UPCYCLING DATA - Geospatial World Forum 2020 · Possibility to create sensitive products w/o being...
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UPCYCLING DATA
Transcript of UPCYCLING DATA - Geospatial World Forum 2020 · Possibility to create sensitive products w/o being...
UPCYCLING DATA
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1. Fear outweighs profits
2. Analysis of fractions leads to biased results
3. Trusted third parties are costly & time-consuming
4. Proper use of sensitive data is insecure & intransparent
Problem - Data Silos
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● Uniting sensitive location data from multiple sources
● SMPC: Secure Multi-Party Computation
● Calculation on encrypted data
● GDPR compliant
● Cheap, fast, unique & efficient
Solution - Cryptology
?
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● Aggregation
● Multiplication
● Comparison
● Federated Learning
What else?
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● GDPR
● IoT, 5G, autonomous cars, energy transition
● Reverse-engineering of anonymization techniques
● Vast spectrum of easily accessible algorithms/models
● (Still) Uncharted territory (First-Mover)
Why now?
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Possibility to create sensitive products w/o being “creepy”
1. Spatial resource allocations
2. Data trustee
3. Smart Meter analysis
Market - Location Data
“The Data Protection Market is expected to exceed more
than US$ 158 Billion by 2024 at a CAGR of 15%.” - Market Research Engine
Ge
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Degree of privacy preservation
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● Scalable MVP/Prototype
● Free use of technology if aggregate data is being shared
● Setup fee + price per query & size of data (3D)
● Query possible every 15 seconds (Recurring revenue)
Opportunities
About Us
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Start
D4D Winners Research-to-Market2014
2015 2017
Gnuper
2018
Research
2019
SMPC
5 year plan
{…}
2024
Core Team
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Fabian BruckschenTechnology & Operations
(Priori Data - sold)
Till KoebeBusiness Development
(OECD)
Melina LudolphFinance & Partnerships
(Deutsche Bank)
What We Do
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Secret Random numbers ShufflingSecret share Public knowledgeAggregation Broadcast
UPCYCLING DATA
Secure Multi-Party Computation explained
Project Example - Sudan
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CASE
Calculate multidimensional poverty on NUTS3.
PARTNERS
UNDP Sudan, Telecommunications and Postal Regulation Authority, Central Bureau of Statistics Sudan, Zain Telecom
LEARNINGS
Data from multiple operators are desiredExpertise is there, it lacks coordination
