The Five Stages of Analytical Maturity
A five-stage analytical maturity model from reactive reporting to predictive modeling, with how to tell where your organization sits and what moves it up.
Writing
Field notes on analytics, technical SEO and AI discovery for government agencies, universities and B2B teams. What breaks on large, complicated sites, why it breaks, and what we do about it.
A five-stage analytical maturity model from reactive reporting to predictive modeling, with how to tell where your organization sits and what moves it up.
Why fixing tracking basics, from GTM to duplicate counts and server-side tagging, comes before any dashboard, plus a checklist for judging agencies.
Why a $50k executive dashboard was the wrong purchase, and how broken tracking, bad UTMs and privacy leaks must be fixed before reporting.
Why sampling limits standard GA4 reports for large government sites, and how BigQuery adds unsampled data and finer access control.
Program pages are not dead, but they now serve AI answers. How higher ed teams can use schema and authority content to get cited, in order.
Traditional search still handles far more queries than AI chat. Why topical authority replaces keyword density, and why interactive tools outlast articles.
How Consent Mode v2 models data from visitors who decline cookies, and why a correct setup gives B2B and public sector teams more accurate reporting.
How GA4 attribution models differ, why data-driven attribution suits long B2B and government cycles, and how conversion lag shapes budget forecasting.
What an SEO report should show executives: mission queries, a short summary that supports a budget decision, and how to handle privacy in reporting.
Why single-platform SEO is fragile, and a three-step plan for Search Everywhere Optimization built on entity consolidation and schema.
Why Google can stop reading HTML past roughly 2MB, how page bloat hurts AI crawling, and a three-part plan to trim heavy pages safely.
Start an enterprise technical SEO audit with server logs and Search Console data instead of tools: crawl traps, indexing status and click depth.
Tell us what you’re seeing. We’ll tell you plainly whether it’s something we can fix.