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Data Collaboration
Why can’t we play together?
Back in 2006
Progress in 14 years
● Consortiums and communities of practice
● Standards for data sharing
● Platforms and tools
Why is it so hard?
Streamlined data collaboration remains an elusive ideal
● Centralized platforms rarely
work for diverse, multi-org
collaborations
● Interoperability over
standards requires upfront
investment that rarely
happens
● Mandated approaches
don’t tend to work for small
organizations
The tip of the iceberg
Harmonizing structure and formats is the last hurdle to overcome… but typically the first thing we
tend to try to solve.
data structure
data format
The flow layer
Before solving format and structure, we need to understand how data needs to flow.
data structure
data format
synchronization
one-way bidirectional
The agreement layer
But even before that, we have to agree on data governance and privacy protection.
data structure
data format
privacy
governance
synchronization
one-way bidirectional
The goals layer
But everything lacks direction before we determine the needs. What are we trying to achieve?
data structure
data format
privacy
governance
synchronization
one-way bidirectional
coordinationawareness
collaboration goal
Putting it all together
Goal determines, governance, which
determines sync strategy, which determines
best ways to adjust schema
data structure
data format
privacy
governance
synchronization
one-way bidirectional
awareness coordination
collaboration goal
data structure
data format
privacy
governance
synchronization
one-way bidirectional
awareness coordination
collaboration goal
Align incentives, be transparent about
needs and constraints
data structure
data format
privacy
governance
synchronization
one-way bidirectional
awareness coordination
collaboration goal
Build privacy-first, evolve a clear
governance, put it in simple written terms
and refer to it when making decisions
data structure
data format
privacy
governance
synchronization
one-way bidirectional
awareness coordination
collaboration goal
Design a synchronization strategy that
follows your collaboration goals and agreed
governance; there’s no silver-bullet
data structure
data format
privacy
governance
synchronization
one-way bidirectional
awareness coordination
collaboration goal
Figure out a unique identifier, then slowly
and progressively add fields as needed
data structure
data format
privacy
governance
synchronization
one-way bidirectional
awareness coordination
collaboration goal
Figure out a unique identifier, then slowly
and progressively add fields as needed
Design a synchronization strategy that
follows your collaboration goals and agreed
governance; there’s no silver-bullet
Build privacy-first, evolve a clear
governance, put it in simple written terms
and refer to it when making decisions
Align incentives, be transparent about
needs and constraints
Thank you!
Nicolás di Tada
nditada@instedd.org
@nditada

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Data Collaboration - Why can't we play together?

  • 1. Data Collaboration Why can’t we play together?
  • 3.
  • 4. Progress in 14 years ● Consortiums and communities of practice ● Standards for data sharing ● Platforms and tools
  • 5. Why is it so hard? Streamlined data collaboration remains an elusive ideal ● Centralized platforms rarely work for diverse, multi-org collaborations ● Interoperability over standards requires upfront investment that rarely happens ● Mandated approaches don’t tend to work for small organizations
  • 6. The tip of the iceberg Harmonizing structure and formats is the last hurdle to overcome… but typically the first thing we tend to try to solve. data structure data format
  • 7. The flow layer Before solving format and structure, we need to understand how data needs to flow. data structure data format synchronization one-way bidirectional
  • 8. The agreement layer But even before that, we have to agree on data governance and privacy protection. data structure data format privacy governance synchronization one-way bidirectional
  • 9. The goals layer But everything lacks direction before we determine the needs. What are we trying to achieve? data structure data format privacy governance synchronization one-way bidirectional coordinationawareness collaboration goal
  • 10. Putting it all together Goal determines, governance, which determines sync strategy, which determines best ways to adjust schema data structure data format privacy governance synchronization one-way bidirectional awareness coordination collaboration goal
  • 11. data structure data format privacy governance synchronization one-way bidirectional awareness coordination collaboration goal Align incentives, be transparent about needs and constraints
  • 12. data structure data format privacy governance synchronization one-way bidirectional awareness coordination collaboration goal Build privacy-first, evolve a clear governance, put it in simple written terms and refer to it when making decisions
  • 13. data structure data format privacy governance synchronization one-way bidirectional awareness coordination collaboration goal Design a synchronization strategy that follows your collaboration goals and agreed governance; there’s no silver-bullet
  • 14. data structure data format privacy governance synchronization one-way bidirectional awareness coordination collaboration goal Figure out a unique identifier, then slowly and progressively add fields as needed
  • 15. data structure data format privacy governance synchronization one-way bidirectional awareness coordination collaboration goal Figure out a unique identifier, then slowly and progressively add fields as needed Design a synchronization strategy that follows your collaboration goals and agreed governance; there’s no silver-bullet Build privacy-first, evolve a clear governance, put it in simple written terms and refer to it when making decisions Align incentives, be transparent about needs and constraints
  • 16. Thank you! Nicolás di Tada nditada@instedd.org @nditada