Analytics & Forecasting

Marketing Analytics & Forecasting for B2B SaaS

Most marketing dashboards at $1M–$10M ARR run on platform-default attribution and six-month-old data. Most marketing forecasts are aspirations dressed up in math — built once a year, never reconciled against actuals. That's the gap this section closes. Operator-grade analytics means knowing which channel drove pipeline this week, not which channel got credited by last-click. Operator-grade forecasting means a model your CFO can defend line-by-line, updated monthly, reconciled to variance. The discipline isn't a six-week BI project — it's a Friday afternoon decision framework. Start with the forecasting article if your board questions assumptions, or the analytics article if your team is making decisions on stale numbers.

How 120% NRR SaaS Companies Get 24x Valuations.
The NRR Advantage

How 120% NRR SaaS Companies Get 24x Valuations.

McKinsey decoded for operators. Top-quartile NRR B2B SaaS trades at 24x revenue while bottom-quartile sits at 5x. The 9 practices, the 5 plays, and the operator playbook. Includes the 7-minute video.

9 min read Read article →
Friday Is When the Work Happens.
The Optimization Engine

Friday Is When the Work Happens.

Most agencies treat optimization as a monthly check-in. Operator-Led Growth treats it as the engine. Every Friday — scale, kill, retest, abandon.

7 min read Read article →
The Forecast Your CFO Actually Wants.
Pipeline Forecasting

The Forecast Your CFO Actually Wants.

Most marketing forecasts are aspirations dressed up in math. A real forecast updates monthly, reconciles to variance, and survives a CFO's line-item review.

8 min read Read article →
Your Dashboard Is Lying to You.
Marketing Analytics

Your Dashboard Is Lying to You.

Most dashboards report platform-default attribution on six-month-old data. The fix isn't a six-week project — it's a Friday afternoon.

8 min read Read article →