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E r i c A n v a r, H e a d o f S m a r t D a t a P r a c t i c e s a n d S o l u t i o n s
O E C D , J u n e 2 0 1 9
Insurance & Private Pensions Committee
Towards Smart Data Strategies
Link to related paper is here
C O N T E X T
C O N T E X T – W H Y S M A R T D ATA ?
https://trends.google.fr/trends/explore?date=today%205-y&q=big%20data,smart%20data,data%20science,machine%20learning,artificial%20intelligence
T H E R E G U L A R D ATA C Y C L E …
OneSurveyOneTeamOneProduct
T H E R E G U L A R D ATA C Y C L E …
OneSurveyOneTeamOneProduct
XSourcesYPlatformsZProducts
… I S C H A L L E N G E D T O ‘ E M B R A C E S M A R T D ATA’
Demand for new/ehanced evidence for policy…
• Real-time – Time-to-Market
• Granular – Localised, Targetted
• Trusted – Quality Assurance
…feeding into new policy models & simulations
… I S C H A L L E N G E D T O ‘ E M B R A C E S M A R T D ATA’
Data Sourcing Gap
D E M A N D T O M E E T, G A P S T O O V E R C O M E
DataSkillsGap
EfficiencyGap
Data Platforms Gap
Demand
for New
Evidence
Demand
for Trusted
Quality
S M A R T D ATA S T R AT E G Y
Integrating
The Data
Cycle
Embracing
Smart
Data
S M A R T D ATA P L AT F O R M
ALGORITHMS
BANK &
SANDBOX
DATA
CORE(S)
DATA
LAKE(S)
Data
Science
Environment
Data
Management
Environment
Open
Data
Policy
Simulators
Open
Algorithms
Augment
Data
Combine
Data
Data
Dissemination(s)
S M A R T D ATA S O U R C I N G
Combine
Established
Sources…
Countries
PolicyDomains
Policy
Reporting
Statistical
Reporting
…with Alternative
Sources of
Data
Admin. &
Survey
Microdata
…
OECD Data Collection Programme
Microdata from commercial sources
Open data (academia, public, private)
Web scraped & text mined data
Geospatial data
Data from GAFAs & platforms
Transaction data
IoT data
Crowdsourced, web survey data
Partner IOs
Which business model
for new data sources
Regulation, Commercial, Open, Partnership,
Web scraping, Crowdsourcing, Distributed Protocoles
PRIVATE PARTNERS
IT vendors, Start-ups, DPO..
DATA
PROVIDERS
OPEN
ECOSYSTEMS
Open source
Open algorithms
Open knowledge
Open data
PUBLIC PARTNERS
IOs, NSOs, CBs, Agencies
S M A R T D ATA E C O S Y S T E M S
CIVIL
SOCIETY
Academia
NGOs…
H Y P O T H E S I S
In order to regulate a market that is transformed
with the adoption of big data, regulators and
policy makers have to embrace smart data.
E M B R A C I N G S M A R T D ATA - E X A M P L E
New legal process
for data acquisition
Universities’ student records
Approx 2 million per year
National death registry
Approx 5000 suicides per year
Students = ??
Use of suicide rate as
proxy for the
population of interest
Stakeholder discussions on
priority policy and social
questions
Assessing trends
and needs in mental
health in a
population group
ENSURE
TRUSTED
QUALITY
?
Secure ONS
data linkage
infrastructure
W H I C H I S Y O U R U S E C A S E ?
CULTIVATE
ECOSYSTEMS
SOURCE
NEW DATA
CREATE
NEW
EVIDENCE
DEVELOP SKILLS
MEET
NEW POLICY
QUESTIONS
ENSURE
TRUSTED
QUALITY
?
BUILD
DATA SCIENCE
PLATFORM

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Towards smart data strategies

  • 1. E r i c A n v a r, H e a d o f S m a r t D a t a P r a c t i c e s a n d S o l u t i o n s O E C D , J u n e 2 0 1 9 Insurance & Private Pensions Committee Towards Smart Data Strategies Link to related paper is here
  • 2. C O N T E X T
  • 3. C O N T E X T – W H Y S M A R T D ATA ? https://trends.google.fr/trends/explore?date=today%205-y&q=big%20data,smart%20data,data%20science,machine%20learning,artificial%20intelligence
  • 4. T H E R E G U L A R D ATA C Y C L E … OneSurveyOneTeamOneProduct
  • 5. T H E R E G U L A R D ATA C Y C L E … OneSurveyOneTeamOneProduct
  • 6. XSourcesYPlatformsZProducts … I S C H A L L E N G E D T O ‘ E M B R A C E S M A R T D ATA’ Demand for new/ehanced evidence for policy… • Real-time – Time-to-Market • Granular – Localised, Targetted • Trusted – Quality Assurance …feeding into new policy models & simulations
  • 7. … I S C H A L L E N G E D T O ‘ E M B R A C E S M A R T D ATA’
  • 8. Data Sourcing Gap D E M A N D T O M E E T, G A P S T O O V E R C O M E DataSkillsGap EfficiencyGap Data Platforms Gap Demand for New Evidence Demand for Trusted Quality
  • 9. S M A R T D ATA S T R AT E G Y Integrating The Data Cycle Embracing Smart Data
  • 10. S M A R T D ATA P L AT F O R M ALGORITHMS BANK & SANDBOX DATA CORE(S) DATA LAKE(S) Data Science Environment Data Management Environment Open Data Policy Simulators Open Algorithms Augment Data Combine Data Data Dissemination(s)
  • 11. S M A R T D ATA S O U R C I N G Combine Established Sources… Countries PolicyDomains Policy Reporting Statistical Reporting …with Alternative Sources of Data Admin. & Survey Microdata … OECD Data Collection Programme Microdata from commercial sources Open data (academia, public, private) Web scraped & text mined data Geospatial data Data from GAFAs & platforms Transaction data IoT data Crowdsourced, web survey data Partner IOs Which business model for new data sources Regulation, Commercial, Open, Partnership, Web scraping, Crowdsourcing, Distributed Protocoles
  • 12. PRIVATE PARTNERS IT vendors, Start-ups, DPO.. DATA PROVIDERS OPEN ECOSYSTEMS Open source Open algorithms Open knowledge Open data PUBLIC PARTNERS IOs, NSOs, CBs, Agencies S M A R T D ATA E C O S Y S T E M S CIVIL SOCIETY Academia NGOs…
  • 13. H Y P O T H E S I S In order to regulate a market that is transformed with the adoption of big data, regulators and policy makers have to embrace smart data.
  • 14. E M B R A C I N G S M A R T D ATA - E X A M P L E New legal process for data acquisition Universities’ student records Approx 2 million per year National death registry Approx 5000 suicides per year Students = ?? Use of suicide rate as proxy for the population of interest Stakeholder discussions on priority policy and social questions Assessing trends and needs in mental health in a population group ENSURE TRUSTED QUALITY ? Secure ONS data linkage infrastructure
  • 15. W H I C H I S Y O U R U S E C A S E ? CULTIVATE ECOSYSTEMS SOURCE NEW DATA CREATE NEW EVIDENCE DEVELOP SKILLS MEET NEW POLICY QUESTIONS ENSURE TRUSTED QUALITY ? BUILD DATA SCIENCE PLATFORM