	and	cleaning	are	all	included	in,		
for	example,	500,	1000,	1500	mile	per	month	fixed	bands.
Window	on	Driver	
Analysis	of	driving	behaviour,	style,	routes	and	loca.ons	builds	a		
detailed	view	of	the	life	of	the	driver.	More	personalised,	targeted		
marke.ng	beWer	matches	products	and	services	to	the	driver	profile.
Detailed	Data	Integra-on	
AWen.on	focuses	on	control	of	the	permissions	of	data	at	a	granular	level		
and	aWribute	it	with	things	like	cost,	trace	routes	of	accountability,	sharing	
permissions.	You	need	to	be	able	to	slice	and	dice	the	data	dynamically.
Data	Curators	
Personal	Informa.on	Managers	grow	in	number	and	seek	to	manage		
and	protect	both	‘free’	individual	data	sets	and	aggregated	data:		
“If	you	are	not	paying	for	a	product,	you	are	the	product.”
Advanced	Parking	
No	more	searching	for	spaces	as	automated	access	to	car	park	informa.on,	
shared	parking	bays	and	route	planning	allow	drivers	to	rest	easy	–	knowing	
that	an	available	parking	spot	is	booked	and	automa.cally	paid	for.
Open	Electronic	Log	Book	
Some	of	the	electronic	log	book	is	made	more	open	and	extended.	It	is		
made	accessible	to	owners	and	garages	and	includes	details	of	how	and		
where	the	vehicle	has	been	driven	as	well	as	the	full	service	history.
Reduced	Warranty	Costs	
Tailored	warranty	cover,	with	reduced	prices	or	longer	terms,	derives	from	
monitoring	engine,	tyre	and	brake	use	and	relaying	this	to	key	par.es.		
Repairs	are	proac.vely	managed	and	cost	savings	are	shared.
Deferred	Repair	
Improved	monitoring	of	oil	and	engine	condi.on	by	car	manufacturers	and	
workshops	enable	vehicle	services	to	be	scheduled	when	needed,	not	just	
when	mileage	triggers	are	hit.	Cost	savings	benefit	owners.
Vehicle	Value	
The	current	value	of	a	vehicle	is	regularly	updated	using	mileage,		
wear,	servicing	and	environmental	data.	This	is	shared	to	owners	and	
marketplaces	to	provide	greater	transparency	and	less	uncertainty.
Enhanced	Journey	
Brands	provide	targeted,	personalised	offers	via	a	mix	of	route	informa.on,	
driver	/	passengers’	digital	footprints	and	opt-in	preference	selngs.		
This	leads	to	increased	sales	and	improved	journey	experience	for	all.
Work	Produc-vity	
The	vehicle	is	a	secure,	high-speed,	fully	connected	extension	of	the		
workplace.	Home,	office	and	mobile	data	is	ubiquitous	and,	as	autonomy	
develops,	the	car	becomes	a	fully	func.oning	work	space.			
48
Automated	Spare	Parts	Provision	
Integrated	analysis	of	vehicle	performance	and	wear	provides	proac.ve	
iden.fica.on	and	sourcing	of	approved	spare	parts	aligned	to	driver		
loca.on	which	ensures	minimum	disrup.on	and	op.mizes	supply.	
49
Shared	Data	–	LiJle	or	No	Value	
There	are	also	a	host	of	new	proposi.ons	being	developed	on	the	back	of	
shared	informa.on	that	will	help	improve	system	efficiency	and	enhance	
compliance	and	insight	but	with	liWle	new	tangible	value	crea.on.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE
Ac-va-ng	Idle	Vehicles	
Unused	and	parked	vehicles	are	iden.fied	and	matched	to	customers	keen	to	
rent	access.	Idle	cars	are	put	to	good	use,	improving	overall	fleet	efficiency,	
reducing	the	number	of	vehicles	needed	and	proving	extra	income	for	owners.
Agreement	on	Use	Not	Collec-on	
The	best	approach	to	future	proof	access	to	big	data	is	to	ensure	there	is	
agreement	around	its	use,	not	its	collec.on.	We	need	a	core	reference	dataset	
to	iden.fy	the	data	that	is	most	effec.ve	in	driving	social	and	economic	gain.
Overloaded	Commercial	Vehicles	
The	ability	to	accurately	track	total	vehicle	weight	in	real-.me	enables		
fleet	owners	and	highways	agencies	to	monitor	gross	weight	within	and	beyond	
legal	limits	-	and	so	beWer	schedule	maintenance	and	apply	road	taxes.
Driver	Training	
Driver	behaviour,	‘hours’	logged	and	local	traffic	informa.on	help		
drivers	to	improve	their	skills.	Accompanying	assessments	match		
skills	to	the	driver	and	also	help	bridge	the	gap	to	driverless	cars.
Independent	Engine	Analysis	
Data	on	engine	use	and	performance,	oil	condi.on	and	historic	vehicle		
usage	is	mined	producing	regular	reports	that	give	peace	of	mind	
	for	owners	and	validated	comparison	data	for	workshops	and	insurers.
Vehicle	Environment	and	Condi-on	
Environmental	sensors	monitor	ambient	temperature,	UV	exposure,		
sub-zero	exposure	and	proximity	to	the	sea	to	provide	insight	on	likely		
vehicle	condi.on,	corrosion	and	areas	for	poten.al	repair.
Find	My	Stuff	
Owner	valued	and	RFID	/	NFC	enabled	objects	within	the	vehicle		
	are	automa.cally	monitored	and	tracked,	allowing	drivers	to		
‘find	their	stuff’	when	missing,	if	lost	within	or	near	the	vehicle.
Open	Data	–	High	Value	
In	the	arena	of	open	data	use,	greatest	value	is	seen	to	lie	in	systems		
that	provide	greatest	benefit	to	personal	ease	of	use	and	marketplaces		
that	allow	more	data	to	be	transparently	accessed	and	traded.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE
Personal	Mobility	Accounts	
Consumers	have	a	single,	digital	mobility	account	that	is	accepted	by	all	in		
the	eco-system.	This	gives	them	access	to	public	and	private	transporta.on	
op.ons	and	mobility	data	is	made	available	to	mul.ple	service	providers.
Integrated	Mobility	
Shared	automo.ve	data	is	just	one	piece	of	a	patchwork	of	mobility	
informa.on	for	the	individual.	This	is	well	integrated	and	branded	with	easy	to	
use	interfaces	to	enable	consumers	complete	control	of	their	mobility	op.ons.
A	Data	Marketplace		
Data	is	a	currency,	it	has	a	value	and	a	price,	and	therefore	requires	a		
market	place.	An	ecosystem	for	trading	data	is	emerging	and	anything		
that	is	informa.on	is	represented	in	a	new	data	marketplace.
Open	Data	–	Medium	Value	
There	are	a	couple	of	areas	where	open	data	is	seen	as	a	key	enabler	to		
major	macro	shiLs	that	will	provide	benefit	to	a	wide	community	and		
hence	some	incremental	value	to	the	leading	informa.on	integrators.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE
Autonomous	Vehicles	
	The	shiL	to	fully	autonomous	transport	is	an	evolu.on	via	truck	platoons	on		
highways	and	small	urban	delivery	pods.	Connected	trucks	create	the	network		
and	test	the	technologies	for	the	eventual	revolu.onary	driverless	experience.
Full	Personalisa-on	
Through	accessing	calendars,	journey	routes	and	individual	preferences,	
	the	vehicle	responds	to	personal	profiles	and	choices.	Design	configura.ons	
and	informa.on	provision	are	automa.cally	adapted	to	fit.	
64
Open	Data	–	LiJle	or	No	Value	
However,	most	agree	that	the	big	shiLs	enabled	by	wider	open	data	sharing	
and	access	will	help	improve	transport	networks	and	associated	environmental	
impacts,	but	there	will	be	liWle	extra	direct	financial	value	crea.on.	
High	Medium	No	/	Low	
Proprietary	 Shared	 Open	
DATA	ACCESS	
VALUE
V2V	Communica-on	
Vehicle	to	vehicle	interac.on	accelerates	around	safety,	conges.on	and	
entertainment.	Road	hazards,	ABS	ac.va.on	and	slow	traffic	informa.on	is	
shared	while	gaming	between	passengers	in	different	cars	takes	off.
Traffic	Management	
Police,	road	authori.es	and	app	developers	leverage	vehicle	loca.on	
informa.on	combined	with	historic	use	paWerns,	predic.ve	analy.cs	and	
surrounding	traffic	informa.on	to	enable	improved	flow	management.
Faster	Emergency	Response	
In	the	case	of	a	crash,	systems	such	as	eCall	automa.cally	call	the		
nearest	emergency	centre.	This	cuts	emergency	services	response	.me.		
It	goes	down	by	50%	in	the	countryside	and	60%	in	built-up	areas.
Car	Sharing	Repor-ng	
Real-.me	weight	of	vehicle,	routes	taken	and	driver	iden.fica.on		
collec.vely	provide	a	record	of	vehicle	sharing	to	the	owner	(and	other	
par.es)	and	so	highlights	any	rebates	/	rewards	that	may	be	due.
Vehicle	Tracking	and	Recovery	
Tracking	and	recovery	of	stolen	and	broken	down	vehicles	by	the		
police,	emergency	services	and	owners	is	enhanced	via	access	to	
mul.ple	sources	of	independent	vehicle	loca.on	and	status	data.
Higher	Connec-vity	Speeds	
Vehicle	connec.vity	is	upgraded	to	latest	networks	(4G	/	5G)	enabling		
manufacturers,	drivers,	passengers	and	providers	of	telecoms,	entertainment	
and	content	to	all	take	advantage	of	fastest	available	data	speeds.
Emissions	Data	Sharing	
Emissions	data	is	broadcast	for	open	use	from	vehicles	and	street	sensors	-	
thus	crea.ng	a	shared	dataset.	Planners,	governments	and	app	developers	
use	this	to	beWer	manage	traffic	flows	and	highlight	healthier	urban	zones.
Improving	Air	Quality		
All	vehicles	measure	and	report	local	air	pollu.on	and	their	contribu.on	
	to	it.	Transparency	leads	to	ac.on	as	claims	are	challenged	and	validated	
while,	as	a	global	response,	air	pollu.on	standards	are	.ghtened.
Five	Further	Ques-ons
Five	Ques-ons	
The	ini.al	in-depth	discussions	with	experts	on	and	around	the	future	of	
automo.ve	data	have	created	this	emerging	view.	We	now	want	to	open	this	
up	to	a	wider	audience	for	comment	and	feedback	via	five	main	ques.ons.	
1.  What	is	s.ll	missing	from	this	view	that	you	think	will	have	significant	impact?	
2.  Do	you	see	more	opportuni.es	for	new	value	crea.on	that	currently	outlined?	
3.  Are	there	opportuni.es	that	are	grouped	in	the	wrong	area	and	if	so	which?	
4.  Which	of	these	shiLs	are	more	likely	to	become	mainstream	earlier	than	others?	
	
5.  Which	do	you	see	as	helping	accelerate	the	overall	rise	in	automo.ve	data	use?
Future	Agenda	
84	Brook	Street	
London	
W1K	5EH	
+44	203	0088	141	
futureagenda.org	
.m.jones@futureagenda.org	
The	world’s	leading	open	foresight	program

Contenu connexe

Tendances

Future Of Digital Marketing
Future Of Digital MarketingFuture Of Digital Marketing
Future Of Digital MarketingNeil Perkin
 
The Future by Figures
The Future by FiguresThe Future by Figures
The Future by FiguresEconsultancy
 
Designing Services for the Public / Service Design Drinks
Designing Services for the Public / Service Design DrinksDesigning Services for the Public / Service Design Drinks
Designing Services for the Public / Service Design DrinksService Design Berlin
 
VisionMobile - Business models of mobile ecosystems - Digital Winners
VisionMobile - Business models of mobile ecosystems - Digital WinnersVisionMobile - Business models of mobile ecosystems - Digital Winners
VisionMobile - Business models of mobile ecosystems - Digital WinnersSlashData
 
Government as a platform: 2018 GaaP Readiness Index
Government as a platform: 2018 GaaP Readiness IndexGovernment as a platform: 2018 GaaP Readiness Index
Government as a platform: 2018 GaaP Readiness Indexaccenture
 
Frost & Sullivan - world's top global mega trends to 2025 and implications
Frost & Sullivan - world's top global mega trends to 2025 and implicationsFrost & Sullivan - world's top global mega trends to 2025 and implications
Frost & Sullivan - world's top global mega trends to 2025 and implicationspolenumerique33
 
Energy Intelligence: Rise of the Data Layer
Energy Intelligence: Rise of the Data LayerEnergy Intelligence: Rise of the Data Layer
Energy Intelligence: Rise of the Data LayerPeter C. Evans, PhD
 
The Race to 2021: The State of Autonomous Vehicles and a "Who's Who" of Indus...
The Race to 2021: The State of Autonomous Vehicles and a "Who's Who" of Indus...The Race to 2021: The State of Autonomous Vehicles and a "Who's Who" of Indus...
The Race to 2021: The State of Autonomous Vehicles and a "Who's Who" of Indus...Altimeter, a Prophet Company
 
new platform economy China
new platform economy Chinanew platform economy China
new platform economy ChinaMartin Kenney
 
Making Innovation Happen
Making Innovation HappenMaking Innovation Happen
Making Innovation HappenLHBS
 
Impact of SMAC on business models of enterprises
Impact of SMAC on business models of enterprisesImpact of SMAC on business models of enterprises
Impact of SMAC on business models of enterprisesDhinakar Jacob
 
Design to Disrupt: New Digital Competition - Sogeti VINT
Design to Disrupt: New Digital Competition - Sogeti VINTDesign to Disrupt: New Digital Competition - Sogeti VINT
Design to Disrupt: New Digital Competition - Sogeti VINTVINTlabs | The Sogeti Trendlab
 
Study Ardian & Fabernovel - The Augmented Infrastructure: Digital for climate?
Study Ardian & Fabernovel - The Augmented Infrastructure:  Digital for climate?Study Ardian & Fabernovel - The Augmented Infrastructure:  Digital for climate?
Study Ardian & Fabernovel - The Augmented Infrastructure: Digital for climate?Fabernovel
 
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
 
Ascending cloud: The adoption of cloud computing in five industries
Ascending cloud: The adoption of cloud computing in five industriesAscending cloud: The adoption of cloud computing in five industries
Ascending cloud: The adoption of cloud computing in five industriesThe Economist Media Businesses
 
COVID-19: Regaining eminence and emerging stronger
COVID-19: Regaining eminence and emerging strongerCOVID-19: Regaining eminence and emerging stronger
COVID-19: Regaining eminence and emerging strongeraccenture
 

Tendances (20)

Future Of Digital Marketing
Future Of Digital MarketingFuture Of Digital Marketing
Future Of Digital Marketing
 
The Future by Figures
The Future by FiguresThe Future by Figures
The Future by Figures
 
Designing Services for the Public / Service Design Drinks
Designing Services for the Public / Service Design DrinksDesigning Services for the Public / Service Design Drinks
Designing Services for the Public / Service Design Drinks
 
VisionMobile - Business models of mobile ecosystems - Digital Winners
VisionMobile - Business models of mobile ecosystems - Digital WinnersVisionMobile - Business models of mobile ecosystems - Digital Winners
VisionMobile - Business models of mobile ecosystems - Digital Winners
 
Government as a platform: 2018 GaaP Readiness Index
Government as a platform: 2018 GaaP Readiness IndexGovernment as a platform: 2018 GaaP Readiness Index
Government as a platform: 2018 GaaP Readiness Index
 
Frost & Sullivan - world's top global mega trends to 2025 and implications
Frost & Sullivan - world's top global mega trends to 2025 and implicationsFrost & Sullivan - world's top global mega trends to 2025 and implications
Frost & Sullivan - world's top global mega trends to 2025 and implications
 
Energy Intelligence: Rise of the Data Layer
Energy Intelligence: Rise of the Data LayerEnergy Intelligence: Rise of the Data Layer
Energy Intelligence: Rise of the Data Layer
 
The Race to 2021: The State of Autonomous Vehicles and a "Who's Who" of Indus...
The Race to 2021: The State of Autonomous Vehicles and a "Who's Who" of Indus...The Race to 2021: The State of Autonomous Vehicles and a "Who's Who" of Indus...
The Race to 2021: The State of Autonomous Vehicles and a "Who's Who" of Indus...
 
new platform economy China
new platform economy Chinanew platform economy China
new platform economy China
 
Making Innovation Happen
Making Innovation HappenMaking Innovation Happen
Making Innovation Happen
 
SMAC and Innovation Transformation
SMAC and Innovation Transformation SMAC and Innovation Transformation
SMAC and Innovation Transformation
 
CES 2019 Tech Trends
CES 2019 Tech TrendsCES 2019 Tech Trends
CES 2019 Tech Trends
 
Impact of SMAC on business models of enterprises
Impact of SMAC on business models of enterprisesImpact of SMAC on business models of enterprises
Impact of SMAC on business models of enterprises
 
Design to Disrupt: New Digital Competition - Sogeti VINT
Design to Disrupt: New Digital Competition - Sogeti VINTDesign to Disrupt: New Digital Competition - Sogeti VINT
Design to Disrupt: New Digital Competition - Sogeti VINT
 
Study Ardian & Fabernovel - The Augmented Infrastructure: Digital for climate?
Study Ardian & Fabernovel - The Augmented Infrastructure:  Digital for climate?Study Ardian & Fabernovel - The Augmented Infrastructure:  Digital for climate?
Study Ardian & Fabernovel - The Augmented Infrastructure: Digital for climate?
 
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...
 
AI Infographic
AI InfographicAI Infographic
AI Infographic
 
Ascending cloud: The adoption of cloud computing in five industries
Ascending cloud: The adoption of cloud computing in five industriesAscending cloud: The adoption of cloud computing in five industries
Ascending cloud: The adoption of cloud computing in five industries
 
COVID-19: Regaining eminence and emerging stronger
COVID-19: Regaining eminence and emerging strongerCOVID-19: Regaining eminence and emerging stronger
COVID-19: Regaining eminence and emerging stronger
 
Big Data Meets Data Nationalism
Big Data Meets Data NationalismBig Data Meets Data Nationalism
Big Data Meets Data Nationalism
 

En vedette

Driving digital transformation in Automotive industry
Driving digital transformation in Automotive industryDriving digital transformation in Automotive industry
Driving digital transformation in Automotive industryDebashis Majumder
 
The Near Future of Automotive Industry
The Near Future of Automotive IndustryThe Near Future of Automotive Industry
The Near Future of Automotive IndustryLHBS
 
AWS re:Invent 2016: How Amazon is enabling the future of Automotive(ALX202)
AWS re:Invent 2016: How Amazon is enabling the future of Automotive(ALX202)AWS re:Invent 2016: How Amazon is enabling the future of Automotive(ALX202)
AWS re:Invent 2016: How Amazon is enabling the future of Automotive(ALX202)Amazon Web Services
 
"The Future of the Automotive Industry", Automotive Session, POSCO EVI Forum
"The Future of the Automotive Industry", Automotive Session, POSCO EVI Forum"The Future of the Automotive Industry", Automotive Session, POSCO EVI Forum
"The Future of the Automotive Industry", Automotive Session, POSCO EVI ForumYonki Hyungkeun PARK
 
Digital Transformation in Automotive Industry Chinese-German CAR Symposium
Digital Transformation in Automotive Industry Chinese-German CAR SymposiumDigital Transformation in Automotive Industry Chinese-German CAR Symposium
Digital Transformation in Automotive Industry Chinese-German CAR Symposiumaccenture
 
Driving the future: Why other industries are steering automotive
Driving the future: Why other industries are steering automotiveDriving the future: Why other industries are steering automotive
Driving the future: Why other industries are steering automotiveaccenture
 
What does the future of automotive market hold? 2016 Presentation Yole Develo...
What does the future of automotive market hold? 2016 Presentation Yole Develo...What does the future of automotive market hold? 2016 Presentation Yole Develo...
What does the future of automotive market hold? 2016 Presentation Yole Develo...Yole Developpement
 
Future automotive trends
Future automotive trendsFuture automotive trends
Future automotive trendsmmiller156
 
El futuro de las ciudades uees - ecuador - 15 november 2016
El futuro de las ciudades   uees - ecuador - 15 november 2016El futuro de las ciudades   uees - ecuador - 15 november 2016
El futuro de las ciudades uees - ecuador - 15 november 2016Future Agenda
 
Local Interconnect Network
Local Interconnect NetworkLocal Interconnect Network
Local Interconnect NetworkJabez Winston
 
Overview of automotive network protocol
Overview of automotive network protocolOverview of automotive network protocol
Overview of automotive network protocolpoojashinde212
 
Understanding uncertainty RCA - 28 11 16
Understanding uncertainty   RCA - 28 11 16Understanding uncertainty   RCA - 28 11 16
Understanding uncertainty RCA - 28 11 16Future Agenda
 
The World in 2025 - Future Agenda (2016)
The World in 2025 - Future Agenda (2016)The World in 2025 - Future Agenda (2016)
The World in 2025 - Future Agenda (2016)Future Agenda
 
MIPI DevCon 2016: MIPI in Automotive
MIPI DevCon 2016: MIPI in AutomotiveMIPI DevCon 2016: MIPI in Automotive
MIPI DevCon 2016: MIPI in AutomotiveMIPI Alliance
 
Future of Car Accessories Industry lies here !!
Future of Car Accessories Industry lies here !!Future of Car Accessories Industry lies here !!
Future of Car Accessories Industry lies here !!Ketan Soni
 
Innovation & Trends In The Automotive Industry2
Innovation & Trends In The Automotive Industry2Innovation & Trends In The Automotive Industry2
Innovation & Trends In The Automotive Industry2Raphael_Moisa
 
Future Risk - Emerging global and corporate challenges 05 02 17
Future Risk -  Emerging global and corporate challenges 05 02 17Future Risk -  Emerging global and corporate challenges 05 02 17
Future Risk - Emerging global and corporate challenges 05 02 17Future Agenda
 
Connected Car as New Marketplace SxSW 2016
Connected Car as New Marketplace  SxSW 2016Connected Car as New Marketplace  SxSW 2016
Connected Car as New Marketplace SxSW 2016Jason Hoover
 

En vedette (18)

Driving digital transformation in Automotive industry
Driving digital transformation in Automotive industryDriving digital transformation in Automotive industry
Driving digital transformation in Automotive industry
 
The Near Future of Automotive Industry
The Near Future of Automotive IndustryThe Near Future of Automotive Industry
The Near Future of Automotive Industry
 
AWS re:Invent 2016: How Amazon is enabling the future of Automotive(ALX202)
AWS re:Invent 2016: How Amazon is enabling the future of Automotive(ALX202)AWS re:Invent 2016: How Amazon is enabling the future of Automotive(ALX202)
AWS re:Invent 2016: How Amazon is enabling the future of Automotive(ALX202)
 
"The Future of the Automotive Industry", Automotive Session, POSCO EVI Forum
"The Future of the Automotive Industry", Automotive Session, POSCO EVI Forum"The Future of the Automotive Industry", Automotive Session, POSCO EVI Forum
"The Future of the Automotive Industry", Automotive Session, POSCO EVI Forum
 
Digital Transformation in Automotive Industry Chinese-German CAR Symposium
Digital Transformation in Automotive Industry Chinese-German CAR SymposiumDigital Transformation in Automotive Industry Chinese-German CAR Symposium
Digital Transformation in Automotive Industry Chinese-German CAR Symposium
 
Driving the future: Why other industries are steering automotive
Driving the future: Why other industries are steering automotiveDriving the future: Why other industries are steering automotive
Driving the future: Why other industries are steering automotive
 
What does the future of automotive market hold? 2016 Presentation Yole Develo...
What does the future of automotive market hold? 2016 Presentation Yole Develo...What does the future of automotive market hold? 2016 Presentation Yole Develo...
What does the future of automotive market hold? 2016 Presentation Yole Develo...
 
Future automotive trends
Future automotive trendsFuture automotive trends
Future automotive trends
 
El futuro de las ciudades uees - ecuador - 15 november 2016
El futuro de las ciudades   uees - ecuador - 15 november 2016El futuro de las ciudades   uees - ecuador - 15 november 2016
El futuro de las ciudades uees - ecuador - 15 november 2016
 
Local Interconnect Network
Local Interconnect NetworkLocal Interconnect Network
Local Interconnect Network
 
Overview of automotive network protocol
Overview of automotive network protocolOverview of automotive network protocol
Overview of automotive network protocol
 
Understanding uncertainty RCA - 28 11 16
Understanding uncertainty   RCA - 28 11 16Understanding uncertainty   RCA - 28 11 16
Understanding uncertainty RCA - 28 11 16
 
The World in 2025 - Future Agenda (2016)
The World in 2025 - Future Agenda (2016)The World in 2025 - Future Agenda (2016)
The World in 2025 - Future Agenda (2016)
 
MIPI DevCon 2016: MIPI in Automotive
MIPI DevCon 2016: MIPI in AutomotiveMIPI DevCon 2016: MIPI in Automotive
MIPI DevCon 2016: MIPI in Automotive
 
Future of Car Accessories Industry lies here !!
Future of Car Accessories Industry lies here !!Future of Car Accessories Industry lies here !!
Future of Car Accessories Industry lies here !!
 
Innovation & Trends In The Automotive Industry2
Innovation & Trends In The Automotive Industry2Innovation & Trends In The Automotive Industry2
Innovation & Trends In The Automotive Industry2
 
Future Risk - Emerging global and corporate challenges 05 02 17
Future Risk -  Emerging global and corporate challenges 05 02 17Future Risk -  Emerging global and corporate challenges 05 02 17
Future Risk - Emerging global and corporate challenges 05 02 17
 
Connected Car as New Marketplace SxSW 2016
Connected Car as New Marketplace  SxSW 2016Connected Car as New Marketplace  SxSW 2016
Connected Car as New Marketplace SxSW 2016
 

Similaire à Updated - The Future of Automotive Data 25 07 16

The future of the connected vehicle - 29 July 2015
The future of the connected vehicle  - 29 July 2015The future of the connected vehicle  - 29 July 2015
The future of the connected vehicle - 29 July 2015Future Agenda
 
Future of autonomous vehicles final report ppt - may 2020
Future of autonomous vehicles   final report ppt - may 2020Future of autonomous vehicles   final report ppt - may 2020
Future of autonomous vehicles final report ppt - may 2020Future Agenda
 
Thoughts on the Future of Mobility (Dec 2016)
Thoughts on the Future of Mobility (Dec 2016)Thoughts on the Future of Mobility (Dec 2016)
Thoughts on the Future of Mobility (Dec 2016)Cornel Chiriac
 
HYVE autonomous driving report
HYVE autonomous driving reportHYVE autonomous driving report
HYVE autonomous driving reportMichael Bartl
 
Revolution in the Drivers Seat
Revolution in the Drivers SeatRevolution in the Drivers Seat
Revolution in the Drivers SeatStradablog
 
E Bristow Web 2.0
E Bristow Web 2.0E Bristow Web 2.0
E Bristow Web 2.0Art Upton
 
Anil Valsan
Anil ValsanAnil Valsan
Anil ValsanMRS
 
Future of autonomous vehicles 2020
Future of autonomous vehicles 2020Future of autonomous vehicles 2020
Future of autonomous vehicles 2020Future Agenda
 
Automotive Revolution Perspective Towards 2030
Automotive Revolution Perspective Towards 2030Automotive Revolution Perspective Towards 2030
Automotive Revolution Perspective Towards 2030Stradablog
 
Wider sharing ecosystem
Wider sharing ecosystemWider sharing ecosystem
Wider sharing ecosystemEricsson
 
Reshaping Urban Mobility with Autonomous Vehicles. Lessons from the City of B...
Reshaping Urban Mobility with Autonomous Vehicles. Lessons from the City of B...Reshaping Urban Mobility with Autonomous Vehicles. Lessons from the City of B...
Reshaping Urban Mobility with Autonomous Vehicles. Lessons from the City of B...Digital Policy and Law Consulting
 
Digital Transformation in Media
Digital Transformation in MediaDigital Transformation in Media
Digital Transformation in MediaHARMAN Services
 
Future of Mobility: Reinvention of the Car
Future of Mobility: Reinvention of the CarFuture of Mobility: Reinvention of the Car
Future of Mobility: Reinvention of the CarBusiness Finland
 
Future of autonomous vehicles interim report summary - 29 august 2019-compr...
Future of autonomous vehicles   interim report summary - 29 august 2019-compr...Future of autonomous vehicles   interim report summary - 29 august 2019-compr...
Future of autonomous vehicles interim report summary - 29 august 2019-compr...Future Agenda
 
The 4th Annual New Mobility Study 2019
The 4th Annual New Mobility Study 2019The 4th Annual New Mobility Study 2019
The 4th Annual New Mobility Study 2019L.E.K. Consulting
 
Automakers become social for the long drive
Automakers become social for the long driveAutomakers become social for the long drive
Automakers become social for the long driveJustine Javelosa
 
Urban Mobility At The Tipping Point
Urban Mobility At The Tipping PointUrban Mobility At The Tipping Point
Urban Mobility At The Tipping PointStradablog
 
Interview with wayne state university
Interview with wayne state universityInterview with wayne state university
Interview with wayne state universityMaria Willamowius
 
A Feedback Systems Approach to Digital Transformation
A Feedback Systems Approach to Digital TransformationA Feedback Systems Approach to Digital Transformation
A Feedback Systems Approach to Digital TransformationMichael von Kutzschenbach
 

Similaire à Updated - The Future of Automotive Data 25 07 16 (20)

The future of the connected vehicle - 29 July 2015
The future of the connected vehicle  - 29 July 2015The future of the connected vehicle  - 29 July 2015
The future of the connected vehicle - 29 July 2015
 
Future of autonomous vehicles final report ppt - may 2020
Future of autonomous vehicles   final report ppt - may 2020Future of autonomous vehicles   final report ppt - may 2020
Future of autonomous vehicles final report ppt - may 2020
 
Thoughts on the Future of Mobility (Dec 2016)
Thoughts on the Future of Mobility (Dec 2016)Thoughts on the Future of Mobility (Dec 2016)
Thoughts on the Future of Mobility (Dec 2016)
 
HYVE autonomous driving report
HYVE autonomous driving reportHYVE autonomous driving report
HYVE autonomous driving report
 
Autonomous Driving The User Perspective
Autonomous Driving The User PerspectiveAutonomous Driving The User Perspective
Autonomous Driving The User Perspective
 
Revolution in the Drivers Seat
Revolution in the Drivers SeatRevolution in the Drivers Seat
Revolution in the Drivers Seat
 
E Bristow Web 2.0
E Bristow Web 2.0E Bristow Web 2.0
E Bristow Web 2.0
 
Anil Valsan
Anil ValsanAnil Valsan
Anil Valsan
 
Future of autonomous vehicles 2020
Future of autonomous vehicles 2020Future of autonomous vehicles 2020
Future of autonomous vehicles 2020
 
Automotive Revolution Perspective Towards 2030
Automotive Revolution Perspective Towards 2030Automotive Revolution Perspective Towards 2030
Automotive Revolution Perspective Towards 2030
 
Wider sharing ecosystem
Wider sharing ecosystemWider sharing ecosystem
Wider sharing ecosystem
 
Reshaping Urban Mobility with Autonomous Vehicles. Lessons from the City of B...
Reshaping Urban Mobility with Autonomous Vehicles. Lessons from the City of B...Reshaping Urban Mobility with Autonomous Vehicles. Lessons from the City of B...
Reshaping Urban Mobility with Autonomous Vehicles. Lessons from the City of B...
 
Digital Transformation in Media
Digital Transformation in MediaDigital Transformation in Media
Digital Transformation in Media
 
Future of Mobility: Reinvention of the Car
Future of Mobility: Reinvention of the CarFuture of Mobility: Reinvention of the Car
Future of Mobility: Reinvention of the Car
 
Future of autonomous vehicles interim report summary - 29 august 2019-compr...
Future of autonomous vehicles   interim report summary - 29 august 2019-compr...Future of autonomous vehicles   interim report summary - 29 august 2019-compr...
Future of autonomous vehicles interim report summary - 29 august 2019-compr...
 
The 4th Annual New Mobility Study 2019
The 4th Annual New Mobility Study 2019The 4th Annual New Mobility Study 2019
The 4th Annual New Mobility Study 2019
 
Automakers become social for the long drive
Automakers become social for the long driveAutomakers become social for the long drive
Automakers become social for the long drive
 
Urban Mobility At The Tipping Point
Urban Mobility At The Tipping PointUrban Mobility At The Tipping Point
Urban Mobility At The Tipping Point
 
Interview with wayne state university
Interview with wayne state universityInterview with wayne state university
Interview with wayne state university
 
A Feedback Systems Approach to Digital Transformation
A Feedback Systems Approach to Digital TransformationA Feedback Systems Approach to Digital Transformation
A Feedback Systems Approach to Digital Transformation
 

Plus de Future Agenda

Future of Off-Premise Dining - Emerging View.pdf
Future of Off-Premise Dining - Emerging View.pdfFuture of Off-Premise Dining - Emerging View.pdf
Future of Off-Premise Dining - Emerging View.pdfFuture Agenda
 
Future of off premise dining an initial perspective - 01 03 22
Future of off premise dining   an initial perspective - 01 03 22 Future of off premise dining   an initial perspective - 01 03 22
Future of off premise dining an initial perspective - 01 03 22 Future Agenda
 
The future of work in europe
The future of work in europeThe future of work in europe
The future of work in europeFuture Agenda
 
Future of asthma care a global expert view - summary - august 2021
Future of asthma care   a global expert view - summary - august 2021Future of asthma care   a global expert view - summary - august 2021
Future of asthma care a global expert view - summary - august 2021Future Agenda
 
Future of work employability and digital skills march 2021
Future of work employability and digital skills   march 2021Future of work employability and digital skills   march 2021
Future of work employability and digital skills march 2021Future Agenda
 
The UK in 2030 - An expert informed view on some key trends
The UK in 2030 - An expert informed view on some key trendsThe UK in 2030 - An expert informed view on some key trends
The UK in 2030 - An expert informed view on some key trendsFuture Agenda
 
Future of retail - Five key future trends - 9 Dec 2020
Future of retail - Five key future trends - 9 Dec 2020Future of retail - Five key future trends - 9 Dec 2020
Future of retail - Five key future trends - 9 Dec 2020Future Agenda
 
Ten major global trends for 2030
Ten major global trends for 2030Ten major global trends for 2030
Ten major global trends for 2030Future Agenda
 
Future of work employability and digital skills nov 2020
Future of work employability and digital skills   nov 2020Future of work employability and digital skills   nov 2020
Future of work employability and digital skills nov 2020Future Agenda
 
Future of retail global trends summary nov 2020
Future of retail   global trends summary nov 2020Future of retail   global trends summary nov 2020
Future of retail global trends summary nov 2020Future Agenda
 
The uk in 2030 initial views
The uk in 2030   initial viewsThe uk in 2030   initial views
The uk in 2030 initial viewsFuture Agenda
 
The world's most innovative cities past present future - oct 2020
The world's most innovative cities   past present future - oct 2020The world's most innovative cities   past present future - oct 2020
The world's most innovative cities past present future - oct 2020Future Agenda
 
The future of work and skills development
The future of work and skills developmentThe future of work and skills development
The future of work and skills developmentFuture Agenda
 
The future of data risk sept 2020
The future of data risk   sept 2020The future of data risk   sept 2020
The future of data risk sept 2020Future Agenda
 
Moving water world in 2030
Moving water   world in 2030Moving water   world in 2030
Moving water world in 2030Future Agenda
 
Future of hospital design initial perspective - sept 2020
Future of hospital design   initial perspective - sept 2020Future of hospital design   initial perspective - sept 2020
Future of hospital design initial perspective - sept 2020Future Agenda
 
Future Risk: 12 Key Issues for Insurance in the Next Decade
Future Risk: 12 Key Issues for Insurance in the Next DecadeFuture Risk: 12 Key Issues for Insurance in the Next Decade
Future Risk: 12 Key Issues for Insurance in the Next DecadeFuture Agenda
 
Porous organisations 2020
Porous organisations 2020Porous organisations 2020
Porous organisations 2020Future Agenda
 

Plus de Future Agenda (20)

Future of Off-Premise Dining - Emerging View.pdf
Future of Off-Premise Dining - Emerging View.pdfFuture of Off-Premise Dining - Emerging View.pdf
Future of Off-Premise Dining - Emerging View.pdf
 
Future of off premise dining an initial perspective - 01 03 22
Future of off premise dining   an initial perspective - 01 03 22 Future of off premise dining   an initial perspective - 01 03 22
Future of off premise dining an initial perspective - 01 03 22
 
The future of work in europe
The future of work in europeThe future of work in europe
The future of work in europe
 
Future of asthma care a global expert view - summary - august 2021
Future of asthma care   a global expert view - summary - august 2021Future of asthma care   a global expert view - summary - august 2021
Future of asthma care a global expert view - summary - august 2021
 
Future of work employability and digital skills march 2021
Future of work employability and digital skills   march 2021Future of work employability and digital skills   march 2021
Future of work employability and digital skills march 2021
 
The UK in 2030 - An expert informed view on some key trends
The UK in 2030 - An expert informed view on some key trendsThe UK in 2030 - An expert informed view on some key trends
The UK in 2030 - An expert informed view on some key trends
 
Future of retail - Five key future trends - 9 Dec 2020
Future of retail - Five key future trends - 9 Dec 2020Future of retail - Five key future trends - 9 Dec 2020
Future of retail - Five key future trends - 9 Dec 2020
 
Ten major global trends for 2030
Ten major global trends for 2030Ten major global trends for 2030
Ten major global trends for 2030
 
Future of work employability and digital skills nov 2020
Future of work employability and digital skills   nov 2020Future of work employability and digital skills   nov 2020
Future of work employability and digital skills nov 2020
 
Future of retail global trends summary nov 2020
Future of retail   global trends summary nov 2020Future of retail   global trends summary nov 2020
Future of retail global trends summary nov 2020
 
The uk in 2030 initial views
The uk in 2030   initial viewsThe uk in 2030   initial views
The uk in 2030 initial views
 
The world's most innovative cities past present future - oct 2020
The world's most innovative cities   past present future - oct 2020The world's most innovative cities   past present future - oct 2020
The world's most innovative cities past present future - oct 2020
 
The future of work and skills development
The future of work and skills developmentThe future of work and skills development
The future of work and skills development
 
The future of data risk sept 2020
The future of data risk   sept 2020The future of data risk   sept 2020
The future of data risk sept 2020
 
Moving water world in 2030
Moving water   world in 2030Moving water   world in 2030
Moving water world in 2030
 
Future of hospital design initial perspective - sept 2020
Future of hospital design   initial perspective - sept 2020Future of hospital design   initial perspective - sept 2020
Future of hospital design initial perspective - sept 2020
 
Future Risk: 12 Key Issues for Insurance in the Next Decade
Future Risk: 12 Key Issues for Insurance in the Next DecadeFuture Risk: 12 Key Issues for Insurance in the Next Decade
Future Risk: 12 Key Issues for Insurance in the Next Decade
 
Porous organisations 2020
Porous organisations 2020Porous organisations 2020
Porous organisations 2020
 
Better batteries
Better batteriesBetter batteries
Better batteries
 
Peak soil
Peak soilPeak soil
Peak soil
 

Dernier

Transportation Electrification Funding Strategy by Jeff Allen and Brandt Hert...
Transportation Electrification Funding Strategy by Jeff Allen and Brandt Hert...Transportation Electrification Funding Strategy by Jeff Allen and Brandt Hert...
Transportation Electrification Funding Strategy by Jeff Allen and Brandt Hert...Forth
 
call girls in Jama Masjid (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Jama Masjid (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Jama Masjid (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Jama Masjid (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
2024 TOP 10 most fuel-efficient vehicles according to the US agency
2024 TOP 10 most fuel-efficient vehicles according to the US agency2024 TOP 10 most fuel-efficient vehicles according to the US agency
2024 TOP 10 most fuel-efficient vehicles according to the US agencyHyundai Motor Group
 
248649330-Animatronics-Technical-Seminar-Report-by-Aswin-Sarang.pdf
248649330-Animatronics-Technical-Seminar-Report-by-Aswin-Sarang.pdf248649330-Animatronics-Technical-Seminar-Report-by-Aswin-Sarang.pdf
248649330-Animatronics-Technical-Seminar-Report-by-Aswin-Sarang.pdfkushkruthik555
 
-The-Present-Simple-Tense.pdf english hh
-The-Present-Simple-Tense.pdf english hh-The-Present-Simple-Tense.pdf english hh
-The-Present-Simple-Tense.pdf english hhmhamadhawlery16
 
907MTAMount Coventry University Bachelor's Diploma in Engineering
907MTAMount Coventry University Bachelor's Diploma in Engineering907MTAMount Coventry University Bachelor's Diploma in Engineering
907MTAMount Coventry University Bachelor's Diploma in EngineeringFi sss
 
原版1:1定制阳光海岸大学毕业证(JCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制阳光海岸大学毕业证(JCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制阳光海岸大学毕业证(JCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制阳光海岸大学毕业证(JCU毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 
What Could Cause A VW Tiguan's Radiator Fan To Stop Working
What Could Cause A VW Tiguan's Radiator Fan To Stop WorkingWhat Could Cause A VW Tiguan's Radiator Fan To Stop Working
What Could Cause A VW Tiguan's Radiator Fan To Stop WorkingEscondido German Auto
 
(USQ毕业证)南昆士兰大学毕业证学位证成绩单修改留信学历认证原版一比一
(USQ毕业证)南昆士兰大学毕业证学位证成绩单修改留信学历认证原版一比一(USQ毕业证)南昆士兰大学毕业证学位证成绩单修改留信学历认证原版一比一
(USQ毕业证)南昆士兰大学毕业证学位证成绩单修改留信学历认证原版一比一gfghbihg
 
(毕业原版)曼尼托巴大学毕业证(曼大学位证)毕业证成绩单留信学历认证原版一比一
(毕业原版)曼尼托巴大学毕业证(曼大学位证)毕业证成绩单留信学历认证原版一比一(毕业原版)曼尼托巴大学毕业证(曼大学位证)毕业证成绩单留信学历认证原版一比一
(毕业原版)曼尼托巴大学毕业证(曼大学位证)毕业证成绩单留信学历认证原版一比一ffhuih11ff
 
2.2 CLSS hydraulic Pumps on komatsu pc200 series
2.2 CLSS hydraulic Pumps on komatsu pc200 series2.2 CLSS hydraulic Pumps on komatsu pc200 series
2.2 CLSS hydraulic Pumps on komatsu pc200 seriesdatazaky
 
定制(MSVU毕业证书)圣文森山大学毕业证毕业证成绩单原版一比一定制
定制(MSVU毕业证书)圣文森山大学毕业证毕业证成绩单原版一比一定制定制(MSVU毕业证书)圣文森山大学毕业证毕业证成绩单原版一比一定制
定制(MSVU毕业证书)圣文森山大学毕业证毕业证成绩单原版一比一定制miwhjk
 
IPCR-Individual-Performance-Commitment-and-Review.doc
IPCR-Individual-Performance-Commitment-and-Review.docIPCR-Individual-Performance-Commitment-and-Review.doc
IPCR-Individual-Performance-Commitment-and-Review.docTykebernardo
 
What Could Be Causing My Jaguar XF To Lose Coolant
What Could Be Causing My Jaguar XF To Lose CoolantWhat Could Be Causing My Jaguar XF To Lose Coolant
What Could Be Causing My Jaguar XF To Lose CoolantEMC- European Motor Cars
 
Digamma - CertiCon Team Skills and Qualifications
Digamma - CertiCon Team Skills and QualificationsDigamma - CertiCon Team Skills and Qualifications
Digamma - CertiCon Team Skills and QualificationsMihajloManjak
 
原版1:1复刻俄亥俄州立大学毕业证OSU毕业证留信学历认证
原版1:1复刻俄亥俄州立大学毕业证OSU毕业证留信学历认证原版1:1复刻俄亥俄州立大学毕业证OSU毕业证留信学历认证
原版1:1复刻俄亥俄州立大学毕业证OSU毕业证留信学历认证jdkhjh
 
办理阳光海岸大学毕业证成绩单原版一比一
办理阳光海岸大学毕业证成绩单原版一比一办理阳光海岸大学毕业证成绩单原版一比一
办理阳光海岸大学毕业证成绩单原版一比一F La
 
(办理原版一样)Flinders毕业证弗林德斯大学毕业证学位证留信学历认证成绩单补办
(办理原版一样)Flinders毕业证弗林德斯大学毕业证学位证留信学历认证成绩单补办(办理原版一样)Flinders毕业证弗林德斯大学毕业证学位证留信学历认证成绩单补办
(办理原版一样)Flinders毕业证弗林德斯大学毕业证学位证留信学历认证成绩单补办fqiuho152
 
What Causes The key not detected Message In Mercedes Cars
What Causes The key not detected Message In Mercedes CarsWhat Causes The key not detected Message In Mercedes Cars
What Causes The key not detected Message In Mercedes CarsGermany's Best Inc
 

Dernier (20)

Transportation Electrification Funding Strategy by Jeff Allen and Brandt Hert...
Transportation Electrification Funding Strategy by Jeff Allen and Brandt Hert...Transportation Electrification Funding Strategy by Jeff Allen and Brandt Hert...
Transportation Electrification Funding Strategy by Jeff Allen and Brandt Hert...
 
call girls in Jama Masjid (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Jama Masjid (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Jama Masjid (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Jama Masjid (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
 
2024 TOP 10 most fuel-efficient vehicles according to the US agency
2024 TOP 10 most fuel-efficient vehicles according to the US agency2024 TOP 10 most fuel-efficient vehicles according to the US agency
2024 TOP 10 most fuel-efficient vehicles according to the US agency
 
248649330-Animatronics-Technical-Seminar-Report-by-Aswin-Sarang.pdf
248649330-Animatronics-Technical-Seminar-Report-by-Aswin-Sarang.pdf248649330-Animatronics-Technical-Seminar-Report-by-Aswin-Sarang.pdf
248649330-Animatronics-Technical-Seminar-Report-by-Aswin-Sarang.pdf
 
-The-Present-Simple-Tense.pdf english hh
-The-Present-Simple-Tense.pdf english hh-The-Present-Simple-Tense.pdf english hh
-The-Present-Simple-Tense.pdf english hh
 
907MTAMount Coventry University Bachelor's Diploma in Engineering
907MTAMount Coventry University Bachelor's Diploma in Engineering907MTAMount Coventry University Bachelor's Diploma in Engineering
907MTAMount Coventry University Bachelor's Diploma in Engineering
 
原版1:1定制阳光海岸大学毕业证(JCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制阳光海岸大学毕业证(JCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制阳光海岸大学毕业证(JCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制阳光海岸大学毕业证(JCU毕业证)#文凭成绩单#真实留信学历认证永久存档
 
What Could Cause A VW Tiguan's Radiator Fan To Stop Working
What Could Cause A VW Tiguan's Radiator Fan To Stop WorkingWhat Could Cause A VW Tiguan's Radiator Fan To Stop Working
What Could Cause A VW Tiguan's Radiator Fan To Stop Working
 
(USQ毕业证)南昆士兰大学毕业证学位证成绩单修改留信学历认证原版一比一
(USQ毕业证)南昆士兰大学毕业证学位证成绩单修改留信学历认证原版一比一(USQ毕业证)南昆士兰大学毕业证学位证成绩单修改留信学历认证原版一比一
(USQ毕业证)南昆士兰大学毕业证学位证成绩单修改留信学历认证原版一比一
 
sauth delhi call girls in Connaught Place🔝 9953056974 🔝 escort Service
sauth delhi call girls in  Connaught Place🔝 9953056974 🔝 escort Servicesauth delhi call girls in  Connaught Place🔝 9953056974 🔝 escort Service
sauth delhi call girls in Connaught Place🔝 9953056974 🔝 escort Service
 
(毕业原版)曼尼托巴大学毕业证(曼大学位证)毕业证成绩单留信学历认证原版一比一
(毕业原版)曼尼托巴大学毕业证(曼大学位证)毕业证成绩单留信学历认证原版一比一(毕业原版)曼尼托巴大学毕业证(曼大学位证)毕业证成绩单留信学历认证原版一比一
(毕业原版)曼尼托巴大学毕业证(曼大学位证)毕业证成绩单留信学历认证原版一比一
 
2.2 CLSS hydraulic Pumps on komatsu pc200 series
2.2 CLSS hydraulic Pumps on komatsu pc200 series2.2 CLSS hydraulic Pumps on komatsu pc200 series
2.2 CLSS hydraulic Pumps on komatsu pc200 series
 
定制(MSVU毕业证书)圣文森山大学毕业证毕业证成绩单原版一比一定制
定制(MSVU毕业证书)圣文森山大学毕业证毕业证成绩单原版一比一定制定制(MSVU毕业证书)圣文森山大学毕业证毕业证成绩单原版一比一定制
定制(MSVU毕业证书)圣文森山大学毕业证毕业证成绩单原版一比一定制
 
IPCR-Individual-Performance-Commitment-and-Review.doc
IPCR-Individual-Performance-Commitment-and-Review.docIPCR-Individual-Performance-Commitment-and-Review.doc
IPCR-Individual-Performance-Commitment-and-Review.doc
 
What Could Be Causing My Jaguar XF To Lose Coolant
What Could Be Causing My Jaguar XF To Lose CoolantWhat Could Be Causing My Jaguar XF To Lose Coolant
What Could Be Causing My Jaguar XF To Lose Coolant
 
Digamma - CertiCon Team Skills and Qualifications
Digamma - CertiCon Team Skills and QualificationsDigamma - CertiCon Team Skills and Qualifications
Digamma - CertiCon Team Skills and Qualifications
 
原版1:1复刻俄亥俄州立大学毕业证OSU毕业证留信学历认证
原版1:1复刻俄亥俄州立大学毕业证OSU毕业证留信学历认证原版1:1复刻俄亥俄州立大学毕业证OSU毕业证留信学历认证
原版1:1复刻俄亥俄州立大学毕业证OSU毕业证留信学历认证
 
办理阳光海岸大学毕业证成绩单原版一比一
办理阳光海岸大学毕业证成绩单原版一比一办理阳光海岸大学毕业证成绩单原版一比一
办理阳光海岸大学毕业证成绩单原版一比一
 
(办理原版一样)Flinders毕业证弗林德斯大学毕业证学位证留信学历认证成绩单补办
(办理原版一样)Flinders毕业证弗林德斯大学毕业证学位证留信学历认证成绩单补办(办理原版一样)Flinders毕业证弗林德斯大学毕业证学位证留信学历认证成绩单补办
(办理原版一样)Flinders毕业证弗林德斯大学毕业证学位证留信学历认证成绩单补办
 
What Causes The key not detected Message In Mercedes Cars
What Causes The key not detected Message In Mercedes CarsWhat Causes The key not detected Message In Mercedes Cars
What Causes The key not detected Message In Mercedes Cars
 

Updated - The Future of Automotive Data 25 07 16