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e-SIDES
Ethical and Societal Implications of
Data Sciences
What is e-SIDES?
• Horizon 2020 grant, running for 3 years
• Three partners in consortium:
eLaw team
Planned results
• 7 community events;
• Final conference;
• 7 white papers;
• Final community position paper;
• Various journal articles and international
conferences presentations;
Big data:
opportunities and
challenges
Big data
Data
gathering
Data
processing
Application
of derived
knowledge
Datafication
‘Datafication’
• Putting different phenomena in quantified
format so that they can be tabulated and
analyzed;
• Everything becomes data (words,
interactions, emotions, habits, locations)
Applications of big data
technologies - examples
• Predicitve decision making (for example policing, judiciary,
epidemies, natural disasters);
• Tailor made services (for example digital butlers, marketing)
• AI based technology (for example self driving cars, robotics)
Big data and privacy
preserving
technologies
Source: Data Driven Innovation OECD Oct. 2015
Source: Data Driven Innovation OECD Oct. 2015
Privacy
preserving
approach
Privacy
preserving
approach
Privacy
preserving
approach
What is the goal of
e-SIDES?
Premise
• Big data technologies offer very promising
opportunities, but may have several negative side
effects when not used properly;
• Maximising the benefits of big data technologies
while minimising negative side effects calls for
privacy-preserving big data technologies;
Main objectives
• Developing a coherent assessment and validation framework
that will help the researchers and innovators to develop
privacy-preserving technologies responding to the main
societal, legal, ethical and economic challenges raised by big
data;
• Promoting dialogue between data subjects and big data
communities and improving the confidence of citizens
towards big data technologies;
Stages of the
project
Two work streams
Identification and
assessment of
ethical and social
issues
Community
building,
interaction,
obtaining relevant
feedback and
opinions
Research agenda:
1. Identifying main ethical, legal, societal and economic issues in the
context of big data technologies;
2. Overview of the current privacy preserving big data technologies
and their implications from the point of view of four perspectives;
3. Preparing gap analysis (which issues are not yet addressed by
design?) and design requirements;
4. Assessment of ethical, legal, societal and economic implications of
technologies under development;
5. Determining implementation barriers, making recommendations
and drafting community position paper.
Big data and
challenged values:
ethical framework
e-SIDES: values for big data
technologies
Issues putting pressure upon values in the context of big data technologies
Human welfare
Detrimental implications can emerge in the contexts of employment, schooling or
travelling by various forms of big data-mediated unfair treatment of citizens.
Autonomy
Big data-driven profiling practices can limit free will, free choice and be manipulative
in raising awareness about, for instance, news, culture, politics and consumption.
Non-maleficience
Non-transparent data reuse in the world of big data are vast and could have diverse
detrimental effects for citizens.
Justice
Systematic unfairness can emerge, for instance, by generating false positives during
preventative law enforcement practices or false negatives during biometric
identification processes.
Accountability
(incl. transparency)
For instance, in the healthcare domain patients or in the marketing domain
consumers often do not know what it means and who to turn to when their data is
shared via surveys for research and marketing purposes.
Trustworthiness
Citizens often do not know how to tackle a big data-based calculation about them or
how to refute their digital profile, in case there are falsely accused, e.g.: false
negatives during biometric identification, false positives during profiling practices.
Their trust is then undermined. The technology operators trust at the same time lies
too much in the system.
Privacy
Simply the myriad of correlations between personal data in big data schemes allows
for easy identifiability, this can lead to many instances for privacy intrusion.
Dignity
For instance, when revealing too much about a user, principles of data minimization
and design requirements of encryption appear to be insufficient. Adverse
consequences of algorithmic profiling, such as discrimination or stigmatization also
demonstrate that dignity is fragile in many contexts of big data.
Solidarity
Big data-based calculations in which commercial interests are prioritized rather than
non-profit-led interests, are examples of situations in which solidarity is under
pressure.
For instance, immigrants are screened by big data-based technologies, they may not
have the legal position to defend themselves from potential false accusations
resulting from digital profiling which can be seen as a non-solidair treatment.
Environmental welfare
Big data has rather indirect effects on the environment. But for instance, lithium
mining for batteries is such.
Big data and
fundamental rights:
legal framework
Relevant human rights ECHR EU Charter List of legal issues
Right to Privacy
Art. 8 Art. 7
Lack of transparency
Vagueness of the concept of
harm and lack of individually
attributable harm
Proportionality
Accountability
Establishing the adequate
regulatory framework
The role of private actors in the
context of human rights
framework
Right to personal data
protection
N/A Art. 8
Freedom of expression Art. 10 Art. 11
Freedom of assembly
and association
Art. 11 Art. 12
Right to non-
discrimination
Art. 14
Art. 20
Art. 21
Right to effective
remedy and fair trial
Art. 6
Art. 13
Art. 47
Art. 48
Consumer protection
N/A Art. 38
Next steps
How to get informed about the
results of our research
@eSIDES_eu
http://www.e-sides.eu/
Thank you!

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e-SIDES Project Explores Ethical Issues of Big Data

  • 1. e-SIDES Ethical and Societal Implications of Data Sciences
  • 3. • Horizon 2020 grant, running for 3 years • Three partners in consortium:
  • 5. Planned results • 7 community events; • Final conference; • 7 white papers; • Final community position paper; • Various journal articles and international conferences presentations;
  • 8. ‘Datafication’ • Putting different phenomena in quantified format so that they can be tabulated and analyzed; • Everything becomes data (words, interactions, emotions, habits, locations)
  • 9. Applications of big data technologies - examples • Predicitve decision making (for example policing, judiciary, epidemies, natural disasters); • Tailor made services (for example digital butlers, marketing) • AI based technology (for example self driving cars, robotics)
  • 10.
  • 11.
  • 12.
  • 13. Big data and privacy preserving technologies
  • 14. Source: Data Driven Innovation OECD Oct. 2015
  • 15. Source: Data Driven Innovation OECD Oct. 2015 Privacy preserving approach Privacy preserving approach Privacy preserving approach
  • 16. What is the goal of e-SIDES?
  • 17. Premise • Big data technologies offer very promising opportunities, but may have several negative side effects when not used properly; • Maximising the benefits of big data technologies while minimising negative side effects calls for privacy-preserving big data technologies;
  • 18. Main objectives • Developing a coherent assessment and validation framework that will help the researchers and innovators to develop privacy-preserving technologies responding to the main societal, legal, ethical and economic challenges raised by big data; • Promoting dialogue between data subjects and big data communities and improving the confidence of citizens towards big data technologies;
  • 20. Two work streams Identification and assessment of ethical and social issues Community building, interaction, obtaining relevant feedback and opinions
  • 21. Research agenda: 1. Identifying main ethical, legal, societal and economic issues in the context of big data technologies; 2. Overview of the current privacy preserving big data technologies and their implications from the point of view of four perspectives; 3. Preparing gap analysis (which issues are not yet addressed by design?) and design requirements; 4. Assessment of ethical, legal, societal and economic implications of technologies under development; 5. Determining implementation barriers, making recommendations and drafting community position paper.
  • 22. Big data and challenged values: ethical framework
  • 23. e-SIDES: values for big data technologies Issues putting pressure upon values in the context of big data technologies Human welfare Detrimental implications can emerge in the contexts of employment, schooling or travelling by various forms of big data-mediated unfair treatment of citizens. Autonomy Big data-driven profiling practices can limit free will, free choice and be manipulative in raising awareness about, for instance, news, culture, politics and consumption. Non-maleficience Non-transparent data reuse in the world of big data are vast and could have diverse detrimental effects for citizens. Justice Systematic unfairness can emerge, for instance, by generating false positives during preventative law enforcement practices or false negatives during biometric identification processes. Accountability (incl. transparency) For instance, in the healthcare domain patients or in the marketing domain consumers often do not know what it means and who to turn to when their data is shared via surveys for research and marketing purposes. Trustworthiness Citizens often do not know how to tackle a big data-based calculation about them or how to refute their digital profile, in case there are falsely accused, e.g.: false negatives during biometric identification, false positives during profiling practices. Their trust is then undermined. The technology operators trust at the same time lies too much in the system. Privacy Simply the myriad of correlations between personal data in big data schemes allows for easy identifiability, this can lead to many instances for privacy intrusion. Dignity For instance, when revealing too much about a user, principles of data minimization and design requirements of encryption appear to be insufficient. Adverse consequences of algorithmic profiling, such as discrimination or stigmatization also demonstrate that dignity is fragile in many contexts of big data. Solidarity Big data-based calculations in which commercial interests are prioritized rather than non-profit-led interests, are examples of situations in which solidarity is under pressure. For instance, immigrants are screened by big data-based technologies, they may not have the legal position to defend themselves from potential false accusations resulting from digital profiling which can be seen as a non-solidair treatment. Environmental welfare Big data has rather indirect effects on the environment. But for instance, lithium mining for batteries is such.
  • 24. Big data and fundamental rights: legal framework
  • 25. Relevant human rights ECHR EU Charter List of legal issues Right to Privacy Art. 8 Art. 7 Lack of transparency Vagueness of the concept of harm and lack of individually attributable harm Proportionality Accountability Establishing the adequate regulatory framework The role of private actors in the context of human rights framework Right to personal data protection N/A Art. 8 Freedom of expression Art. 10 Art. 11 Freedom of assembly and association Art. 11 Art. 12 Right to non- discrimination Art. 14 Art. 20 Art. 21 Right to effective remedy and fair trial Art. 6 Art. 13 Art. 47 Art. 48 Consumer protection N/A Art. 38
  • 27. How to get informed about the results of our research @eSIDES_eu http://www.e-sides.eu/