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LIVING IN AWORLD
OF DATA
EXPLOITATION
CPDP 2017
Frederike Kaltheuner | @fre8de8rike
Policy Officer, Privacy International
More data, intelligent machines, new
paradigm?
Challenges to data protection:
1. Informed consent
2. Blurring line between sensitive, personal, non-
personal and publicly accessible data
3. Inherent opacity of intelligent systems
The Internet of sensors
microphone
Wi-Fi
Bluetooth
3-axis load cells
accelerometer
gyroscope
conductivity sensors
DATA EXPLOITATION:
generation
collection
processing
sharing supporting
technologies:
AI
IoT
Big Data
Cloud Computing
How to protect individuals (and groups):
devices networks applications aggregate
minimise excessive data generation and collection
DEVICES
DATA
GENERATION
DATA
COLLECTION
= we have to blindly trust companies
not to do this excessively
example:The Guardian is instructed by GCHQ to destroy hardware
APPLICATION – emotion detection
NON-PERSONAL
HIGHLY SENSITIVE
DATA
PERSONALAND
HIGHLY SENSITIVE DATA
(that may be inaccurate)
= we have to blindly trust
companies not to identify
individuals
AGGREGATE - SOCMINT
PERSONAL
NON-SENSITIVE
PUBLICLY
ACCESSIBLE
DATA
PERSONAL
HIGHLY SENSITIVE
PROPRIETARY
INFORMATION
(that may be inaccurate)
= we have to blindly trust that
companies (and government) to not
exploit/misuse this intelligence
example:Walmart using social media to gather intelligence about union
GOVERNANCE AND ETHICS OF AI NEEDS
TO ADDRESS PRIVACY!
[“automatic processing” is both too broad and too narrow]
LITMUSTEST:
A changing political climate
SENSITIVE
INFORMATIONALL
OVERTHE PLACE
VULNERABLE
CONNECTED
DEVICESAND
NETWORKS
OPAQUE DECISIONS
& DISPARATE
OUTCOMES BY
INTELLIGENT
SYSTEMS
example: STASI-style network analysis
How to protect individuals (and groups)
Problem: imbalance of power & informational
asymmetry
1. Individuals must regain control over their data!
2. Data minimisation – generation and collection!
3. Rights violations are not risks that can be
assessed in a cost/benefit analysis!
Frederike Kaltheuner
Policy Officer
@fre8de8rike
frederike@privacyinternnational.org

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Living In a World of Data Exploitation - CPDP 2017