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ARTIFICIAL INTELLIGENCE
A TECHNOLOGY WITH MANY STUNNING CAPABILITIES
1997:
Deep Blue
2017:
Alpha Go
2011:
Watson
ARTIFICIAL INTELLIGENCE
A REVOLUTION UNDERWAY
Just as electricity transformed almost
everything 100 years ago, today I actually have
a hard time thinking of an industry that I don’t
think AI will transform in the next several years.
Andrew Ng
Creator of Google Brain, Founder of Coursera
«
»
A
REVOLUTION
?
What is artificial
intelligence all about?
How will it change our
businesses?
I.ARTIFICIAL INTELLIGENCE:
A NEW EL DORADO
III.NEW MARKET, NEW STRATEGIES
II.THE IMPACT ON BUILDINGS AND
INFRASTRUCTURE
ARTIFICIAL INTELLIGENCE:
A NEW EL DORADO
I.
ARTIFICIAL INTELLIGENCE
“Creating algorithms makes it possible to
simulate a kind of human intelligence.”
ALGORITHM
A set of instructions that make it possible to solve a problem.
The Google
search algorithm
A cooking
recipe
Where do we find algorithms? How does it work?
Data
Ingredients
Algorithm
Recipe
Result
Meal
SEVERAL FIELDS OF DEVELOPMENT
Computer
vision
Knowledge
Representation
Automatic
Natural
Language
Processing
Voice
recognition and
synthesis
Reasoning Planning
AI, A TECHNOLOGY WITH A LONG HISTORY
Artificial intelligence is a concept invented in 1956
during the Dartmouth Workshop. At the time, it
involved symbolic programming, pursued within
the intrinsic limits of its top-down development
structure.
A NEW MOMENTUM
WITH MACHINE LEARNING
Contrary to symbolic programming, machine
learning is fueled by the data system, which teaches
itself based on its actions, with no need to impose
rules in an iterative way.
A CONTINUOUS IMPROVEMENT APPROACH
THAT HAS ALREADY ACHIEVED SPECTACULAR RESULTS
Machine learning algorithms get better every year.
Since 2017, some can even recognize images
better than the average human!
Do you see a muffin or a
chihuahua?
Data SoftwareHardware
SOFTWARE:
JUST ONE OF AI’S 3 CORNERSTONES
Three strengths contribute to this new wave of development in artificial
intelligence. All three are needed to become a leader in AI.
TECHNICAL ADVANCES
ACCESSIBLE TO EVERYONE
Structures
Open-source library
of code structures for
machine learning
Toolkit of services for
hosting, analyzing, and
developing AI solutions
Pre-written code recipes
for a specific function
(customer relations, etc.)
Code recipesPlatform
FOUR MAJOR BENEFITS
FOR INDUSTRY
Just like the steam engine before it, AI is a “general application
technology” that applies to all fields of economic and human activity.
Augment AutomateAnticipateOptimize
GOOGLE OPTIMIZES ENERGY USE AT ITS BUILDINGS
MICROSOFT ENABLES COMPANIES TO REDUCE THE RISK OF
WORKPLACE ACCIDENTS
THYSSENKRUPP ANTICIPATES OUTAGES AND MAXIMIZES
ELEVATOR AVAILABILITY
www.thyssenkrupp-ascenseurs.fr/installations-neuves/
TESLA AUTOMATES DRIVING
TODAY:
A HANDFUL OF SECTORS
Connected objects
and factories
Retail / CRMHealth/Well-being Publicity/Marketing Finance/Insurance
CONNECTED OBJECTS
AND FACTORIES
- Synchronizing and automating
machines (robotics)
- Analyzing flows and optimization
(energy, inventory)
- Predictive maintenance
HEALTH/WELL-BEING
- Risk analysis
- Patient data analysis
- Medical imaging and diagnostic
assistance
- Discovering new treatments
RETAIL/CRM
- Multi-channel marketing
- Conversational commerce
- Targeting and pricing in real-time
PUBLICITY/MARKETING
- 1:1 Marketing
- Smart emailing and targeting
- Predicting needs
FINANCE/INSURANCE
- Detecting fraud and compliance risk
- Evaluating credit risk
- Quantitative management of stocks
TOMORROW:
ALL INDUSTRIES
CES 2016: Toyota plans
to reinvent itself using
artificial intelligence
Artificial intelligence:
Toyota creates a 100
million euro investment
fund
Artificial intelligence
revolutionizes the supply
chain
Volkswagen and Nvidia
team up in artificial
intelligence
Sharp bets on the Internet
of Things and artificial
intelligence to grow by
60% over 3 years
A DISRUPTIVE IMPACT
ON BUILDINGS AND
INFRASTRUCTURE
II.
Sensors
- GPS sensors
- Drones
- Tablets/smartphones
- Human
- 3G, 4G, WiFi connectivity
- Cloud- Tablets, smartphones
- Dashboards
- Sharing tools
Connectivity and cloudSharing tools and
interfaces
THE PREREQUISITE: DATA COLLECTION
AND PROCESSING
HOW WILL IT IMPACT VINCI’S
BUSINESSES?
1. DESIGN
5. SECONDARY IMPACTS
3. OPERATIONS
4. NEW OFFERS
2. CONSTRUCTION
1. DESIGN
Stronger market
knowledge
A decision-making tool to learn more
about the project’s field, opportunities,
and constraints.
Automating all of a construction project’s
design tasks using computational BIM
Taking stock of physical constraints
and exploring new frontiers in design
From concept to
planning in a click
Architect
algorithms
BON DE VISITE DEVELOPS A DECISION-MAKING
TOOL FOR COMPANY EXPANSION
SITESCAN CONDUCTS PRELIMINARY FIELD STUDIES
OF CONSTRUCTION SITES BY DRONE
3DS AND AUTODESK CREATE GENERATIVE DESIGN SOFTWARE
CONNECTED TO THEIR CLOUD PLATFORMS
XTREEE, PAIRS GENERATIVE DESIGN AND 3D PRINTING TO
PRODUCE COMPLEX AND STUNNING BUILDING SECTIONS
JE DUNN CONSTRUCTION REDUCED ITS PRE-DESIGN PHASE
TO 12 WEEKS USING COMPUTATIONAL BIM
2. CONSTRUCTION
Assisted
construction
Remote auditing and monitoring of
construction sites optimizes resource
management
Automating construction equipment
changes the way operators work and
improves construction site safety
Augment the physical and decision-
making capacities of operators
Autonomous heavy
equipment
Augmenting
operator
KESPRY CREATES A DRONE CONTROL SYSTEM
TO SURVEY TOPOGRAPHY
KOMTRAX HELPS TO OPTIMIZE THE OPERATIONAL
MANAGEMENT OF CONSTRUCTION SITES
CARNEGIE MELLON UNIVERSITY IN PITTSBURGH USES AI
TO CREATE ADAPTABLE AND AUTONOMOUS EXOSKELETONS
SCOPEAR INTRODUCES AUGMENTED
REALITY ON CONSTRUCTION SITES
https://www.scopear.com/wp-content/uploads/2016/03/
home-hero.jpg?id=4010
KOMATSU DEVELOPS AUTONOMOUS
CONSTRUCTION EQUIPMENT
© Paulo Valdivieso
RIO TINTO OPERATES ONE OF ITS MINES THROUGH
A FULLY AUTOMATED PROCESS
http://www.riotinto.com/media/photo-library-263.aspx?&y=80
ROYAL AND KRATOS OFFER DRIVERLESS
CONSTRUCTION VEHICLES
Flow management
Optimizing energy use or
available spaces in parking
garages
Predictive maintenance
Anticipating outages and
taking early action
Optimizing operation
Adapting to actual
practices and transforming
infrastructure accordingly
3. OPERATIONS
ELUM DEVELOPS A PLATFORM TO MANAGE
ENERGY SITES
http://elum-energy.com/dashboard-fr/
STANLEY ROBOTICS CREATES A SOLUTION
TO MANAGE VEHICLES IN PARKING GARAGES
https://urbanattitude.fr/stanley-robotics/#!prettyPhoto/0/
THAMES WATER ADOPTED
PREDICTIVE MAINTENANCE
BETTERVIEW USES DRONES TO IDENTIFY
MALFUNCTIONS AUTOMATICALLY
VINCI AUTOROUTES CONTROLS TRAFFIC FLOW
THROUGH DYNAMIC IMAGE RECOGNITION
©Pedro Gonçalves
ALPHABET REVEALS ITS PLANS TO BUILD THE QUAYSIDE
NEIGHBORHOOD IN TORONTO
https://sidewalktoronto.ca/wp-content/uploads/2017/10/Sidewalk-Labs-Vision-Sections-of-RFP-Submission.pdf
New services,
functionalities and
expectations
Imagining new services that
correspond to new consumer
expectations suggested by AI
New business models:
infra as a service
Designing new business
models by seizing the
advantages offered by AI
Infrastructure within an
ecosystem
Recentering activities
around data
4. NEW OFFERS
NETATMO AND VELUX OFFER WINDOWS
THAT ADAPT TO OCCUPANT HABITS
http://www.velux.fr/produits/fenetres/fenetre-integra#tech
NEST OPTIMIZES HOME ENERGY USE AUTOMATICALLY
HITACHI DEVELOPS ROBOT TRANSLATORS
FOR THE 2020 OLYMPICS
GENERAL ELECTRIC OPTIMIZES E.ON’S WIND FARMS
https://www.flickr.com/photos/stevepj2009/6869407810/
CITEOS EQUIPS CHARTRES AND AIX-LES-BAINS
WITH SMART STREETLAMPS
Automobile
Autonomous cars lead to
infrastructure changes
Materials
The development of new
materials helps rethink
construction
5. SECONDARY IMPACTS
AUTONOMOUS CARS DISRUPT
INFRASTRUCTURE
Road signs that
cater to cars
Smart cars and
changes in the
value chain
New infrastructure:
energy and connectivity
New practices
and impacts on
infrastructure
Data: a new player
in infrastructure
Autonomous cars are the result of developing
artificial intelligence for automobiles.
NEW MATERIALS THAT OPEN
UP NEW OPPORTUNITIES
Greater stability
and less density
Collecting and
capturing energy
Preventing
corrosion and
coexisting with the
environment
Collecting and
transforming
pollutants
NEW MARKET,
NEW STRATEGIESIII.
SOFTWARE PLAYERS:
THE NEW LEADERS OF THE GAME?
Software and data
processing giants
Digital platforms
dedicated to
infrastructure
Players in the construction
value chain
Each new client presents new
situations and environments,
producing new data sets
ENHANCED EXPERTISE
MORE DATA COLLECTED
BETTER ALGORITHMSNEW PROJECT
PLATFORMS: KEY PLAYERS AND
PERMANENT IMPROVEMENT
Algorithms become more precise
when trained with new data
sets and confronted with new
situations
ENHANCED EXPERTISE
MORE DATA COLLECTED
BETTER ALGORITHMSNEW PROJECT
PLATFORMS: KEY PLAYERS AND
PERMANENT IMPROVEMENT
Improving algorithms and their
ability to deliver fast responses
helps to advance the platform’s
expertise
ENHANCED EXPERTISE
MORE DATA COLLECTED
BETTER ALGORITHMSNEW PROJECT
PLATFORMS: KEY PLAYERS AND
PERMANENT IMPROVEMENT
Permanent improvement of
this expertise becomes the
platform’s leading skill and the
main argument for convincing
new industrial clients to use its
services to conduct their projects
ENHANCED EXPERTISE
MORE DATA COLLECTED
BETTER ALGORITHMSNEW PROJECT
PLATFORMS: KEY PLAYERS AND
PERMANENT IMPROVEMENT
NEW COMPETITIVE DYNAMICS
Concentration
Network effects
concentrate software’s
value-added into a
handful of key players
Newcomers
These players can provide
the combined data and
algorithmic expertise to
newcomers, who only
handle the execution
Competition
These new players
compete with
construction companies
and operators by using
data as a competitive
advantage
ADOPTING A PROACTIVE INSTEAD
OF A REACTIVE APPROACH
AI’s imminent arrival in the infrastructure sector
sends a strong message of the coming paradigm
shift from an economy based on physical
infrastructure to an information economy.
Use
Difficulty :
Mastery :
Partnership
Difficulty:
Mastery :
Integration
Difficulty :
Mastery :
SEVERAL POSSIBLE RESPONSES
FOR TRADITIONAL PLAYERS
Technical
How to capture, qualify, and
process my data?
Legal
How to protect my data
and how to comply with
restrictions connected to
personal data?
Business
How to use my data and seize
an operational, financial, and
strategic benefit?
PLACING DATA AT THE HEART OF
STRATEGY
ACQUIRING NEW SKILLS
New needs, new profiles How to react to these needs?
Outsourcing Recruiting
Training and
mobility
Updating
skills
Rarity of
profiles
Producing a POC Favoring collective
intelligence
Initiating discussions and
studying the possibility of a
use case
A 10-YEAR STRATEGY AND A 6-MONTH
ACTION PLAN
leonard.vinci.com
@WeAreLeonard
contact.leonard@vinci.com

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Emerging Trend #2 | Artificial Intelligence, construction and operations of buildings and infrastructure

  • 1.
  • 2. ARTIFICIAL INTELLIGENCE A TECHNOLOGY WITH MANY STUNNING CAPABILITIES 1997: Deep Blue 2017: Alpha Go 2011: Watson
  • 3. ARTIFICIAL INTELLIGENCE A REVOLUTION UNDERWAY Just as electricity transformed almost everything 100 years ago, today I actually have a hard time thinking of an industry that I don’t think AI will transform in the next several years. Andrew Ng Creator of Google Brain, Founder of Coursera « »
  • 4. A REVOLUTION ? What is artificial intelligence all about? How will it change our businesses?
  • 5. I.ARTIFICIAL INTELLIGENCE: A NEW EL DORADO III.NEW MARKET, NEW STRATEGIES II.THE IMPACT ON BUILDINGS AND INFRASTRUCTURE
  • 7. ARTIFICIAL INTELLIGENCE “Creating algorithms makes it possible to simulate a kind of human intelligence.”
  • 8. ALGORITHM A set of instructions that make it possible to solve a problem. The Google search algorithm A cooking recipe Where do we find algorithms? How does it work? Data Ingredients Algorithm Recipe Result Meal
  • 9. SEVERAL FIELDS OF DEVELOPMENT Computer vision Knowledge Representation Automatic Natural Language Processing Voice recognition and synthesis Reasoning Planning
  • 10. AI, A TECHNOLOGY WITH A LONG HISTORY Artificial intelligence is a concept invented in 1956 during the Dartmouth Workshop. At the time, it involved symbolic programming, pursued within the intrinsic limits of its top-down development structure.
  • 11. A NEW MOMENTUM WITH MACHINE LEARNING Contrary to symbolic programming, machine learning is fueled by the data system, which teaches itself based on its actions, with no need to impose rules in an iterative way.
  • 12. A CONTINUOUS IMPROVEMENT APPROACH THAT HAS ALREADY ACHIEVED SPECTACULAR RESULTS Machine learning algorithms get better every year. Since 2017, some can even recognize images better than the average human! Do you see a muffin or a chihuahua?
  • 13. Data SoftwareHardware SOFTWARE: JUST ONE OF AI’S 3 CORNERSTONES Three strengths contribute to this new wave of development in artificial intelligence. All three are needed to become a leader in AI.
  • 14. TECHNICAL ADVANCES ACCESSIBLE TO EVERYONE Structures Open-source library of code structures for machine learning Toolkit of services for hosting, analyzing, and developing AI solutions Pre-written code recipes for a specific function (customer relations, etc.) Code recipesPlatform
  • 15. FOUR MAJOR BENEFITS FOR INDUSTRY Just like the steam engine before it, AI is a “general application technology” that applies to all fields of economic and human activity. Augment AutomateAnticipateOptimize
  • 16. GOOGLE OPTIMIZES ENERGY USE AT ITS BUILDINGS
  • 17. MICROSOFT ENABLES COMPANIES TO REDUCE THE RISK OF WORKPLACE ACCIDENTS
  • 18. THYSSENKRUPP ANTICIPATES OUTAGES AND MAXIMIZES ELEVATOR AVAILABILITY www.thyssenkrupp-ascenseurs.fr/installations-neuves/
  • 20. TODAY: A HANDFUL OF SECTORS Connected objects and factories Retail / CRMHealth/Well-being Publicity/Marketing Finance/Insurance
  • 21. CONNECTED OBJECTS AND FACTORIES - Synchronizing and automating machines (robotics) - Analyzing flows and optimization (energy, inventory) - Predictive maintenance
  • 22. HEALTH/WELL-BEING - Risk analysis - Patient data analysis - Medical imaging and diagnostic assistance - Discovering new treatments
  • 23. RETAIL/CRM - Multi-channel marketing - Conversational commerce - Targeting and pricing in real-time
  • 24. PUBLICITY/MARKETING - 1:1 Marketing - Smart emailing and targeting - Predicting needs
  • 25. FINANCE/INSURANCE - Detecting fraud and compliance risk - Evaluating credit risk - Quantitative management of stocks
  • 26. TOMORROW: ALL INDUSTRIES CES 2016: Toyota plans to reinvent itself using artificial intelligence Artificial intelligence: Toyota creates a 100 million euro investment fund Artificial intelligence revolutionizes the supply chain Volkswagen and Nvidia team up in artificial intelligence Sharp bets on the Internet of Things and artificial intelligence to grow by 60% over 3 years
  • 27. A DISRUPTIVE IMPACT ON BUILDINGS AND INFRASTRUCTURE II.
  • 28. Sensors - GPS sensors - Drones - Tablets/smartphones - Human - 3G, 4G, WiFi connectivity - Cloud- Tablets, smartphones - Dashboards - Sharing tools Connectivity and cloudSharing tools and interfaces THE PREREQUISITE: DATA COLLECTION AND PROCESSING
  • 29. HOW WILL IT IMPACT VINCI’S BUSINESSES? 1. DESIGN 5. SECONDARY IMPACTS 3. OPERATIONS 4. NEW OFFERS 2. CONSTRUCTION
  • 30. 1. DESIGN Stronger market knowledge A decision-making tool to learn more about the project’s field, opportunities, and constraints. Automating all of a construction project’s design tasks using computational BIM Taking stock of physical constraints and exploring new frontiers in design From concept to planning in a click Architect algorithms
  • 31. BON DE VISITE DEVELOPS A DECISION-MAKING TOOL FOR COMPANY EXPANSION
  • 32. SITESCAN CONDUCTS PRELIMINARY FIELD STUDIES OF CONSTRUCTION SITES BY DRONE
  • 33. 3DS AND AUTODESK CREATE GENERATIVE DESIGN SOFTWARE CONNECTED TO THEIR CLOUD PLATFORMS
  • 34. XTREEE, PAIRS GENERATIVE DESIGN AND 3D PRINTING TO PRODUCE COMPLEX AND STUNNING BUILDING SECTIONS
  • 35. JE DUNN CONSTRUCTION REDUCED ITS PRE-DESIGN PHASE TO 12 WEEKS USING COMPUTATIONAL BIM
  • 36. 2. CONSTRUCTION Assisted construction Remote auditing and monitoring of construction sites optimizes resource management Automating construction equipment changes the way operators work and improves construction site safety Augment the physical and decision- making capacities of operators Autonomous heavy equipment Augmenting operator
  • 37. KESPRY CREATES A DRONE CONTROL SYSTEM TO SURVEY TOPOGRAPHY
  • 38. KOMTRAX HELPS TO OPTIMIZE THE OPERATIONAL MANAGEMENT OF CONSTRUCTION SITES
  • 39. CARNEGIE MELLON UNIVERSITY IN PITTSBURGH USES AI TO CREATE ADAPTABLE AND AUTONOMOUS EXOSKELETONS
  • 40. SCOPEAR INTRODUCES AUGMENTED REALITY ON CONSTRUCTION SITES https://www.scopear.com/wp-content/uploads/2016/03/ home-hero.jpg?id=4010
  • 41. KOMATSU DEVELOPS AUTONOMOUS CONSTRUCTION EQUIPMENT © Paulo Valdivieso
  • 42. RIO TINTO OPERATES ONE OF ITS MINES THROUGH A FULLY AUTOMATED PROCESS http://www.riotinto.com/media/photo-library-263.aspx?&y=80
  • 43. ROYAL AND KRATOS OFFER DRIVERLESS CONSTRUCTION VEHICLES
  • 44. Flow management Optimizing energy use or available spaces in parking garages Predictive maintenance Anticipating outages and taking early action Optimizing operation Adapting to actual practices and transforming infrastructure accordingly 3. OPERATIONS
  • 45. ELUM DEVELOPS A PLATFORM TO MANAGE ENERGY SITES http://elum-energy.com/dashboard-fr/
  • 46. STANLEY ROBOTICS CREATES A SOLUTION TO MANAGE VEHICLES IN PARKING GARAGES https://urbanattitude.fr/stanley-robotics/#!prettyPhoto/0/
  • 48. BETTERVIEW USES DRONES TO IDENTIFY MALFUNCTIONS AUTOMATICALLY
  • 49. VINCI AUTOROUTES CONTROLS TRAFFIC FLOW THROUGH DYNAMIC IMAGE RECOGNITION ©Pedro Gonçalves
  • 50. ALPHABET REVEALS ITS PLANS TO BUILD THE QUAYSIDE NEIGHBORHOOD IN TORONTO https://sidewalktoronto.ca/wp-content/uploads/2017/10/Sidewalk-Labs-Vision-Sections-of-RFP-Submission.pdf
  • 51. New services, functionalities and expectations Imagining new services that correspond to new consumer expectations suggested by AI New business models: infra as a service Designing new business models by seizing the advantages offered by AI Infrastructure within an ecosystem Recentering activities around data 4. NEW OFFERS
  • 52. NETATMO AND VELUX OFFER WINDOWS THAT ADAPT TO OCCUPANT HABITS http://www.velux.fr/produits/fenetres/fenetre-integra#tech
  • 53. NEST OPTIMIZES HOME ENERGY USE AUTOMATICALLY
  • 54. HITACHI DEVELOPS ROBOT TRANSLATORS FOR THE 2020 OLYMPICS
  • 55. GENERAL ELECTRIC OPTIMIZES E.ON’S WIND FARMS https://www.flickr.com/photos/stevepj2009/6869407810/
  • 56. CITEOS EQUIPS CHARTRES AND AIX-LES-BAINS WITH SMART STREETLAMPS
  • 57. Automobile Autonomous cars lead to infrastructure changes Materials The development of new materials helps rethink construction 5. SECONDARY IMPACTS
  • 58. AUTONOMOUS CARS DISRUPT INFRASTRUCTURE Road signs that cater to cars Smart cars and changes in the value chain New infrastructure: energy and connectivity New practices and impacts on infrastructure Data: a new player in infrastructure Autonomous cars are the result of developing artificial intelligence for automobiles.
  • 59. NEW MATERIALS THAT OPEN UP NEW OPPORTUNITIES Greater stability and less density Collecting and capturing energy Preventing corrosion and coexisting with the environment Collecting and transforming pollutants
  • 61. SOFTWARE PLAYERS: THE NEW LEADERS OF THE GAME? Software and data processing giants Digital platforms dedicated to infrastructure Players in the construction value chain
  • 62. Each new client presents new situations and environments, producing new data sets ENHANCED EXPERTISE MORE DATA COLLECTED BETTER ALGORITHMSNEW PROJECT PLATFORMS: KEY PLAYERS AND PERMANENT IMPROVEMENT
  • 63. Algorithms become more precise when trained with new data sets and confronted with new situations ENHANCED EXPERTISE MORE DATA COLLECTED BETTER ALGORITHMSNEW PROJECT PLATFORMS: KEY PLAYERS AND PERMANENT IMPROVEMENT
  • 64. Improving algorithms and their ability to deliver fast responses helps to advance the platform’s expertise ENHANCED EXPERTISE MORE DATA COLLECTED BETTER ALGORITHMSNEW PROJECT PLATFORMS: KEY PLAYERS AND PERMANENT IMPROVEMENT
  • 65. Permanent improvement of this expertise becomes the platform’s leading skill and the main argument for convincing new industrial clients to use its services to conduct their projects ENHANCED EXPERTISE MORE DATA COLLECTED BETTER ALGORITHMSNEW PROJECT PLATFORMS: KEY PLAYERS AND PERMANENT IMPROVEMENT
  • 66. NEW COMPETITIVE DYNAMICS Concentration Network effects concentrate software’s value-added into a handful of key players Newcomers These players can provide the combined data and algorithmic expertise to newcomers, who only handle the execution Competition These new players compete with construction companies and operators by using data as a competitive advantage
  • 67. ADOPTING A PROACTIVE INSTEAD OF A REACTIVE APPROACH AI’s imminent arrival in the infrastructure sector sends a strong message of the coming paradigm shift from an economy based on physical infrastructure to an information economy.
  • 69. Technical How to capture, qualify, and process my data? Legal How to protect my data and how to comply with restrictions connected to personal data? Business How to use my data and seize an operational, financial, and strategic benefit? PLACING DATA AT THE HEART OF STRATEGY
  • 70. ACQUIRING NEW SKILLS New needs, new profiles How to react to these needs? Outsourcing Recruiting Training and mobility Updating skills Rarity of profiles
  • 71. Producing a POC Favoring collective intelligence Initiating discussions and studying the possibility of a use case A 10-YEAR STRATEGY AND A 6-MONTH ACTION PLAN