
The Science of Scaling How to Scale a Billion Dollar Sales Team w/ John McMahon (Board Member, Snowflake)
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Oct 18, 2023 John McMahon, experienced sales leader and board member (Snowflake, MongoDB) and author of The Qualified Sales Leader, shares playbook tactics for building massive revenue teams. He covers productivity models and hiring timing. He digs into manager-to-rep ratios, promoting vs hiring, attrition signals, and how to find and prepare champions to control buying decisions.
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Build A Productivity Model
- Build a productivity model that maps rep productivity, ramp time, and attrition to hiring needs.
- Use that model to time hires so ramped reps impact the target year.
Plan Hiring Well Before Year Start
- Start annual planning months ahead so hires ramp in time; hiring after July won't affect that year with six-month ramp.
- Avoid last-minute large hiring bursts that produce B/C performers and overwhelm managers.
Use Early Benchmarks As Guardrails
- Use industry benchmarks early: assume six-month ramp, $800k–$1M productivity, and ~25% attrition until you have data.
- These guardrails help create realistic hiring and financial plans for early-stage sales orgs.



