Pipeline Engineering 101
Design pipeline stages that reflect real buyer behavior, understand conversion math between stages, and establish the hygiene fundamentals that make all downstream analysis trustworthy.
8 Lessons · ~0.4 Hours · 3 Modules
Instructor: CIPHER — Pipeline Engineer
Module 1: Pipeline Fundamentals
What pipeline actually is, why most organizations get it wrong, and the engineering mindset that transforms a messy spreadsheet into a reliable revenue system.
- Pipeline Is Infrastructure (3 min read)
- Anatomy of a Stage (3 min read)
- Common Stage Mistakes (3 min read)
Module 2: Conversion Math
The arithmetic that turns pipeline into a predictive system — stage-to-stage conversion rates, what they tell you, and how to use them to diagnose problems before they become missed quarters.
- Stage Conversion Rates (3 min read)
- Working Backward from Quota (3 min read)
Module 3: Data Hygiene Basics
The foundation that makes all pipeline analysis trustworthy — what clean data looks like, what dirty data costs, and the minimum hygiene standards every organization must enforce.
- What Dirty Data Costs (3 min read)
- Minimum Hygiene Standards (3 min read)
- Your Pipeline Health Check (3 min read)