Konstantin “Stan” Ponomarev · ponomarevkk@gmail.com · +1 281 905 8225
01 / THE CHALLENGE
The problem to solve.
Programs needed access to the same operational data, but faced fragmented source systems, repeated model development and difficult external collaboration. A shared platform had to address data access and governance together.
THE DELIVERY LOGIC ILLUSTRATIVE MODEL
analystsData
scientistsExternal
partners
02 / KEY DECISIONS
Where I focused.
The central trade-off
Separate platforms could meet local needs sooner but reinforce duplication. A shared foundation required agreement on capabilities, ownership and user needs before the investment could advance.
- 01
Treat the platform as a portfolio dependency.
Tracked KLAD in portfolio funding and steering-committee materials, connecting its progress to the digital programs that would rely on it.
- 02
Account for three different user needs.
The platform design covered operational analytics, model development and a controlled environment for external collaborators. These users required different access patterns and safeguards.
- 03
Develop governance alongside infrastructure.
The Data Management Model workstream ran alongside platform preparation. Ownership and quality expectations were part of the operating design, rather than a post-launch addition.
03 / THE OUTCOME
What changed.
- By the documented 2018 milestone, the architecture was agreed and the steering committee and working groups were formed.
- An equipment procurement decision was submitted to the investment committee.
- A parallel data-management initiative established a path for governance to develop with the platform.
04 / MY ACCOUNTABILITY
A clear line of ownership.
This case covers a formation-stage milestone. The source does not establish final commissioning or measured retrieval-speed improvement. A 30× improvement appeared as a design target and is deliberately not claimed as a realized result.
WORKING PRINCIPLE
Shared infrastructure is only useful when programs can depend on both the technology and its operating rules.
Facing a similar mandate?
Let’s discuss the decisions, lessons and experience behind this work.
Discuss this experiencehttps://stan-ponomarev.ponomarevvkk.chatgpt.site/work/data-foundation/