SlideShare une entreprise Scribd logo
1  sur  11
Télécharger pour lire hors ligne
Which role for ICTs
Gilbert CETTE Presented by Yves GASSOT
Aix-Marseille School of Economics
CNRS-EHESS
* published in DigiWorld Economics Journal n°100
As a Productivity driver
over the last years and the next future?*
19 November 2015
Future Digital Economy Forum
Copyright © IDATE 2015, 2
Outline
Productivity developments in advanced countries:
Some pictures
1. Labour productivity Growth waves
2. How to explain the productivity slowdown from the early 2000?
3. Sources of the ICT capital coefficient gap with the US?
4. Are we facing a gradual exhaustion of the rate of improvements in the
ICT performances?
5. To conclude…
?
1. Labour productivity Growth waves
End of the 1st.
industrial
revolution
« the one big
wave » 2nd.
industrial
revolution
3rd. industrial
revolution
* Germany, France, Italy, Spain, the Netherlands, Belgium, Portugal and Finland
*
=
𝐺𝐷𝑃
ℎ𝑜𝑢𝑟𝑠 𝑤𝑜𝑟𝑘𝑒𝑑
1. Labour productivity Growth waves
• Labor productivity waves: 3 industrial revolutions (Gordon, 2012, 2013;
Bergeaud, Cett and Lecat, 2013, 2014; …):
- End of XIXth Century (steam engine, railways…)
- Middle of the XXth Century (electricity, internal combution engine, chimistry, …)
- End of the XXth Century (ICTs)
• Delay of non-US countries compared to the US (BCL, 2013, 2014; Craft and
O’Rourke, 2013…)
• Decline of productivity growth at the beginning of the XXI Century, before
the GR (same; …)
• Different story for 2 decades in core and peripherical European
countries, from capital allocation driven by real interest rates (Cette, Fernald
and Mojon, 2015)
2. Labour productivity levels
2. Labour productivity levels
• Catch-up acheived in the 1990s, for the EA,
From non-structural factors: lower working time and/or employment rate
(Bourles and Cette, 2005, 2009)
• Increasing gap from the 1990s
> Numerous explanations:
• Technology diffusion (BCL, 2013, 2014, 2015; OECD, 2015; …)
• Institutions and regulations (Same; Clark and O’Rourke, 2013 ; Van ark,
2015; …)
“A candidate to explain the productivity slowdown could be a sharp slowdown
of the ICT capital deepening process” (with possible 2 components):
a) a lower decrease of the ICT relative price, … (cf. figure)
b) a slowdown of the ICT diffusion
Annual average growth rate of investment price relative to GPD price
In the United states - 1960-2014 - in %
Source: BEA
2. How to explain the productivity slowdown from the
early 2000? (1)
b) The slowdown of the ICT diffusion:
- ICT capital coefficient rose in the 1980s and 1990s = growth in the ICT diffusion
- Maximum at the beginning of the 2000s
- Stagnation of the ICT capital coefficient since 2000
ICT capital coefficient (x100), at current prices (Ratio of ICT capital stock to GDP in current prices) -
Scope: The whole economy - 1970-2013
Source: Cette, Clerc and Bresson (2014) from OECD data
2. How to explain the productivity slowdown from the
early 2000? (2)
3. Sources of ICT capital coefficient gap with the US in 2007
- by 2012, US ICT capital investment = 30% higher than in the EA
- Explanation of the international differences
- post secondary education
- flexibility in the firms organisations and labor market regulations
- competition and market regulations
In % of the gap - Scope: the whole economy
Source: Cette and Lopez (2012)
• There is a debate on the statistics relative to the prices (cf. Byrne, Oliner & Sichel on the chip price
mis-measurements)
• Nevertheless, the focus is no more on the clock speed but on the heat reduction… which could
be seen as a slowdown of chip performance gains
3. Are we facing a gradual exhaustion of the rate of
improvements in the ICT performances?
3. Are we facing a gradual exhaustion of the rate of
improvements in the ICT performances?
- a dramatic productivity slowdown has happened in the US and other developed areas…
- this productivity slowdown seems to be at least partly linked to a decrease of ICT / chips performance gains…
What to expect in the future concerning ICT performances and productivity growth?
- Improvements for robotics (Pratt)
- Gains of research efficiency (Mokyr)
- Big date, IA, 3D printing… (Brynsolfsson & McAfee)
- Rise of China, India … (Fernald & Jones)
- Structural reforms (Cette, Fernal & Mojon) - (Cette, Lopez & Mairesse - 2014)
A : More on the Moore’s law ?...
B : Other techno-optimistic arguments :
ITRS (thanks to “3D”, quantum computing, biochips …)
Byne – Oliner- Sichel
Gordon - Pillai
2004-2012

Contenu connexe

Tendances

Cultural Economic Geography: A New Paradigm for Global Communication Studies?
Cultural Economic Geography: A New Paradigm for Global Communication Studies?Cultural Economic Geography: A New Paradigm for Global Communication Studies?
Cultural Economic Geography: A New Paradigm for Global Communication Studies?Terry Flew
 
Institutional arrangements to promote productivity_Jackson De Toni_Productivi...
Institutional arrangements to promote productivity_Jackson De Toni_Productivi...Institutional arrangements to promote productivity_Jackson De Toni_Productivi...
Institutional arrangements to promote productivity_Jackson De Toni_Productivi...Structuralpolicyanalysis
 
The digital transformation: Measurement and implications for competition and ...
The digital transformation: Measurement and implications for competition and ...The digital transformation: Measurement and implications for competition and ...
The digital transformation: Measurement and implications for competition and ...Structuralpolicyanalysis
 
"Nuevos Mercados y Trabajos para la transformación digital"-OCDE 2016-Cancún
"Nuevos Mercados y Trabajos para la transformación digital"-OCDE 2016-Cancún"Nuevos Mercados y Trabajos para la transformación digital"-OCDE 2016-Cancún
"Nuevos Mercados y Trabajos para la transformación digital"-OCDE 2016-CancúnMaite Vizcarra
 
Productivity Dynamics over the Medium Term
Productivity Dynamics over the Medium TermProductivity Dynamics over the Medium Term
Productivity Dynamics over the Medium TermStructuralpolicyanalysis
 
Cómo facilitar la transformación digital- Según la OECD Cancun 2016
Cómo facilitar la transformación digital- Según la OECD Cancun 2016Cómo facilitar la transformación digital- Según la OECD Cancun 2016
Cómo facilitar la transformación digital- Según la OECD Cancun 2016Maite Vizcarra
 
The Future of U.S. Manufacturing: A Change Manifesto
The Future of U.S. Manufacturing: A Change ManifestoThe Future of U.S. Manufacturing: A Change Manifesto
The Future of U.S. Manufacturing: A Change ManifestoCognizant
 
The Future of Productivity_Dan Andrews_Chiara Criscuolo_Productivity Summit_6...
The Future of Productivity_Dan Andrews_Chiara Criscuolo_Productivity Summit_6...The Future of Productivity_Dan Andrews_Chiara Criscuolo_Productivity Summit_6...
The Future of Productivity_Dan Andrews_Chiara Criscuolo_Productivity Summit_6...Structuralpolicyanalysis
 
BC 8 sectors overview - Dec.2012 (Final)
BC 8 sectors overview - Dec.2012 (Final)BC 8 sectors overview - Dec.2012 (Final)
BC 8 sectors overview - Dec.2012 (Final)Pedro Maranhão
 
The Impact of New Technologies on Jobs and their Effects on Local Economies -...
The Impact of New Technologies on Jobs and their Effects on Local Economies -...The Impact of New Technologies on Jobs and their Effects on Local Economies -...
The Impact of New Technologies on Jobs and their Effects on Local Economies -...OECD CFE
 
Michel Judkiewicz 11.10.2013: Industrial development in Europe and the rest o...
Michel Judkiewicz 11.10.2013: Industrial development in Europe and the rest o...Michel Judkiewicz 11.10.2013: Industrial development in Europe and the rest o...
Michel Judkiewicz 11.10.2013: Industrial development in Europe and the rest o...Sitra / Ekologinen kestävyys
 
Winning in the New Innovation-Based Global Economy: Is Boosting the Supply Si...
Winning in the New Innovation-Based Global Economy:Is Boosting the Supply Si...Winning in the New Innovation-Based Global Economy:Is Boosting the Supply Si...
Winning in the New Innovation-Based Global Economy: Is Boosting the Supply Si...guest8f82af
 
The Productivity J-Curve: How Intangibles Complement General Purpose Technolo...
The Productivity J-Curve: How Intangibles Complement General Purpose Technolo...The Productivity J-Curve: How Intangibles Complement General Purpose Technolo...
The Productivity J-Curve: How Intangibles Complement General Purpose Technolo...Structuralpolicyanalysis
 
PRODUCTIVITY DEVELOPMENT IN THE CONSTRUCTION INDUSTRY BY INTERNATIONAL COMPAR...
PRODUCTIVITY DEVELOPMENT IN THE CONSTRUCTION INDUSTRY BY INTERNATIONAL COMPAR...PRODUCTIVITY DEVELOPMENT IN THE CONSTRUCTION INDUSTRY BY INTERNATIONAL COMPAR...
PRODUCTIVITY DEVELOPMENT IN THE CONSTRUCTION INDUSTRY BY INTERNATIONAL COMPAR...civej
 
US Technology Outlook | Minneapolis | JLL | 2016
US Technology Outlook | Minneapolis | JLL | 2016US Technology Outlook | Minneapolis | JLL | 2016
US Technology Outlook | Minneapolis | JLL | 2016Carolyn Bates
 
Intellectual property Its role in growth, productivity and jobs in the (ICT-b...
Intellectual propertyIts role in growth, productivity and jobs in the (ICT-b...Intellectual propertyIts role in growth, productivity and jobs in the (ICT-b...
Intellectual property Its role in growth, productivity and jobs in the (ICT-b...EOI Escuela de Organización Industrial
 

Tendances (20)

Cultural Economic Geography: A New Paradigm for Global Communication Studies?
Cultural Economic Geography: A New Paradigm for Global Communication Studies?Cultural Economic Geography: A New Paradigm for Global Communication Studies?
Cultural Economic Geography: A New Paradigm for Global Communication Studies?
 
Institutional arrangements to promote productivity_Jackson De Toni_Productivi...
Institutional arrangements to promote productivity_Jackson De Toni_Productivi...Institutional arrangements to promote productivity_Jackson De Toni_Productivi...
Institutional arrangements to promote productivity_Jackson De Toni_Productivi...
 
The digital transformation: Measurement and implications for competition and ...
The digital transformation: Measurement and implications for competition and ...The digital transformation: Measurement and implications for competition and ...
The digital transformation: Measurement and implications for competition and ...
 
The Rise of Artificial Intelligence
The Rise of Artificial IntelligenceThe Rise of Artificial Intelligence
The Rise of Artificial Intelligence
 
"Nuevos Mercados y Trabajos para la transformación digital"-OCDE 2016-Cancún
"Nuevos Mercados y Trabajos para la transformación digital"-OCDE 2016-Cancún"Nuevos Mercados y Trabajos para la transformación digital"-OCDE 2016-Cancún
"Nuevos Mercados y Trabajos para la transformación digital"-OCDE 2016-Cancún
 
Productivity Dynamics over the Medium Term
Productivity Dynamics over the Medium TermProductivity Dynamics over the Medium Term
Productivity Dynamics over the Medium Term
 
Cómo facilitar la transformación digital- Según la OECD Cancun 2016
Cómo facilitar la transformación digital- Según la OECD Cancun 2016Cómo facilitar la transformación digital- Según la OECD Cancun 2016
Cómo facilitar la transformación digital- Según la OECD Cancun 2016
 
The Future of U.S. Manufacturing: A Change Manifesto
The Future of U.S. Manufacturing: A Change ManifestoThe Future of U.S. Manufacturing: A Change Manifesto
The Future of U.S. Manufacturing: A Change Manifesto
 
Mike Veall
Mike VeallMike Veall
Mike Veall
 
The Future of Productivity_Dan Andrews_Chiara Criscuolo_Productivity Summit_6...
The Future of Productivity_Dan Andrews_Chiara Criscuolo_Productivity Summit_6...The Future of Productivity_Dan Andrews_Chiara Criscuolo_Productivity Summit_6...
The Future of Productivity_Dan Andrews_Chiara Criscuolo_Productivity Summit_6...
 
BC 8 sectors overview - Dec.2012 (Final)
BC 8 sectors overview - Dec.2012 (Final)BC 8 sectors overview - Dec.2012 (Final)
BC 8 sectors overview - Dec.2012 (Final)
 
Growing Your Workforce: Attraction, Development and Retention
Growing Your Workforce: Attraction, Development and RetentionGrowing Your Workforce: Attraction, Development and Retention
Growing Your Workforce: Attraction, Development and Retention
 
The Impact of New Technologies on Jobs and their Effects on Local Economies -...
The Impact of New Technologies on Jobs and their Effects on Local Economies -...The Impact of New Technologies on Jobs and their Effects on Local Economies -...
The Impact of New Technologies on Jobs and their Effects on Local Economies -...
 
Michel Judkiewicz 11.10.2013: Industrial development in Europe and the rest o...
Michel Judkiewicz 11.10.2013: Industrial development in Europe and the rest o...Michel Judkiewicz 11.10.2013: Industrial development in Europe and the rest o...
Michel Judkiewicz 11.10.2013: Industrial development in Europe and the rest o...
 
Winning in the New Innovation-Based Global Economy: Is Boosting the Supply Si...
Winning in the New Innovation-Based Global Economy:Is Boosting the Supply Si...Winning in the New Innovation-Based Global Economy:Is Boosting the Supply Si...
Winning in the New Innovation-Based Global Economy: Is Boosting the Supply Si...
 
Mary Veronica Tovsak Pleterski
Mary Veronica Tovsak PleterskiMary Veronica Tovsak Pleterski
Mary Veronica Tovsak Pleterski
 
The Productivity J-Curve: How Intangibles Complement General Purpose Technolo...
The Productivity J-Curve: How Intangibles Complement General Purpose Technolo...The Productivity J-Curve: How Intangibles Complement General Purpose Technolo...
The Productivity J-Curve: How Intangibles Complement General Purpose Technolo...
 
PRODUCTIVITY DEVELOPMENT IN THE CONSTRUCTION INDUSTRY BY INTERNATIONAL COMPAR...
PRODUCTIVITY DEVELOPMENT IN THE CONSTRUCTION INDUSTRY BY INTERNATIONAL COMPAR...PRODUCTIVITY DEVELOPMENT IN THE CONSTRUCTION INDUSTRY BY INTERNATIONAL COMPAR...
PRODUCTIVITY DEVELOPMENT IN THE CONSTRUCTION INDUSTRY BY INTERNATIONAL COMPAR...
 
US Technology Outlook | Minneapolis | JLL | 2016
US Technology Outlook | Minneapolis | JLL | 2016US Technology Outlook | Minneapolis | JLL | 2016
US Technology Outlook | Minneapolis | JLL | 2016
 
Intellectual property Its role in growth, productivity and jobs in the (ICT-b...
Intellectual propertyIts role in growth, productivity and jobs in the (ICT-b...Intellectual propertyIts role in growth, productivity and jobs in the (ICT-b...
Intellectual property Its role in growth, productivity and jobs in the (ICT-b...
 

En vedette

Widget Workshop Advanced Development
Widget Workshop Advanced DevelopmentWidget Workshop Advanced Development
Widget Workshop Advanced DevelopmentDominik Helleberg
 
Android Ice Cream Sandwich WJAX 2011
Android Ice Cream Sandwich WJAX 2011Android Ice Cream Sandwich WJAX 2011
Android Ice Cream Sandwich WJAX 2011Dominik Helleberg
 
No creches yet, poor fret over children's safety
No creches yet, poor fret over children's safetyNo creches yet, poor fret over children's safety
No creches yet, poor fret over children's safetyNursing Crusade
 
Cambio en las TIC's (El Economista)
Cambio en las TIC's (El Economista)Cambio en las TIC's (El Economista)
Cambio en las TIC's (El Economista)EAE Business School
 
Principios para el diseño
Principios para el diseñoPrincipios para el diseño
Principios para el diseñobealcace aleman
 
DWS15 - Digital Knowledge session - Jimmy Wales - Wikipedia
DWS15 - Digital Knowledge session - Jimmy Wales - WikipediaDWS15 - Digital Knowledge session - Jimmy Wales - Wikipedia
DWS15 - Digital Knowledge session - Jimmy Wales - WikipediaIDATE DigiWorld
 
Las posibilidades que ofrecen a la información
Las posibilidades que ofrecen a la informaciónLas posibilidades que ofrecen a la información
Las posibilidades que ofrecen a la informaciónalba catalan
 
Fundamentos básicos de mantenimiento/ Ing. Sony A. Zambrano
Fundamentos básicos de mantenimiento/ Ing. Sony A. ZambranoFundamentos básicos de mantenimiento/ Ing. Sony A. Zambrano
Fundamentos básicos de mantenimiento/ Ing. Sony A. Zambranomiguelsarer95
 

En vedette (14)

Widget Workshop Advanced Development
Widget Workshop Advanced DevelopmentWidget Workshop Advanced Development
Widget Workshop Advanced Development
 
Android Ice Cream Sandwich WJAX 2011
Android Ice Cream Sandwich WJAX 2011Android Ice Cream Sandwich WJAX 2011
Android Ice Cream Sandwich WJAX 2011
 
Widget Workshop Basics
Widget Workshop BasicsWidget Workshop Basics
Widget Workshop Basics
 
Presentación1
Presentación1Presentación1
Presentación1
 
No creches yet, poor fret over children's safety
No creches yet, poor fret over children's safetyNo creches yet, poor fret over children's safety
No creches yet, poor fret over children's safety
 
Cambio en las TIC's (El Economista)
Cambio en las TIC's (El Economista)Cambio en las TIC's (El Economista)
Cambio en las TIC's (El Economista)
 
One APK to rule them all
One APK to rule them allOne APK to rule them all
One APK to rule them all
 
Principios para el diseño
Principios para el diseñoPrincipios para el diseño
Principios para el diseño
 
DWS15 - Digital Knowledge session - Jimmy Wales - Wikipedia
DWS15 - Digital Knowledge session - Jimmy Wales - WikipediaDWS15 - Digital Knowledge session - Jimmy Wales - Wikipedia
DWS15 - Digital Knowledge session - Jimmy Wales - Wikipedia
 
Las posibilidades que ofrecen a la información
Las posibilidades que ofrecen a la informaciónLas posibilidades que ofrecen a la información
Las posibilidades que ofrecen a la información
 
Climate change and poverty: Regional perspectives
 Climate change and poverty: Regional perspectives Climate change and poverty: Regional perspectives
Climate change and poverty: Regional perspectives
 
Fundamentos básicos de mantenimiento/ Ing. Sony A. Zambrano
Fundamentos básicos de mantenimiento/ Ing. Sony A. ZambranoFundamentos básicos de mantenimiento/ Ing. Sony A. Zambrano
Fundamentos básicos de mantenimiento/ Ing. Sony A. Zambrano
 
Sacraments of-Initiation
Sacraments of-InitiationSacraments of-Initiation
Sacraments of-Initiation
 
sociedad de la información
sociedad de la información sociedad de la información
sociedad de la información
 

Similaire à DWS15 - Future Digital Economy Forum - Which role for ICTs - Yves Gassot - IDATE

2014.02.11 - NAEC Invitation_Productivity trends from 1890 to 2012
2014.02.11 - NAEC Invitation_Productivity trends from 1890 to 20122014.02.11 - NAEC Invitation_Productivity trends from 1890 to 2012
2014.02.11 - NAEC Invitation_Productivity trends from 1890 to 2012OECD_NAEC
 
americansdoitbetterslides-1223620501491852-9.ppt
americansdoitbetterslides-1223620501491852-9.pptamericansdoitbetterslides-1223620501491852-9.ppt
americansdoitbetterslides-1223620501491852-9.pptAjay Gangakhedkar
 
Information Technology and Productivity
Information Technology and ProductivityInformation Technology and Productivity
Information Technology and ProductivityChindavanh Vilivong
 
IRJET- Impact of Information Technology on Construction Industry
IRJET- Impact of Information Technology on Construction IndustryIRJET- Impact of Information Technology on Construction Industry
IRJET- Impact of Information Technology on Construction IndustryIRJET Journal
 
Laboratorio "SMART PUGLIA: Verso la strategia di specializzazione intelligent...
Laboratorio "SMART PUGLIA: Verso la strategia di specializzazione intelligent...Laboratorio "SMART PUGLIA: Verso la strategia di specializzazione intelligent...
Laboratorio "SMART PUGLIA: Verso la strategia di specializzazione intelligent...FormezPA - Capacity SUD
 
It Debate Final
It Debate FinalIt Debate Final
It Debate FinalUNU.MERIT
 
Presentazione tesi dottorato
Presentazione tesi dottoratoPresentazione tesi dottorato
Presentazione tesi dottoratoFrancesco Addesa
 
Session 4 a chen et al discussion
Session 4 a chen et al   discussionSession 4 a chen et al   discussion
Session 4 a chen et al discussionIARIW 2014
 
Chiara Criscuolo, How to reach the productvity benefits from the digital tran...
Chiara Criscuolo, How to reach the productvity benefits from the digital tran...Chiara Criscuolo, How to reach the productvity benefits from the digital tran...
Chiara Criscuolo, How to reach the productvity benefits from the digital tran...Istituto nazionale di statistica
 
Bus_transformation Session 1 ( LECTURE 1).pdf
Bus_transformation Session 1 ( LECTURE 1).pdfBus_transformation Session 1 ( LECTURE 1).pdf
Bus_transformation Session 1 ( LECTURE 1).pdfNellyELHassani
 
Digitalisation and Productivity - in Search of the Holy Grail
Digitalisation and Productivity - in Search of the Holy GrailDigitalisation and Productivity - in Search of the Holy Grail
Digitalisation and Productivity - in Search of the Holy GrailOECD, Economics Department
 
Soa Conference 160909 V0.3
Soa Conference 160909 V0.3Soa Conference 160909 V0.3
Soa Conference 160909 V0.3armorilla
 
Presentation by Christian Kastrop on 'Productivity and Public Sector Performa...
Presentation by Christian Kastrop on 'Productivity and Public Sector Performa...Presentation by Christian Kastrop on 'Productivity and Public Sector Performa...
Presentation by Christian Kastrop on 'Productivity and Public Sector Performa...OECD Governance
 
Productivity and public sector performance - Christian Kastrop, OECD Secretariat
Productivity and public sector performance - Christian Kastrop, OECD SecretariatProductivity and public sector performance - Christian Kastrop, OECD Secretariat
Productivity and public sector performance - Christian Kastrop, OECD SecretariatOECD Governance
 
Soa Conference 160909 V0.3
Soa Conference 160909 V0.3Soa Conference 160909 V0.3
Soa Conference 160909 V0.3armorilla
 
Chihiro Watanabe: Platform Ecosystems Impact on GDP - Increasing Dependency o...
Chihiro Watanabe: Platform Ecosystems Impact on GDP - Increasing Dependency o...Chihiro Watanabe: Platform Ecosystems Impact on GDP - Increasing Dependency o...
Chihiro Watanabe: Platform Ecosystems Impact on GDP - Increasing Dependency o...Kansallinen ennakointiverkosto (KEV)
 
ACGMslides2015November
ACGMslides2015NovemberACGMslides2015November
ACGMslides2015Novemberdcomin1
 

Similaire à DWS15 - Future Digital Economy Forum - Which role for ICTs - Yves Gassot - IDATE (20)

2014.02.11 - NAEC Invitation_Productivity trends from 1890 to 2012
2014.02.11 - NAEC Invitation_Productivity trends from 1890 to 20122014.02.11 - NAEC Invitation_Productivity trends from 1890 to 2012
2014.02.11 - NAEC Invitation_Productivity trends from 1890 to 2012
 
americansdoitbetterslides-1223620501491852-9.ppt
americansdoitbetterslides-1223620501491852-9.pptamericansdoitbetterslides-1223620501491852-9.ppt
americansdoitbetterslides-1223620501491852-9.ppt
 
Information Technology and Productivity
Information Technology and ProductivityInformation Technology and Productivity
Information Technology and Productivity
 
IRJET- Impact of Information Technology on Construction Industry
IRJET- Impact of Information Technology on Construction IndustryIRJET- Impact of Information Technology on Construction Industry
IRJET- Impact of Information Technology on Construction Industry
 
Laboratorio "SMART PUGLIA: Verso la strategia di specializzazione intelligent...
Laboratorio "SMART PUGLIA: Verso la strategia di specializzazione intelligent...Laboratorio "SMART PUGLIA: Verso la strategia di specializzazione intelligent...
Laboratorio "SMART PUGLIA: Verso la strategia di specializzazione intelligent...
 
It Debate Final
It Debate FinalIt Debate Final
It Debate Final
 
Presentazione tesi dottorato
Presentazione tesi dottoratoPresentazione tesi dottorato
Presentazione tesi dottorato
 
Session 4 a chen et al discussion
Session 4 a chen et al   discussionSession 4 a chen et al   discussion
Session 4 a chen et al discussion
 
Chiara Criscuolo, How to reach the productvity benefits from the digital tran...
Chiara Criscuolo, How to reach the productvity benefits from the digital tran...Chiara Criscuolo, How to reach the productvity benefits from the digital tran...
Chiara Criscuolo, How to reach the productvity benefits from the digital tran...
 
Bus_transformation Session 1 ( LECTURE 1).pdf
Bus_transformation Session 1 ( LECTURE 1).pdfBus_transformation Session 1 ( LECTURE 1).pdf
Bus_transformation Session 1 ( LECTURE 1).pdf
 
Digitalisation and Productivity - in Search of the Holy Grail
Digitalisation and Productivity - in Search of the Holy GrailDigitalisation and Productivity - in Search of the Holy Grail
Digitalisation and Productivity - in Search of the Holy Grail
 
Suh
SuhSuh
Suh
 
Soa Conference 160909 V0.3
Soa Conference 160909 V0.3Soa Conference 160909 V0.3
Soa Conference 160909 V0.3
 
Presentation by Christian Kastrop on 'Productivity and Public Sector Performa...
Presentation by Christian Kastrop on 'Productivity and Public Sector Performa...Presentation by Christian Kastrop on 'Productivity and Public Sector Performa...
Presentation by Christian Kastrop on 'Productivity and Public Sector Performa...
 
Productivity and public sector performance - Christian Kastrop, OECD Secretariat
Productivity and public sector performance - Christian Kastrop, OECD SecretariatProductivity and public sector performance - Christian Kastrop, OECD Secretariat
Productivity and public sector performance - Christian Kastrop, OECD Secretariat
 
Soa Conference 160909 V0.3
Soa Conference 160909 V0.3Soa Conference 160909 V0.3
Soa Conference 160909 V0.3
 
Innovation and r&d
Innovation and r&dInnovation and r&d
Innovation and r&d
 
Chihiro Watanabe: Platform Ecosystems Impact on GDP - Increasing Dependency o...
Chihiro Watanabe: Platform Ecosystems Impact on GDP - Increasing Dependency o...Chihiro Watanabe: Platform Ecosystems Impact on GDP - Increasing Dependency o...
Chihiro Watanabe: Platform Ecosystems Impact on GDP - Increasing Dependency o...
 
ICT and labor productivity in Colombian manufacturing industry
ICT and labor productivity in Colombian manufacturing industryICT and labor productivity in Colombian manufacturing industry
ICT and labor productivity in Colombian manufacturing industry
 
ACGMslides2015November
ACGMslides2015NovemberACGMslides2015November
ACGMslides2015November
 

Plus de IDATE DigiWorld

DWS19 Seminaire Healthcare William Rolland SNITEM
DWS19 Seminaire Healthcare William Rolland SNITEMDWS19 Seminaire Healthcare William Rolland SNITEM
DWS19 Seminaire Healthcare William Rolland SNITEMIDATE DigiWorld
 
DWS19 Séminaire Healthcare William Rolland SNITEM
DWS19 Séminaire Healthcare William Rolland SNITEMDWS19 Séminaire Healthcare William Rolland SNITEM
DWS19 Séminaire Healthcare William Rolland SNITEMIDATE DigiWorld
 
DWS19 Séminaire Healthcare Pascale Sauvage ASIP
DWS19 Séminaire Healthcare Pascale Sauvage ASIPDWS19 Séminaire Healthcare Pascale Sauvage ASIP
DWS19 Séminaire Healthcare Pascale Sauvage ASIPIDATE DigiWorld
 
DWSPR19 Séminaire E-Santé 180419 - Alexandra MESNER - WiStim
DWSPR19 Séminaire E-Santé 180419 - Alexandra MESNER - WiStimDWSPR19 Séminaire E-Santé 180419 - Alexandra MESNER - WiStim
DWSPR19 Séminaire E-Santé 180419 - Alexandra MESNER - WiStimIDATE DigiWorld
 
DWSPR19 Séminaire E-Santé 180419 - Innovation Stories - Jean-François GAUDY -...
DWSPR19 Séminaire E-Santé 180419 - Innovation Stories - Jean-François GAUDY -...DWSPR19 Séminaire E-Santé 180419 - Innovation Stories - Jean-François GAUDY -...
DWSPR19 Séminaire E-Santé 180419 - Innovation Stories - Jean-François GAUDY -...IDATE DigiWorld
 
DWSPR19 170419 Séminaire Maison connectee - Les enjeux du foyer - Malo DEPINC...
DWSPR19 170419 Séminaire Maison connectee - Les enjeux du foyer - Malo DEPINC...DWSPR19 170419 Séminaire Maison connectee - Les enjeux du foyer - Malo DEPINC...
DWSPR19 170419 Séminaire Maison connectee - Les enjeux du foyer - Malo DEPINC...IDATE DigiWorld
 
DWSPR19 Sessions plenieres 17042019 - 5G - Thierry BOISNON - Nokia
DWSPR19 Sessions plenieres 17042019 - 5G - Thierry BOISNON - Nokia DWSPR19 Sessions plenieres 17042019 - 5G - Thierry BOISNON - Nokia
DWSPR19 Sessions plenieres 17042019 - 5G - Thierry BOISNON - Nokia IDATE DigiWorld
 
DWSPR19 Sessions plenieres 17042019 - Arrivee de la 5G : Much ado about nothi...
DWSPR19 Sessions plenieres 17042019 - Arrivee de la 5G : Much ado about nothi...DWSPR19 Sessions plenieres 17042019 - Arrivee de la 5G : Much ado about nothi...
DWSPR19 Sessions plenieres 17042019 - Arrivee de la 5G : Much ado about nothi...IDATE DigiWorld
 
DWSPR19 Sessions plenieres 17042019 - IA : quelle posture ethique et technolo...
DWSPR19 Sessions plenieres 17042019 - IA : quelle posture ethique et technolo...DWSPR19 Sessions plenieres 17042019 - IA : quelle posture ethique et technolo...
DWSPR19 Sessions plenieres 17042019 - IA : quelle posture ethique et technolo...IDATE DigiWorld
 
DWSPR19 Sessions plenieres 17042019 - Enjeux anthropologiques et strategique...
DWSPR19  Sessions plenieres 17042019 - Enjeux anthropologiques et strategique...DWSPR19  Sessions plenieres 17042019 - Enjeux anthropologiques et strategique...
DWSPR19 Sessions plenieres 17042019 - Enjeux anthropologiques et strategique...IDATE DigiWorld
 
DWSPR19 18042019 - Smart Ageing - Pauline MORNET - IDATE DigiWorld
DWSPR19 18042019 - Smart Ageing - Pauline MORNET - IDATE DigiWorldDWSPR19 18042019 - Smart Ageing - Pauline MORNET - IDATE DigiWorld
DWSPR19 18042019 - Smart Ageing - Pauline MORNET - IDATE DigiWorldIDATE DigiWorld
 
DWSPR19 18042019 Philippe BAUDOUIN et Anne CAUSSE - Cohésion territoriale et ...
DWSPR19 18042019 Philippe BAUDOUIN et Anne CAUSSE - Cohésion territoriale et ...DWSPR19 18042019 Philippe BAUDOUIN et Anne CAUSSE - Cohésion territoriale et ...
DWSPR19 18042019 Philippe BAUDOUIN et Anne CAUSSE - Cohésion territoriale et ...IDATE DigiWorld
 
DWSPR19 18042019 Cohesion territoriale et digital - Pierre-Michel ATTALI - ID...
DWSPR19 18042019 Cohesion territoriale et digital - Pierre-Michel ATTALI - ID...DWSPR19 18042019 Cohesion territoriale et digital - Pierre-Michel ATTALI - ID...
DWSPR19 18042019 Cohesion territoriale et digital - Pierre-Michel ATTALI - ID...IDATE DigiWorld
 
IDATE DigiWorld - Autonomous Cars Antoine Klifa
IDATE DigiWorld - Autonomous Cars Antoine KlifaIDATE DigiWorld - Autonomous Cars Antoine Klifa
IDATE DigiWorld - Autonomous Cars Antoine KlifaIDATE DigiWorld
 
IDATE DigiWorld - From LTE to 5G keypoints
IDATE DigiWorld - From LTE to 5G keypointsIDATE DigiWorld - From LTE to 5G keypoints
IDATE DigiWorld - From LTE to 5G keypointsIDATE DigiWorld
 
DWS17 - Plenary session: Big strategic Bets - Andres LINDLAD - Accenture
DWS17 - Plenary session: Big strategic Bets - Andres LINDLAD - AccentureDWS17 - Plenary session: Big strategic Bets - Andres LINDLAD - Accenture
DWS17 - Plenary session: Big strategic Bets - Andres LINDLAD - AccentureIDATE DigiWorld
 
DWS17 - Plenary Session : Technological Bets - Vincent BONNEAU - IDATE Digiworld
DWS17 - Plenary Session : Technological Bets - Vincent BONNEAU - IDATE DigiworldDWS17 - Plenary Session : Technological Bets - Vincent BONNEAU - IDATE Digiworld
DWS17 - Plenary Session : Technological Bets - Vincent BONNEAU - IDATE DigiworldIDATE DigiWorld
 
DWS17 - Keynote - Sebastien SORIANO - Arcep
DWS17 - Keynote - Sebastien SORIANO - ArcepDWS17 - Keynote - Sebastien SORIANO - Arcep
DWS17 - Keynote - Sebastien SORIANO - ArcepIDATE DigiWorld
 
DWS17 - Smart Mobility seminar - Samuel ROPERT - IDATE Digiworld
DWS17 - Smart Mobility seminar - Samuel ROPERT - IDATE DigiworldDWS17 - Smart Mobility seminar - Samuel ROPERT - IDATE Digiworld
DWS17 - Smart Mobility seminar - Samuel ROPERT - IDATE DigiworldIDATE DigiWorld
 
DWS17 - Investment and digital infrastructure seminar - Roland MONTAGNE - ID...
DWS17 - Investment and digital infrastructure seminar - Roland MONTAGNE -  ID...DWS17 - Investment and digital infrastructure seminar - Roland MONTAGNE -  ID...
DWS17 - Investment and digital infrastructure seminar - Roland MONTAGNE - ID...IDATE DigiWorld
 

Plus de IDATE DigiWorld (20)

DWS19 Seminaire Healthcare William Rolland SNITEM
DWS19 Seminaire Healthcare William Rolland SNITEMDWS19 Seminaire Healthcare William Rolland SNITEM
DWS19 Seminaire Healthcare William Rolland SNITEM
 
DWS19 Séminaire Healthcare William Rolland SNITEM
DWS19 Séminaire Healthcare William Rolland SNITEMDWS19 Séminaire Healthcare William Rolland SNITEM
DWS19 Séminaire Healthcare William Rolland SNITEM
 
DWS19 Séminaire Healthcare Pascale Sauvage ASIP
DWS19 Séminaire Healthcare Pascale Sauvage ASIPDWS19 Séminaire Healthcare Pascale Sauvage ASIP
DWS19 Séminaire Healthcare Pascale Sauvage ASIP
 
DWSPR19 Séminaire E-Santé 180419 - Alexandra MESNER - WiStim
DWSPR19 Séminaire E-Santé 180419 - Alexandra MESNER - WiStimDWSPR19 Séminaire E-Santé 180419 - Alexandra MESNER - WiStim
DWSPR19 Séminaire E-Santé 180419 - Alexandra MESNER - WiStim
 
DWSPR19 Séminaire E-Santé 180419 - Innovation Stories - Jean-François GAUDY -...
DWSPR19 Séminaire E-Santé 180419 - Innovation Stories - Jean-François GAUDY -...DWSPR19 Séminaire E-Santé 180419 - Innovation Stories - Jean-François GAUDY -...
DWSPR19 Séminaire E-Santé 180419 - Innovation Stories - Jean-François GAUDY -...
 
DWSPR19 170419 Séminaire Maison connectee - Les enjeux du foyer - Malo DEPINC...
DWSPR19 170419 Séminaire Maison connectee - Les enjeux du foyer - Malo DEPINC...DWSPR19 170419 Séminaire Maison connectee - Les enjeux du foyer - Malo DEPINC...
DWSPR19 170419 Séminaire Maison connectee - Les enjeux du foyer - Malo DEPINC...
 
DWSPR19 Sessions plenieres 17042019 - 5G - Thierry BOISNON - Nokia
DWSPR19 Sessions plenieres 17042019 - 5G - Thierry BOISNON - Nokia DWSPR19 Sessions plenieres 17042019 - 5G - Thierry BOISNON - Nokia
DWSPR19 Sessions plenieres 17042019 - 5G - Thierry BOISNON - Nokia
 
DWSPR19 Sessions plenieres 17042019 - Arrivee de la 5G : Much ado about nothi...
DWSPR19 Sessions plenieres 17042019 - Arrivee de la 5G : Much ado about nothi...DWSPR19 Sessions plenieres 17042019 - Arrivee de la 5G : Much ado about nothi...
DWSPR19 Sessions plenieres 17042019 - Arrivee de la 5G : Much ado about nothi...
 
DWSPR19 Sessions plenieres 17042019 - IA : quelle posture ethique et technolo...
DWSPR19 Sessions plenieres 17042019 - IA : quelle posture ethique et technolo...DWSPR19 Sessions plenieres 17042019 - IA : quelle posture ethique et technolo...
DWSPR19 Sessions plenieres 17042019 - IA : quelle posture ethique et technolo...
 
DWSPR19 Sessions plenieres 17042019 - Enjeux anthropologiques et strategique...
DWSPR19  Sessions plenieres 17042019 - Enjeux anthropologiques et strategique...DWSPR19  Sessions plenieres 17042019 - Enjeux anthropologiques et strategique...
DWSPR19 Sessions plenieres 17042019 - Enjeux anthropologiques et strategique...
 
DWSPR19 18042019 - Smart Ageing - Pauline MORNET - IDATE DigiWorld
DWSPR19 18042019 - Smart Ageing - Pauline MORNET - IDATE DigiWorldDWSPR19 18042019 - Smart Ageing - Pauline MORNET - IDATE DigiWorld
DWSPR19 18042019 - Smart Ageing - Pauline MORNET - IDATE DigiWorld
 
DWSPR19 18042019 Philippe BAUDOUIN et Anne CAUSSE - Cohésion territoriale et ...
DWSPR19 18042019 Philippe BAUDOUIN et Anne CAUSSE - Cohésion territoriale et ...DWSPR19 18042019 Philippe BAUDOUIN et Anne CAUSSE - Cohésion territoriale et ...
DWSPR19 18042019 Philippe BAUDOUIN et Anne CAUSSE - Cohésion territoriale et ...
 
DWSPR19 18042019 Cohesion territoriale et digital - Pierre-Michel ATTALI - ID...
DWSPR19 18042019 Cohesion territoriale et digital - Pierre-Michel ATTALI - ID...DWSPR19 18042019 Cohesion territoriale et digital - Pierre-Michel ATTALI - ID...
DWSPR19 18042019 Cohesion territoriale et digital - Pierre-Michel ATTALI - ID...
 
IDATE DigiWorld - Autonomous Cars Antoine Klifa
IDATE DigiWorld - Autonomous Cars Antoine KlifaIDATE DigiWorld - Autonomous Cars Antoine Klifa
IDATE DigiWorld - Autonomous Cars Antoine Klifa
 
IDATE DigiWorld - From LTE to 5G keypoints
IDATE DigiWorld - From LTE to 5G keypointsIDATE DigiWorld - From LTE to 5G keypoints
IDATE DigiWorld - From LTE to 5G keypoints
 
DWS17 - Plenary session: Big strategic Bets - Andres LINDLAD - Accenture
DWS17 - Plenary session: Big strategic Bets - Andres LINDLAD - AccentureDWS17 - Plenary session: Big strategic Bets - Andres LINDLAD - Accenture
DWS17 - Plenary session: Big strategic Bets - Andres LINDLAD - Accenture
 
DWS17 - Plenary Session : Technological Bets - Vincent BONNEAU - IDATE Digiworld
DWS17 - Plenary Session : Technological Bets - Vincent BONNEAU - IDATE DigiworldDWS17 - Plenary Session : Technological Bets - Vincent BONNEAU - IDATE Digiworld
DWS17 - Plenary Session : Technological Bets - Vincent BONNEAU - IDATE Digiworld
 
DWS17 - Keynote - Sebastien SORIANO - Arcep
DWS17 - Keynote - Sebastien SORIANO - ArcepDWS17 - Keynote - Sebastien SORIANO - Arcep
DWS17 - Keynote - Sebastien SORIANO - Arcep
 
DWS17 - Smart Mobility seminar - Samuel ROPERT - IDATE Digiworld
DWS17 - Smart Mobility seminar - Samuel ROPERT - IDATE DigiworldDWS17 - Smart Mobility seminar - Samuel ROPERT - IDATE Digiworld
DWS17 - Smart Mobility seminar - Samuel ROPERT - IDATE Digiworld
 
DWS17 - Investment and digital infrastructure seminar - Roland MONTAGNE - ID...
DWS17 - Investment and digital infrastructure seminar - Roland MONTAGNE -  ID...DWS17 - Investment and digital infrastructure seminar - Roland MONTAGNE -  ID...
DWS17 - Investment and digital infrastructure seminar - Roland MONTAGNE - ID...
 

Dernier

Lucknow 💋 Call Girls Adil Nagar | ₹,9500 Pay Cash 8923113531 Free Home Delive...
Lucknow 💋 Call Girls Adil Nagar | ₹,9500 Pay Cash 8923113531 Free Home Delive...Lucknow 💋 Call Girls Adil Nagar | ₹,9500 Pay Cash 8923113531 Free Home Delive...
Lucknow 💋 Call Girls Adil Nagar | ₹,9500 Pay Cash 8923113531 Free Home Delive...anilsa9823
 
如何办理(Adelaide毕业证)阿德莱德大学毕业证成绩单Adelaide学历认证真实可查
如何办理(Adelaide毕业证)阿德莱德大学毕业证成绩单Adelaide学历认证真实可查如何办理(Adelaide毕业证)阿德莱德大学毕业证成绩单Adelaide学历认证真实可查
如何办理(Adelaide毕业证)阿德莱德大学毕业证成绩单Adelaide学历认证真实可查awo24iot
 
Call Girls in Thane 9892124323, Vashi cAll girls Serivces Juhu Escorts, powai...
Call Girls in Thane 9892124323, Vashi cAll girls Serivces Juhu Escorts, powai...Call Girls in Thane 9892124323, Vashi cAll girls Serivces Juhu Escorts, powai...
Call Girls in Thane 9892124323, Vashi cAll girls Serivces Juhu Escorts, powai...Pooja Nehwal
 
VIP Call Girls Kavuri Hills ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With ...
VIP Call Girls Kavuri Hills ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With ...VIP Call Girls Kavuri Hills ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With ...
VIP Call Girls Kavuri Hills ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With ...Suhani Kapoor
 
Low Rate Call Girls Nashik Vedika 7001305949 Independent Escort Service Nashik
Low Rate Call Girls Nashik Vedika 7001305949 Independent Escort Service NashikLow Rate Call Girls Nashik Vedika 7001305949 Independent Escort Service Nashik
Low Rate Call Girls Nashik Vedika 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
Call Girls Chikhali Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Chikhali Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Chikhali Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Chikhali Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
High Profile Call Girls In Andheri 7738631006 Call girls in mumbai Mumbai ...
High Profile Call Girls In Andheri 7738631006 Call girls in mumbai  Mumbai ...High Profile Call Girls In Andheri 7738631006 Call girls in mumbai  Mumbai ...
High Profile Call Girls In Andheri 7738631006 Call girls in mumbai Mumbai ...Pooja Nehwal
 
(=Towel) Dubai Call Girls O525547819 Call Girls In Dubai (Fav0r)
(=Towel) Dubai Call Girls O525547819 Call Girls In Dubai (Fav0r)(=Towel) Dubai Call Girls O525547819 Call Girls In Dubai (Fav0r)
(=Towel) Dubai Call Girls O525547819 Call Girls In Dubai (Fav0r)kojalkojal131
 
VVIP Pune Call Girls Kalyani Nagar (7001035870) Pune Escorts Nearby with Comp...
VVIP Pune Call Girls Kalyani Nagar (7001035870) Pune Escorts Nearby with Comp...VVIP Pune Call Girls Kalyani Nagar (7001035870) Pune Escorts Nearby with Comp...
VVIP Pune Call Girls Kalyani Nagar (7001035870) Pune Escorts Nearby with Comp...Call Girls in Nagpur High Profile
 
Call Girls In Andheri East Call 9892124323 Book Hot And Sexy Girls,
Call Girls In Andheri East Call 9892124323 Book Hot And Sexy Girls,Call Girls In Andheri East Call 9892124323 Book Hot And Sexy Girls,
Call Girls In Andheri East Call 9892124323 Book Hot And Sexy Girls,Pooja Nehwal
 
VIP Call Girls Dharwad 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Dharwad 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Dharwad 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Dharwad 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
Makarba ( Call Girls ) Ahmedabad ✔ 6297143586 ✔ Hot Model With Sexy Bhabi Rea...
Makarba ( Call Girls ) Ahmedabad ✔ 6297143586 ✔ Hot Model With Sexy Bhabi Rea...Makarba ( Call Girls ) Ahmedabad ✔ 6297143586 ✔ Hot Model With Sexy Bhabi Rea...
Makarba ( Call Girls ) Ahmedabad ✔ 6297143586 ✔ Hot Model With Sexy Bhabi Rea...Naicy mandal
 
Pallawi 9167673311 Call Girls in Thane , Independent Escort Service Thane
Pallawi 9167673311  Call Girls in Thane , Independent Escort Service ThanePallawi 9167673311  Call Girls in Thane , Independent Escort Service Thane
Pallawi 9167673311 Call Girls in Thane , Independent Escort Service ThanePooja Nehwal
 
Top Rated Pune Call Girls Ravet ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated  Pune Call Girls Ravet ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Top Rated  Pune Call Girls Ravet ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Ravet ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Call Girls in Nagpur High Profile
 
Develop Keyboard Skill.pptx er power point
Develop Keyboard Skill.pptx er power pointDevelop Keyboard Skill.pptx er power point
Develop Keyboard Skill.pptx er power pointGetawu
 
Book Sex Workers Available Pune Call Girls Yerwada 6297143586 Call Hot India...
Book Sex Workers Available Pune Call Girls Yerwada  6297143586 Call Hot India...Book Sex Workers Available Pune Call Girls Yerwada  6297143586 Call Hot India...
Book Sex Workers Available Pune Call Girls Yerwada 6297143586 Call Hot India...Call Girls in Nagpur High Profile
 
Call Girls in Nagpur Sakshi Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Sakshi Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Sakshi Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Sakshi Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
presentation about microsoft power point
presentation about microsoft power pointpresentation about microsoft power point
presentation about microsoft power pointchhavia330
 
(SANA) Call Girls Landewadi ( 7001035870 ) HI-Fi Pune Escorts Service
(SANA) Call Girls Landewadi ( 7001035870 ) HI-Fi Pune Escorts Service(SANA) Call Girls Landewadi ( 7001035870 ) HI-Fi Pune Escorts Service
(SANA) Call Girls Landewadi ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
(MEGHA) Hinjewadi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune E...
(MEGHA) Hinjewadi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune E...(MEGHA) Hinjewadi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune E...
(MEGHA) Hinjewadi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune E...ranjana rawat
 

Dernier (20)

Lucknow 💋 Call Girls Adil Nagar | ₹,9500 Pay Cash 8923113531 Free Home Delive...
Lucknow 💋 Call Girls Adil Nagar | ₹,9500 Pay Cash 8923113531 Free Home Delive...Lucknow 💋 Call Girls Adil Nagar | ₹,9500 Pay Cash 8923113531 Free Home Delive...
Lucknow 💋 Call Girls Adil Nagar | ₹,9500 Pay Cash 8923113531 Free Home Delive...
 
如何办理(Adelaide毕业证)阿德莱德大学毕业证成绩单Adelaide学历认证真实可查
如何办理(Adelaide毕业证)阿德莱德大学毕业证成绩单Adelaide学历认证真实可查如何办理(Adelaide毕业证)阿德莱德大学毕业证成绩单Adelaide学历认证真实可查
如何办理(Adelaide毕业证)阿德莱德大学毕业证成绩单Adelaide学历认证真实可查
 
Call Girls in Thane 9892124323, Vashi cAll girls Serivces Juhu Escorts, powai...
Call Girls in Thane 9892124323, Vashi cAll girls Serivces Juhu Escorts, powai...Call Girls in Thane 9892124323, Vashi cAll girls Serivces Juhu Escorts, powai...
Call Girls in Thane 9892124323, Vashi cAll girls Serivces Juhu Escorts, powai...
 
VIP Call Girls Kavuri Hills ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With ...
VIP Call Girls Kavuri Hills ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With ...VIP Call Girls Kavuri Hills ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With ...
VIP Call Girls Kavuri Hills ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With ...
 
Low Rate Call Girls Nashik Vedika 7001305949 Independent Escort Service Nashik
Low Rate Call Girls Nashik Vedika 7001305949 Independent Escort Service NashikLow Rate Call Girls Nashik Vedika 7001305949 Independent Escort Service Nashik
Low Rate Call Girls Nashik Vedika 7001305949 Independent Escort Service Nashik
 
Call Girls Chikhali Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Chikhali Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Chikhali Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Chikhali Call Me 7737669865 Budget Friendly No Advance Booking
 
High Profile Call Girls In Andheri 7738631006 Call girls in mumbai Mumbai ...
High Profile Call Girls In Andheri 7738631006 Call girls in mumbai  Mumbai ...High Profile Call Girls In Andheri 7738631006 Call girls in mumbai  Mumbai ...
High Profile Call Girls In Andheri 7738631006 Call girls in mumbai Mumbai ...
 
(=Towel) Dubai Call Girls O525547819 Call Girls In Dubai (Fav0r)
(=Towel) Dubai Call Girls O525547819 Call Girls In Dubai (Fav0r)(=Towel) Dubai Call Girls O525547819 Call Girls In Dubai (Fav0r)
(=Towel) Dubai Call Girls O525547819 Call Girls In Dubai (Fav0r)
 
VVIP Pune Call Girls Kalyani Nagar (7001035870) Pune Escorts Nearby with Comp...
VVIP Pune Call Girls Kalyani Nagar (7001035870) Pune Escorts Nearby with Comp...VVIP Pune Call Girls Kalyani Nagar (7001035870) Pune Escorts Nearby with Comp...
VVIP Pune Call Girls Kalyani Nagar (7001035870) Pune Escorts Nearby with Comp...
 
Call Girls In Andheri East Call 9892124323 Book Hot And Sexy Girls,
Call Girls In Andheri East Call 9892124323 Book Hot And Sexy Girls,Call Girls In Andheri East Call 9892124323 Book Hot And Sexy Girls,
Call Girls In Andheri East Call 9892124323 Book Hot And Sexy Girls,
 
VIP Call Girls Dharwad 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Dharwad 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Dharwad 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Dharwad 7001035870 Whatsapp Number, 24/07 Booking
 
Makarba ( Call Girls ) Ahmedabad ✔ 6297143586 ✔ Hot Model With Sexy Bhabi Rea...
Makarba ( Call Girls ) Ahmedabad ✔ 6297143586 ✔ Hot Model With Sexy Bhabi Rea...Makarba ( Call Girls ) Ahmedabad ✔ 6297143586 ✔ Hot Model With Sexy Bhabi Rea...
Makarba ( Call Girls ) Ahmedabad ✔ 6297143586 ✔ Hot Model With Sexy Bhabi Rea...
 
Pallawi 9167673311 Call Girls in Thane , Independent Escort Service Thane
Pallawi 9167673311  Call Girls in Thane , Independent Escort Service ThanePallawi 9167673311  Call Girls in Thane , Independent Escort Service Thane
Pallawi 9167673311 Call Girls in Thane , Independent Escort Service Thane
 
Top Rated Pune Call Girls Ravet ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated  Pune Call Girls Ravet ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Top Rated  Pune Call Girls Ravet ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Ravet ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
 
Develop Keyboard Skill.pptx er power point
Develop Keyboard Skill.pptx er power pointDevelop Keyboard Skill.pptx er power point
Develop Keyboard Skill.pptx er power point
 
Book Sex Workers Available Pune Call Girls Yerwada 6297143586 Call Hot India...
Book Sex Workers Available Pune Call Girls Yerwada  6297143586 Call Hot India...Book Sex Workers Available Pune Call Girls Yerwada  6297143586 Call Hot India...
Book Sex Workers Available Pune Call Girls Yerwada 6297143586 Call Hot India...
 
Call Girls in Nagpur Sakshi Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Sakshi Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Sakshi Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Sakshi Call 7001035870 Meet With Nagpur Escorts
 
presentation about microsoft power point
presentation about microsoft power pointpresentation about microsoft power point
presentation about microsoft power point
 
(SANA) Call Girls Landewadi ( 7001035870 ) HI-Fi Pune Escorts Service
(SANA) Call Girls Landewadi ( 7001035870 ) HI-Fi Pune Escorts Service(SANA) Call Girls Landewadi ( 7001035870 ) HI-Fi Pune Escorts Service
(SANA) Call Girls Landewadi ( 7001035870 ) HI-Fi Pune Escorts Service
 
(MEGHA) Hinjewadi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune E...
(MEGHA) Hinjewadi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune E...(MEGHA) Hinjewadi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune E...
(MEGHA) Hinjewadi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune E...
 

DWS15 - Future Digital Economy Forum - Which role for ICTs - Yves Gassot - IDATE

  • 1. Which role for ICTs Gilbert CETTE Presented by Yves GASSOT Aix-Marseille School of Economics CNRS-EHESS * published in DigiWorld Economics Journal n°100 As a Productivity driver over the last years and the next future?* 19 November 2015 Future Digital Economy Forum
  • 2. Copyright © IDATE 2015, 2 Outline Productivity developments in advanced countries: Some pictures 1. Labour productivity Growth waves 2. How to explain the productivity slowdown from the early 2000? 3. Sources of the ICT capital coefficient gap with the US? 4. Are we facing a gradual exhaustion of the rate of improvements in the ICT performances? 5. To conclude…
  • 3. ? 1. Labour productivity Growth waves End of the 1st. industrial revolution « the one big wave » 2nd. industrial revolution 3rd. industrial revolution * Germany, France, Italy, Spain, the Netherlands, Belgium, Portugal and Finland * = 𝐺𝐷𝑃 ℎ𝑜𝑢𝑟𝑠 𝑤𝑜𝑟𝑘𝑒𝑑
  • 4. 1. Labour productivity Growth waves • Labor productivity waves: 3 industrial revolutions (Gordon, 2012, 2013; Bergeaud, Cett and Lecat, 2013, 2014; …): - End of XIXth Century (steam engine, railways…) - Middle of the XXth Century (electricity, internal combution engine, chimistry, …) - End of the XXth Century (ICTs) • Delay of non-US countries compared to the US (BCL, 2013, 2014; Craft and O’Rourke, 2013…) • Decline of productivity growth at the beginning of the XXI Century, before the GR (same; …) • Different story for 2 decades in core and peripherical European countries, from capital allocation driven by real interest rates (Cette, Fernald and Mojon, 2015)
  • 6. 2. Labour productivity levels • Catch-up acheived in the 1990s, for the EA, From non-structural factors: lower working time and/or employment rate (Bourles and Cette, 2005, 2009) • Increasing gap from the 1990s > Numerous explanations: • Technology diffusion (BCL, 2013, 2014, 2015; OECD, 2015; …) • Institutions and regulations (Same; Clark and O’Rourke, 2013 ; Van ark, 2015; …)
  • 7. “A candidate to explain the productivity slowdown could be a sharp slowdown of the ICT capital deepening process” (with possible 2 components): a) a lower decrease of the ICT relative price, … (cf. figure) b) a slowdown of the ICT diffusion Annual average growth rate of investment price relative to GPD price In the United states - 1960-2014 - in % Source: BEA 2. How to explain the productivity slowdown from the early 2000? (1)
  • 8. b) The slowdown of the ICT diffusion: - ICT capital coefficient rose in the 1980s and 1990s = growth in the ICT diffusion - Maximum at the beginning of the 2000s - Stagnation of the ICT capital coefficient since 2000 ICT capital coefficient (x100), at current prices (Ratio of ICT capital stock to GDP in current prices) - Scope: The whole economy - 1970-2013 Source: Cette, Clerc and Bresson (2014) from OECD data 2. How to explain the productivity slowdown from the early 2000? (2)
  • 9. 3. Sources of ICT capital coefficient gap with the US in 2007 - by 2012, US ICT capital investment = 30% higher than in the EA - Explanation of the international differences - post secondary education - flexibility in the firms organisations and labor market regulations - competition and market regulations In % of the gap - Scope: the whole economy Source: Cette and Lopez (2012)
  • 10. • There is a debate on the statistics relative to the prices (cf. Byrne, Oliner & Sichel on the chip price mis-measurements) • Nevertheless, the focus is no more on the clock speed but on the heat reduction… which could be seen as a slowdown of chip performance gains 3. Are we facing a gradual exhaustion of the rate of improvements in the ICT performances?
  • 11. 3. Are we facing a gradual exhaustion of the rate of improvements in the ICT performances? - a dramatic productivity slowdown has happened in the US and other developed areas… - this productivity slowdown seems to be at least partly linked to a decrease of ICT / chips performance gains… What to expect in the future concerning ICT performances and productivity growth? - Improvements for robotics (Pratt) - Gains of research efficiency (Mokyr) - Big date, IA, 3D printing… (Brynsolfsson & McAfee) - Rise of China, India … (Fernald & Jones) - Structural reforms (Cette, Fernal & Mojon) - (Cette, Lopez & Mairesse - 2014) A : More on the Moore’s law ?... B : Other techno-optimistic arguments : ITRS (thanks to “3D”, quantum computing, biochips …) Byne – Oliner- Sichel Gordon - Pillai 2004-2012