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Data sharing principles for Digital Transformation
33º Encuentro de la Economía Digital y las Telecomunicaciones
Palacio de la Magdalena - Santander
Monday, 02nd September 2019
Data Sharing &
the Open Data
Opportunity:
The challenges and
road to progress
do we
Open Data Initiative principles
1
Customer ownership
and control
3
Open and
extensible
2
AI-Driven
Business Outcomes
Challenges . . .
Advancing open
data is also
important to:
“Amazon’s computer models were
trained … by observing patterns in
resumes submitted to the company
over a 10-year period. Most came
from men, a reflection of male
dominance across the tech industry.”
“Many AI systems, e.g. face recognition tools, rely on machine
learning algorithms that are trained with labeled data. It has
recently been shown that algorithms trained with biased data
have resulted in algorithmic discrimination.”
The European Commission is expected
to study ways to provide greater
leeway for data sharing under
competition laws
Competition Policy for a Digital Era
Differential privacy introduces a small amount of noise, enabling researchers to
extract useful answers, while protecting individuals’ privacy
Differential Privacy Research Platform
Shared data model and workflow built in Azure, with rich
semantics and multi-party confidential compute with
differential privacy to unlock the value
A structured approach to making progress with
data sharing
Standard legal terms for data
access and sharing
Privacy preserving technologies
Software tools to enable data
sharing
news.microsoft.com/datainnovation
Existing
At rest
Encrypt inactive data
when stored in blob
storage, database, etc.
Examples include:
Azure Storage Service
Encryption for Data at Rest
SQL Server Transparent
Database Encryption (TDE)
In use
Protect/Encrypt data
that is in use during
computation
Examples include:
Trusted Execution Environments
such as Intel SGX and VBS
Homomorphic encryption
In transit
Encrypt data that is flowing
between untrusted public or
private networks
Examples include:
HTTPS
TLS
Working with industry to collaborate on confidential computing open
source technology and frameworks
Azure Data Share is a simple service for
big data sharing, helping organizations to:
• Enhance insights with data from
partners and customers
• Form industry-specific consortium to
pool data among members
• Innovate custom solutions and
expand markets via new service
capabilities
Azure
Data Factory
Azure
Databricks
(Prep-only)
Azure
Data Lake
Storage
Azure SQL
Data Warehouse
Power BI
Ingest & Prep
Store
Model & Serve Visualize
Manufacturer
Azure
Data ShareSuppliers
Azure
Data Share
Azure
Data Share
Company A Company B Company C
Azure
Data Share
Share
Thank you
To learn more about data sharing, open data, and
recently released data use agreements and join the
conversation, visit
news.microsoft.com/datainnovation

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Data sharing principles for Digital Transformation

  • 1. Data sharing principles for Digital Transformation 33º Encuentro de la Economía Digital y las Telecomunicaciones Palacio de la Magdalena - Santander Monday, 02nd September 2019
  • 2. Data Sharing & the Open Data Opportunity: The challenges and road to progress
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 10. Open Data Initiative principles 1 Customer ownership and control 3 Open and extensible 2 AI-Driven Business Outcomes
  • 11.
  • 13. Advancing open data is also important to:
  • 14. “Amazon’s computer models were trained … by observing patterns in resumes submitted to the company over a 10-year period. Most came from men, a reflection of male dominance across the tech industry.” “Many AI systems, e.g. face recognition tools, rely on machine learning algorithms that are trained with labeled data. It has recently been shown that algorithms trained with biased data have resulted in algorithmic discrimination.”
  • 15. The European Commission is expected to study ways to provide greater leeway for data sharing under competition laws Competition Policy for a Digital Era
  • 16.
  • 17. Differential privacy introduces a small amount of noise, enabling researchers to extract useful answers, while protecting individuals’ privacy Differential Privacy Research Platform Shared data model and workflow built in Azure, with rich semantics and multi-party confidential compute with differential privacy to unlock the value
  • 18. A structured approach to making progress with data sharing
  • 19. Standard legal terms for data access and sharing Privacy preserving technologies Software tools to enable data sharing
  • 21. Existing At rest Encrypt inactive data when stored in blob storage, database, etc. Examples include: Azure Storage Service Encryption for Data at Rest SQL Server Transparent Database Encryption (TDE) In use Protect/Encrypt data that is in use during computation Examples include: Trusted Execution Environments such as Intel SGX and VBS Homomorphic encryption In transit Encrypt data that is flowing between untrusted public or private networks Examples include: HTTPS TLS
  • 22. Working with industry to collaborate on confidential computing open source technology and frameworks
  • 23. Azure Data Share is a simple service for big data sharing, helping organizations to: • Enhance insights with data from partners and customers • Form industry-specific consortium to pool data among members • Innovate custom solutions and expand markets via new service capabilities Azure Data Factory Azure Databricks (Prep-only) Azure Data Lake Storage Azure SQL Data Warehouse Power BI Ingest & Prep Store Model & Serve Visualize Manufacturer Azure Data ShareSuppliers Azure Data Share Azure Data Share Company A Company B Company C Azure Data Share Share
  • 24.
  • 25. Thank you To learn more about data sharing, open data, and recently released data use agreements and join the conversation, visit news.microsoft.com/datainnovation