Vision and Strategic Leadership Questions

Start from the business strategy, not from technology. (A technical vision is a short statement of where the technology must be in 3 to 5 years so the business strategy can succeed.) Take the company's goals for the next 3 to 5 years (markets, customers, growth, risk appetite, meaning how much risk the business will accept) and ask, for each, "what must be true of our technology for this to be achievable?" Those constraints, not favourite tools, form the vision.

Derivation, in steps (illustrative):

1. Business goal: expand into regulated enterprise customers.
2. Technical implication: need auditable access control (every permission to see or change data is logged and reviewable), data residency (a customer's data stays in the country or region they require) and tenant isolation (one customer's data and workloads cannot be seen or affected by another's).
3. Gaps today: a monolithic data layer (one shared database everything depends on) and manual compliance evidence (staff assemble proof for auditors by hand).
4. Direction: a few named pillars (the 3 or 4 big themes the vision stands on), such as "tenant isolation by default" and "evidence generated automatically".

The vision, written out (illustrative): "By 2030 a regulated enterprise can buy from us, audit us and trust us without a custom project. Every customer's data is isolated and kept in its own region by default, and the evidence an auditor asks for is produced automatically, not assembled by hand."

What it commits the organization to (be concrete, with order and rough timing): the pillars, the sequence, investment of a defined share of engineering capacity (for example, with 80 engineers: 20% or 16 in year 1, 15% or 12 in year 2, 10% or 8 in year 3 as the foundations finish), and decisions the org will follow (for example, one identity system).

What it explicitly does not commit to (the non-goals): "we will not build our own database", "we will not support on-premises", "we will not rewrite for its own sake". Non-goals prevent every team reading its own project into the vision, and give teams a basis for saying no.

Make it usable: write it in two pages, name an owner per pillar, review it each year, and test it by asking "can a team decide a real trade-off using this?"

The same method in other situations. for a data science org the pillars might be data foundations, shared model platform and decision support. A KPI (key performance indicator, a number you track) per year: year 1, 90% of core tables have an owner and a freshness check; year 2, two product teams ship on the shared model platform; plus a hiring milestone per year. For a security architect, pillars tie to risk reduction: for example, "every privileged access is time-limited", with a KPI of time to revoke access falling from days to under an hour.