How to Get Analytic Infrastructure Buy-in

Core Argument

To successfully roll out a business-wide analytic infrastructure you have two paths:

1. Top-Down Mandates

• Typically comes around because there is so much pain getting visibility into the business that leadership must focus internally to sort this out.
• Can also be triggered by extra scrutiny due to audits or compliance.

2. Critical Mass Acceptance

• This is like Cal Newport's "Be So Good They Cannot Ignore You."
• Enough people are on the same page that it becomes the de facto truth.

Why It Matters

The founder frames [[analytics-engineering]] adoption as fundamentally a change management problem, not a technical one. You either need executive mandate (pain-driven) or grassroots momentum (quality-driven). The Cal Newport reference is telling -- it suggests the founder's preferred strategy is the second path: build something so good that adoption becomes inevitable.

This maps to real consulting patterns: some engagements start because the CEO demands better data visibility (top-down), while others succeed because a small team builds a [[dbt]] project that produces better answers than the legacy process, and it spreads organically (critical mass).