SlideShare a Scribd company logo
Legal and ethical challenges in SMI
Balancing risks and innovation in the EU setting
Natalie Bertels
BDVA TF 5 Policy & Societal
Digitalization of manufacturing
Digital, Smart and Virtual
State of the
Art
• Disruption and fragmentation of traditional legal
frameworks
• Emergence of new legal frameworks
• Complexity management, formal methods and
secure coding for ex ante accountability
• Operational technology (OT) forensics for ex post
accountability
• Robust artificial intelligence
Challenges
from a Legal
Point of View
• Undermining the rule of law
• Lack of a common legal conceptual framework for
accountability
• Lack of a multi-actor approach to accountability
• Lack of accountability for new types of behaviour
• Ethical Challenges
Accountability framework for collaborative manufacturing
Concepts
Actors
Relations
New legally relevant relations:
New legal concepts of ‘negligence’, ‘damage’,
‘risk’ etc.
New legal actors: impact on actors not
traditionally involved in the value chain
Ethical Challenges
The process
AI as part of smart
manufacturing
Data as a raw
material
Raw materials
Basic ethical challenges
HUMAN DIGNITY EQUALITY PREDICTABILITY FAIRNESS ACCOUNTABILITY
TRANSPARENCY NON-
MALEFICENCE
Thank you for your attention!
Natalie.bertels@kuleuven.be

More Related Content

What's hot

Asa Johansson, Session 1
Asa Johansson, Session 1Asa Johansson, Session 1
Asa Johansson, Session 1
OECD Governance
 
Ruth Steinholtz, Session 2
Ruth Steinholtz, Session 2Ruth Steinholtz, Session 2
Ruth Steinholtz, Session 2
OECD Governance
 
14b concord and-fines-damaskopoulos
14b concord and-fines-damaskopoulos14b concord and-fines-damaskopoulos
14b concord and-fines-damaskopoulos
Digital Business Innovation Community
 
Mr. William Fagan's presentation at QITCOM 2011
Mr. William Fagan's presentation at QITCOM 2011Mr. William Fagan's presentation at QITCOM 2011
Mr. William Fagan's presentation at QITCOM 2011
QITCOM
 
Capstone Final Presentation
Capstone Final PresentationCapstone Final Presentation
Capstone Final PresentationKartik Uppal
 
FIWARE Global Summit - The BDVA Legal & Ethical Perspective in the Smart Manu...
FIWARE Global Summit - The BDVA Legal & Ethical Perspective in the Smart Manu...FIWARE Global Summit - The BDVA Legal & Ethical Perspective in the Smart Manu...
FIWARE Global Summit - The BDVA Legal & Ethical Perspective in the Smart Manu...
FIWARE
 
NYTECH & CompTIA "Federal Legislative Briefing" 2012
NYTECH & CompTIA "Federal Legislative Briefing" 2012NYTECH & CompTIA "Federal Legislative Briefing" 2012
NYTECH & CompTIA "Federal Legislative Briefing" 2012
New York Technology Council
 
Digital disruption in financial markets – VIVES – June 2019 OECD discussion
Digital disruption in financial markets – VIVES – June 2019 OECD discussionDigital disruption in financial markets – VIVES – June 2019 OECD discussion
Digital disruption in financial markets – VIVES – June 2019 OECD discussion
OECD Directorate for Financial and Enterprise Affairs
 
Machine learning and the challenges of digital transformation in the law
Machine learning and the challenges of digital transformation in the lawMachine learning and the challenges of digital transformation in the law
Machine learning and the challenges of digital transformation in the law
Sebastian Ko
 
Intellectual Property Rights- Market Failure?
Intellectual Property Rights- Market Failure?Intellectual Property Rights- Market Failure?
Intellectual Property Rights- Market Failure?
Prashant Kulkarni
 
Icsl
IcslIcsl
Data Portability and Interoperability – NETHERLANDS – June 2021 OECD discussion
Data Portability and Interoperability – NETHERLANDS – June 2021 OECD discussionData Portability and Interoperability – NETHERLANDS – June 2021 OECD discussion
Data Portability and Interoperability – NETHERLANDS – June 2021 OECD discussion
OECD Directorate for Financial and Enterprise Affairs
 
Gal scientific seminar 2017
Gal scientific seminar 2017Gal scientific seminar 2017
Gal scientific seminar 2017
FSR Communications and Media
 
From Law to Code: Translating Legal Principles into Digital Rules
From Law to Code: Translating Legal Principles into Digital RulesFrom Law to Code: Translating Legal Principles into Digital Rules
From Law to Code: Translating Legal Principles into Digital Rules
Rónán Kennedy
 
Data protection and smart grids
Data protection and smart gridsData protection and smart grids
Data protection and smart grids
Rónán Kennedy
 
Big data: Bringing competition policy to the digital era – EU DG COMP – Novem...
Big data: Bringing competition policy to the digital era – EU DG COMP – Novem...Big data: Bringing competition policy to the digital era – EU DG COMP – Novem...
Big data: Bringing competition policy to the digital era – EU DG COMP – Novem...
OECD Directorate for Financial and Enterprise Affairs
 
Toward Trustworthy AI
Toward Trustworthy AIToward Trustworthy AI
Toward Trustworthy AI
Nozha Boujemaa
 
Competition and Disruptive Innovation
Competition and Disruptive InnovationCompetition and Disruptive Innovation
Competition and Disruptive Innovation
OECD Directorate for Financial and Enterprise Affairs
 
Line of business restrictions – Greece HCC – June 2020 OECD discussion
Line of business restrictions – Greece HCC – June 2020 OECD discussionLine of business restrictions – Greece HCC – June 2020 OECD discussion
Line of business restrictions – Greece HCC – June 2020 OECD discussion
OECD Directorate for Financial and Enterprise Affairs
 

What's hot (20)

Asa Johansson, Session 1
Asa Johansson, Session 1Asa Johansson, Session 1
Asa Johansson, Session 1
 
Ruth Steinholtz, Session 2
Ruth Steinholtz, Session 2Ruth Steinholtz, Session 2
Ruth Steinholtz, Session 2
 
Legal and ip trends in standardisation marcus glader
Legal and ip trends in standardisation   marcus gladerLegal and ip trends in standardisation   marcus glader
Legal and ip trends in standardisation marcus glader
 
14b concord and-fines-damaskopoulos
14b concord and-fines-damaskopoulos14b concord and-fines-damaskopoulos
14b concord and-fines-damaskopoulos
 
Mr. William Fagan's presentation at QITCOM 2011
Mr. William Fagan's presentation at QITCOM 2011Mr. William Fagan's presentation at QITCOM 2011
Mr. William Fagan's presentation at QITCOM 2011
 
Capstone Final Presentation
Capstone Final PresentationCapstone Final Presentation
Capstone Final Presentation
 
FIWARE Global Summit - The BDVA Legal & Ethical Perspective in the Smart Manu...
FIWARE Global Summit - The BDVA Legal & Ethical Perspective in the Smart Manu...FIWARE Global Summit - The BDVA Legal & Ethical Perspective in the Smart Manu...
FIWARE Global Summit - The BDVA Legal & Ethical Perspective in the Smart Manu...
 
NYTECH & CompTIA "Federal Legislative Briefing" 2012
NYTECH & CompTIA "Federal Legislative Briefing" 2012NYTECH & CompTIA "Federal Legislative Briefing" 2012
NYTECH & CompTIA "Federal Legislative Briefing" 2012
 
Digital disruption in financial markets – VIVES – June 2019 OECD discussion
Digital disruption in financial markets – VIVES – June 2019 OECD discussionDigital disruption in financial markets – VIVES – June 2019 OECD discussion
Digital disruption in financial markets – VIVES – June 2019 OECD discussion
 
Machine learning and the challenges of digital transformation in the law
Machine learning and the challenges of digital transformation in the lawMachine learning and the challenges of digital transformation in the law
Machine learning and the challenges of digital transformation in the law
 
Intellectual Property Rights- Market Failure?
Intellectual Property Rights- Market Failure?Intellectual Property Rights- Market Failure?
Intellectual Property Rights- Market Failure?
 
Icsl
IcslIcsl
Icsl
 
Data Portability and Interoperability – NETHERLANDS – June 2021 OECD discussion
Data Portability and Interoperability – NETHERLANDS – June 2021 OECD discussionData Portability and Interoperability – NETHERLANDS – June 2021 OECD discussion
Data Portability and Interoperability – NETHERLANDS – June 2021 OECD discussion
 
Gal scientific seminar 2017
Gal scientific seminar 2017Gal scientific seminar 2017
Gal scientific seminar 2017
 
From Law to Code: Translating Legal Principles into Digital Rules
From Law to Code: Translating Legal Principles into Digital RulesFrom Law to Code: Translating Legal Principles into Digital Rules
From Law to Code: Translating Legal Principles into Digital Rules
 
Data protection and smart grids
Data protection and smart gridsData protection and smart grids
Data protection and smart grids
 
Big data: Bringing competition policy to the digital era – EU DG COMP – Novem...
Big data: Bringing competition policy to the digital era – EU DG COMP – Novem...Big data: Bringing competition policy to the digital era – EU DG COMP – Novem...
Big data: Bringing competition policy to the digital era – EU DG COMP – Novem...
 
Toward Trustworthy AI
Toward Trustworthy AIToward Trustworthy AI
Toward Trustworthy AI
 
Competition and Disruptive Innovation
Competition and Disruptive InnovationCompetition and Disruptive Innovation
Competition and Disruptive Innovation
 
Line of business restrictions – Greece HCC – June 2020 OECD discussion
Line of business restrictions – Greece HCC – June 2020 OECD discussionLine of business restrictions – Greece HCC – June 2020 OECD discussion
Line of business restrictions – Greece HCC – June 2020 OECD discussion
 

Similar to Legal and ethical challenges in SMI

e-SIDES workshop at ICE-IEEE Conference, Madeira 28/06/2017
e-SIDES workshop at ICE-IEEE Conference, Madeira 28/06/2017e-SIDES workshop at ICE-IEEE Conference, Madeira 28/06/2017
e-SIDES workshop at ICE-IEEE Conference, Madeira 28/06/2017
e-SIDES.eu
 
Ethics for the Digital AgeBy Gry Hasselbalch on 2016-02-05AN.docx
Ethics for the Digital AgeBy Gry Hasselbalch on 2016-02-05AN.docxEthics for the Digital AgeBy Gry Hasselbalch on 2016-02-05AN.docx
Ethics for the Digital AgeBy Gry Hasselbalch on 2016-02-05AN.docx
SANSKAR20
 
Presentation by Bilal Siddiqi, World Bank
Presentation by Bilal Siddiqi, World BankPresentation by Bilal Siddiqi, World Bank
Presentation by Bilal Siddiqi, World Bank
OECD Governance
 
e-SIDES presentation at Leiden University 21/09/2017
e-SIDES presentation at Leiden University 21/09/2017e-SIDES presentation at Leiden University 21/09/2017
e-SIDES presentation at Leiden University 21/09/2017
e-SIDES.eu
 
Ethical issues and social issues related to systems upload
Ethical issues and social issues related to systems uploadEthical issues and social issues related to systems upload
Ethical issues and social issues related to systems upload
waiforchi Wagiteerhh
 
e-SIDES workshop at BDV Meet-Up, Sofia 14/05/2018
e-SIDES workshop at BDV Meet-Up, Sofia 14/05/2018e-SIDES workshop at BDV Meet-Up, Sofia 14/05/2018
e-SIDES workshop at BDV Meet-Up, Sofia 14/05/2018
e-SIDES.eu
 
Chapter -6- Ethics and Professionalism of ET (2).pptx
Chapter -6- Ethics and Professionalism of ET (2).pptxChapter -6- Ethics and Professionalism of ET (2).pptx
Chapter -6- Ethics and Professionalism of ET (2).pptx
balewayalew
 
Ethics in Cyber Crime_will be helpful for ethics presentation.pptx
Ethics in Cyber Crime_will be helpful for ethics presentation.pptxEthics in Cyber Crime_will be helpful for ethics presentation.pptx
Ethics in Cyber Crime_will be helpful for ethics presentation.pptx
mohitsrivastavabtech
 
Managing Privacy Risk and Promoting Ethical Culture in the Digital Age
Managing Privacy Risk and Promoting Ethical Culture in the Digital AgeManaging Privacy Risk and Promoting Ethical Culture in the Digital Age
Managing Privacy Risk and Promoting Ethical Culture in the Digital Age
Perficient, Inc.
 
Cyber forensic readiness cybercon2012 adv j fick
Cyber forensic readiness cybercon2012 adv j fickCyber forensic readiness cybercon2012 adv j fick
Cyber forensic readiness cybercon2012 adv j fick
Jacqueline Fick
 
Data and ethics Training
Data and ethics TrainingData and ethics Training
Implications of Biometric Data Analysis.
Implications of Biometric Data Analysis.Implications of Biometric Data Analysis.
Implications of Biometric Data Analysis.
Bahaa Abdulhadi
 
#NFIM18 - Anna Felländer - Senior Advisor, The Boston Consulting Group
#NFIM18 - Anna Felländer - Senior Advisor, The Boston Consulting Group#NFIM18 - Anna Felländer - Senior Advisor, The Boston Consulting Group
#NFIM18 - Anna Felländer - Senior Advisor, The Boston Consulting Group
Minc
 
CRI Extract from "Cyber Lessons from the Front lines"
CRI Extract from "Cyber Lessons from the Front lines"CRI Extract from "Cyber Lessons from the Front lines"
CRI Extract from "Cyber Lessons from the Front lines"
OCTF Industry Engagement
 
BDO-ACEDS 10-29-14 Webcast
BDO-ACEDS 10-29-14 WebcastBDO-ACEDS 10-29-14 Webcast
BDO-ACEDS 10-29-14 Webcast
Logikcull.com
 

Similar to Legal and ethical challenges in SMI (20)

e-SIDES workshop at ICE-IEEE Conference, Madeira 28/06/2017
e-SIDES workshop at ICE-IEEE Conference, Madeira 28/06/2017e-SIDES workshop at ICE-IEEE Conference, Madeira 28/06/2017
e-SIDES workshop at ICE-IEEE Conference, Madeira 28/06/2017
 
Ethics for the Digital AgeBy Gry Hasselbalch on 2016-02-05AN.docx
Ethics for the Digital AgeBy Gry Hasselbalch on 2016-02-05AN.docxEthics for the Digital AgeBy Gry Hasselbalch on 2016-02-05AN.docx
Ethics for the Digital AgeBy Gry Hasselbalch on 2016-02-05AN.docx
 
Presentation by Bilal Siddiqi, World Bank
Presentation by Bilal Siddiqi, World BankPresentation by Bilal Siddiqi, World Bank
Presentation by Bilal Siddiqi, World Bank
 
e-SIDES presentation at Leiden University 21/09/2017
e-SIDES presentation at Leiden University 21/09/2017e-SIDES presentation at Leiden University 21/09/2017
e-SIDES presentation at Leiden University 21/09/2017
 
Ethical issues and social issues related to systems upload
Ethical issues and social issues related to systems uploadEthical issues and social issues related to systems upload
Ethical issues and social issues related to systems upload
 
e-SIDES workshop at BDV Meet-Up, Sofia 14/05/2018
e-SIDES workshop at BDV Meet-Up, Sofia 14/05/2018e-SIDES workshop at BDV Meet-Up, Sofia 14/05/2018
e-SIDES workshop at BDV Meet-Up, Sofia 14/05/2018
 
Chapter -6- Ethics and Professionalism of ET (2).pptx
Chapter -6- Ethics and Professionalism of ET (2).pptxChapter -6- Ethics and Professionalism of ET (2).pptx
Chapter -6- Ethics and Professionalism of ET (2).pptx
 
6104 5
6104 56104 5
6104 5
 
Sfit1
Sfit1Sfit1
Sfit1
 
Ethics in Cyber Crime_will be helpful for ethics presentation.pptx
Ethics in Cyber Crime_will be helpful for ethics presentation.pptxEthics in Cyber Crime_will be helpful for ethics presentation.pptx
Ethics in Cyber Crime_will be helpful for ethics presentation.pptx
 
Managing Privacy Risk and Promoting Ethical Culture in the Digital Age
Managing Privacy Risk and Promoting Ethical Culture in the Digital AgeManaging Privacy Risk and Promoting Ethical Culture in the Digital Age
Managing Privacy Risk and Promoting Ethical Culture in the Digital Age
 
Cyber forensic readiness cybercon2012 adv j fick
Cyber forensic readiness cybercon2012 adv j fickCyber forensic readiness cybercon2012 adv j fick
Cyber forensic readiness cybercon2012 adv j fick
 
Ethical and social issues in information systems
Ethical and social issues in information systemsEthical and social issues in information systems
Ethical and social issues in information systems
 
Data and ethics Training
Data and ethics TrainingData and ethics Training
Data and ethics Training
 
Mis9 ch05 ppt
Mis9 ch05 pptMis9 ch05 ppt
Mis9 ch05 ppt
 
Implications of Biometric Data Analysis.
Implications of Biometric Data Analysis.Implications of Biometric Data Analysis.
Implications of Biometric Data Analysis.
 
#NFIM18 - Anna Felländer - Senior Advisor, The Boston Consulting Group
#NFIM18 - Anna Felländer - Senior Advisor, The Boston Consulting Group#NFIM18 - Anna Felländer - Senior Advisor, The Boston Consulting Group
#NFIM18 - Anna Felländer - Senior Advisor, The Boston Consulting Group
 
BEA Presentation
BEA PresentationBEA Presentation
BEA Presentation
 
CRI Extract from "Cyber Lessons from the Front lines"
CRI Extract from "Cyber Lessons from the Front lines"CRI Extract from "Cyber Lessons from the Front lines"
CRI Extract from "Cyber Lessons from the Front lines"
 
BDO-ACEDS 10-29-14 Webcast
BDO-ACEDS 10-29-14 WebcastBDO-ACEDS 10-29-14 Webcast
BDO-ACEDS 10-29-14 Webcast
 

More from Big Data Value Association

Data Privacy, Security in personal data sharing
Data Privacy, Security in personal data sharingData Privacy, Security in personal data sharing
Data Privacy, Security in personal data sharing
Big Data Value Association
 
Key Modules for a trsuted and privacy preserving personal data marketplace
Key Modules for a trsuted and privacy preserving personal data marketplaceKey Modules for a trsuted and privacy preserving personal data marketplace
Key Modules for a trsuted and privacy preserving personal data marketplace
Big Data Value Association
 
GDPR and Data Ethics considerations in personal data sharing
GDPR and Data Ethics considerations in personal data sharingGDPR and Data Ethics considerations in personal data sharing
GDPR and Data Ethics considerations in personal data sharing
Big Data Value Association
 
Intro - Three pillars for building a Smart Data Ecosystem: Trust, Security an...
Intro - Three pillars for building a Smart Data Ecosystem: Trust, Security an...Intro - Three pillars for building a Smart Data Ecosystem: Trust, Security an...
Intro - Three pillars for building a Smart Data Ecosystem: Trust, Security an...
Big Data Value Association
 
Three pillars for building a Smart Data Ecosystem: Trust, Security and Privacy
Three pillars for building a Smart Data Ecosystem: Trust, Security and PrivacyThree pillars for building a Smart Data Ecosystem: Trust, Security and Privacy
Three pillars for building a Smart Data Ecosystem: Trust, Security and Privacy
Big Data Value Association
 
Market into context - Three pillars for building a Smart Data Ecosystem: Trus...
Market into context - Three pillars for building a Smart Data Ecosystem: Trus...Market into context - Three pillars for building a Smart Data Ecosystem: Trus...
Market into context - Three pillars for building a Smart Data Ecosystem: Trus...
Big Data Value Association
 
BDV Skills Accreditation - Future of digital skills in Europe reskilling and ...
BDV Skills Accreditation - Future of digital skills in Europe reskilling and ...BDV Skills Accreditation - Future of digital skills in Europe reskilling and ...
BDV Skills Accreditation - Future of digital skills in Europe reskilling and ...
Big Data Value Association
 
BDV Skills Accreditation - Big Data skilling in Emilia-Romagna
BDV Skills Accreditation - Big Data skilling in Emilia-Romagna BDV Skills Accreditation - Big Data skilling in Emilia-Romagna
BDV Skills Accreditation - Big Data skilling in Emilia-Romagna
Big Data Value Association
 
BDV Skills Accreditation - EIT labels for professionals
BDV Skills Accreditation - EIT labels for professionalsBDV Skills Accreditation - EIT labels for professionals
BDV Skills Accreditation - EIT labels for professionals
Big Data Value Association
 
BDV Skills Accreditation - Recognizing Data Science Skills with BDV Data Scie...
BDV Skills Accreditation - Recognizing Data Science Skills with BDV Data Scie...BDV Skills Accreditation - Recognizing Data Science Skills with BDV Data Scie...
BDV Skills Accreditation - Recognizing Data Science Skills with BDV Data Scie...
Big Data Value Association
 
BDV Skills Accreditation - Objectives of the workshop
BDV Skills Accreditation - Objectives of the workshopBDV Skills Accreditation - Objectives of the workshop
BDV Skills Accreditation - Objectives of the workshop
Big Data Value Association
 
BDV Skills Accreditation - Welcome introduction to the workshop
BDV Skills Accreditation - Welcome introduction to the workshopBDV Skills Accreditation - Welcome introduction to the workshop
BDV Skills Accreditation - Welcome introduction to the workshop
Big Data Value Association
 
BDV Skills Accreditation - Definition and ensuring of digital roles and compe...
BDV Skills Accreditation - Definition and ensuring of digital roles and compe...BDV Skills Accreditation - Definition and ensuring of digital roles and compe...
BDV Skills Accreditation - Definition and ensuring of digital roles and compe...
Big Data Value Association
 
BigDataPilotDemoDays - I BiDaaS Application to the Manufacturing Sector Webinar
BigDataPilotDemoDays - I BiDaaS Application to the Manufacturing Sector WebinarBigDataPilotDemoDays - I BiDaaS Application to the Manufacturing Sector Webinar
BigDataPilotDemoDays - I BiDaaS Application to the Manufacturing Sector Webinar
Big Data Value Association
 
BigDataPilotDemoDays - I-BiDaaS Application to the Financial Sector Webinar
BigDataPilotDemoDays - I-BiDaaS Application to the Financial Sector WebinarBigDataPilotDemoDays - I-BiDaaS Application to the Financial Sector Webinar
BigDataPilotDemoDays - I-BiDaaS Application to the Financial Sector Webinar
Big Data Value Association
 
Virtual BenchLearning - Data Bench Framework
Virtual BenchLearning - Data Bench FrameworkVirtual BenchLearning - Data Bench Framework
Virtual BenchLearning - Data Bench Framework
Big Data Value Association
 
Virtual BenchLearning - DeepHealth - Needs & Requirements for Benchmarking
Virtual BenchLearning - DeepHealth - Needs & Requirements for BenchmarkingVirtual BenchLearning - DeepHealth - Needs & Requirements for Benchmarking
Virtual BenchLearning - DeepHealth - Needs & Requirements for Benchmarking
Big Data Value Association
 
Virtual BenchLearning - I-BiDaaS - Industrial-Driven Big Data as a Self-Servi...
Virtual BenchLearning - I-BiDaaS - Industrial-Driven Big Data as a Self-Servi...Virtual BenchLearning - I-BiDaaS - Industrial-Driven Big Data as a Self-Servi...
Virtual BenchLearning - I-BiDaaS - Industrial-Driven Big Data as a Self-Servi...
Big Data Value Association
 
Policy Cloud Data Driven Policies against Radicalisation - Technical Overview
Policy Cloud Data Driven Policies against Radicalisation - Technical OverviewPolicy Cloud Data Driven Policies against Radicalisation - Technical Overview
Policy Cloud Data Driven Policies against Radicalisation - Technical Overview
Big Data Value Association
 
Policy Cloud Data Driven Policies against Radicalisation - Participatory poli...
Policy Cloud Data Driven Policies against Radicalisation - Participatory poli...Policy Cloud Data Driven Policies against Radicalisation - Participatory poli...
Policy Cloud Data Driven Policies against Radicalisation - Participatory poli...
Big Data Value Association
 

More from Big Data Value Association (20)

Data Privacy, Security in personal data sharing
Data Privacy, Security in personal data sharingData Privacy, Security in personal data sharing
Data Privacy, Security in personal data sharing
 
Key Modules for a trsuted and privacy preserving personal data marketplace
Key Modules for a trsuted and privacy preserving personal data marketplaceKey Modules for a trsuted and privacy preserving personal data marketplace
Key Modules for a trsuted and privacy preserving personal data marketplace
 
GDPR and Data Ethics considerations in personal data sharing
GDPR and Data Ethics considerations in personal data sharingGDPR and Data Ethics considerations in personal data sharing
GDPR and Data Ethics considerations in personal data sharing
 
Intro - Three pillars for building a Smart Data Ecosystem: Trust, Security an...
Intro - Three pillars for building a Smart Data Ecosystem: Trust, Security an...Intro - Three pillars for building a Smart Data Ecosystem: Trust, Security an...
Intro - Three pillars for building a Smart Data Ecosystem: Trust, Security an...
 
Three pillars for building a Smart Data Ecosystem: Trust, Security and Privacy
Three pillars for building a Smart Data Ecosystem: Trust, Security and PrivacyThree pillars for building a Smart Data Ecosystem: Trust, Security and Privacy
Three pillars for building a Smart Data Ecosystem: Trust, Security and Privacy
 
Market into context - Three pillars for building a Smart Data Ecosystem: Trus...
Market into context - Three pillars for building a Smart Data Ecosystem: Trus...Market into context - Three pillars for building a Smart Data Ecosystem: Trus...
Market into context - Three pillars for building a Smart Data Ecosystem: Trus...
 
BDV Skills Accreditation - Future of digital skills in Europe reskilling and ...
BDV Skills Accreditation - Future of digital skills in Europe reskilling and ...BDV Skills Accreditation - Future of digital skills in Europe reskilling and ...
BDV Skills Accreditation - Future of digital skills in Europe reskilling and ...
 
BDV Skills Accreditation - Big Data skilling in Emilia-Romagna
BDV Skills Accreditation - Big Data skilling in Emilia-Romagna BDV Skills Accreditation - Big Data skilling in Emilia-Romagna
BDV Skills Accreditation - Big Data skilling in Emilia-Romagna
 
BDV Skills Accreditation - EIT labels for professionals
BDV Skills Accreditation - EIT labels for professionalsBDV Skills Accreditation - EIT labels for professionals
BDV Skills Accreditation - EIT labels for professionals
 
BDV Skills Accreditation - Recognizing Data Science Skills with BDV Data Scie...
BDV Skills Accreditation - Recognizing Data Science Skills with BDV Data Scie...BDV Skills Accreditation - Recognizing Data Science Skills with BDV Data Scie...
BDV Skills Accreditation - Recognizing Data Science Skills with BDV Data Scie...
 
BDV Skills Accreditation - Objectives of the workshop
BDV Skills Accreditation - Objectives of the workshopBDV Skills Accreditation - Objectives of the workshop
BDV Skills Accreditation - Objectives of the workshop
 
BDV Skills Accreditation - Welcome introduction to the workshop
BDV Skills Accreditation - Welcome introduction to the workshopBDV Skills Accreditation - Welcome introduction to the workshop
BDV Skills Accreditation - Welcome introduction to the workshop
 
BDV Skills Accreditation - Definition and ensuring of digital roles and compe...
BDV Skills Accreditation - Definition and ensuring of digital roles and compe...BDV Skills Accreditation - Definition and ensuring of digital roles and compe...
BDV Skills Accreditation - Definition and ensuring of digital roles and compe...
 
BigDataPilotDemoDays - I BiDaaS Application to the Manufacturing Sector Webinar
BigDataPilotDemoDays - I BiDaaS Application to the Manufacturing Sector WebinarBigDataPilotDemoDays - I BiDaaS Application to the Manufacturing Sector Webinar
BigDataPilotDemoDays - I BiDaaS Application to the Manufacturing Sector Webinar
 
BigDataPilotDemoDays - I-BiDaaS Application to the Financial Sector Webinar
BigDataPilotDemoDays - I-BiDaaS Application to the Financial Sector WebinarBigDataPilotDemoDays - I-BiDaaS Application to the Financial Sector Webinar
BigDataPilotDemoDays - I-BiDaaS Application to the Financial Sector Webinar
 
Virtual BenchLearning - Data Bench Framework
Virtual BenchLearning - Data Bench FrameworkVirtual BenchLearning - Data Bench Framework
Virtual BenchLearning - Data Bench Framework
 
Virtual BenchLearning - DeepHealth - Needs & Requirements for Benchmarking
Virtual BenchLearning - DeepHealth - Needs & Requirements for BenchmarkingVirtual BenchLearning - DeepHealth - Needs & Requirements for Benchmarking
Virtual BenchLearning - DeepHealth - Needs & Requirements for Benchmarking
 
Virtual BenchLearning - I-BiDaaS - Industrial-Driven Big Data as a Self-Servi...
Virtual BenchLearning - I-BiDaaS - Industrial-Driven Big Data as a Self-Servi...Virtual BenchLearning - I-BiDaaS - Industrial-Driven Big Data as a Self-Servi...
Virtual BenchLearning - I-BiDaaS - Industrial-Driven Big Data as a Self-Servi...
 
Policy Cloud Data Driven Policies against Radicalisation - Technical Overview
Policy Cloud Data Driven Policies against Radicalisation - Technical OverviewPolicy Cloud Data Driven Policies against Radicalisation - Technical Overview
Policy Cloud Data Driven Policies against Radicalisation - Technical Overview
 
Policy Cloud Data Driven Policies against Radicalisation - Participatory poli...
Policy Cloud Data Driven Policies against Radicalisation - Participatory poli...Policy Cloud Data Driven Policies against Radicalisation - Participatory poli...
Policy Cloud Data Driven Policies against Radicalisation - Participatory poli...
 

Recently uploaded

一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
ewymefz
 
FP Growth Algorithm and its Applications
FP Growth Algorithm and its ApplicationsFP Growth Algorithm and its Applications
FP Growth Algorithm and its Applications
MaleehaSheikh2
 
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
ahzuo
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
ocavb
 
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
ewymefz
 
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
ewymefz
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP
 
Opendatabay - Open Data Marketplace.pptx
Opendatabay - Open Data Marketplace.pptxOpendatabay - Open Data Marketplace.pptx
Opendatabay - Open Data Marketplace.pptx
Opendatabay
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
ukgaet
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
TravisMalana
 
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
axoqas
 
SOCRadar Germany 2024 Threat Landscape Report
SOCRadar Germany 2024 Threat Landscape ReportSOCRadar Germany 2024 Threat Landscape Report
SOCRadar Germany 2024 Threat Landscape Report
SOCRadar
 
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
oz8q3jxlp
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
ewymefz
 
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
nscud
 
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
yhkoc
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
Subhajit Sahu
 
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
mbawufebxi
 
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
v3tuleee
 
一比一原版(BU毕业证)波士顿大学毕业证成绩单
一比一原版(BU毕业证)波士顿大学毕业证成绩单一比一原版(BU毕业证)波士顿大学毕业证成绩单
一比一原版(BU毕业证)波士顿大学毕业证成绩单
ewymefz
 

Recently uploaded (20)

一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
 
FP Growth Algorithm and its Applications
FP Growth Algorithm and its ApplicationsFP Growth Algorithm and its Applications
FP Growth Algorithm and its Applications
 
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
 
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
 
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
 
Opendatabay - Open Data Marketplace.pptx
Opendatabay - Open Data Marketplace.pptxOpendatabay - Open Data Marketplace.pptx
Opendatabay - Open Data Marketplace.pptx
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
 
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
 
SOCRadar Germany 2024 Threat Landscape Report
SOCRadar Germany 2024 Threat Landscape ReportSOCRadar Germany 2024 Threat Landscape Report
SOCRadar Germany 2024 Threat Landscape Report
 
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
 
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
 
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
 
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
 
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
 
一比一原版(BU毕业证)波士顿大学毕业证成绩单
一比一原版(BU毕业证)波士顿大学毕业证成绩单一比一原版(BU毕业证)波士顿大学毕业证成绩单
一比一原版(BU毕业证)波士顿大学毕业证成绩单
 

Legal and ethical challenges in SMI

  • 1. Legal and ethical challenges in SMI Balancing risks and innovation in the EU setting Natalie Bertels BDVA TF 5 Policy & Societal
  • 3. State of the Art • Disruption and fragmentation of traditional legal frameworks • Emergence of new legal frameworks • Complexity management, formal methods and secure coding for ex ante accountability • Operational technology (OT) forensics for ex post accountability • Robust artificial intelligence
  • 4. Challenges from a Legal Point of View • Undermining the rule of law • Lack of a common legal conceptual framework for accountability • Lack of a multi-actor approach to accountability • Lack of accountability for new types of behaviour • Ethical Challenges
  • 5. Accountability framework for collaborative manufacturing Concepts Actors Relations New legally relevant relations: New legal concepts of ‘negligence’, ‘damage’, ‘risk’ etc. New legal actors: impact on actors not traditionally involved in the value chain
  • 6. Ethical Challenges The process AI as part of smart manufacturing Data as a raw material Raw materials
  • 7. Basic ethical challenges HUMAN DIGNITY EQUALITY PREDICTABILITY FAIRNESS ACCOUNTABILITY TRANSPARENCY NON- MALEFICENCE
  • 8. Thank you for your attention! Natalie.bertels@kuleuven.be