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Simulators / GrowthOps
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GrowthOps

Campaign, Funnel & Attribution Simulator

Learn practical growth marketing by doing it. Split a real budget across channels, read A/B test results without falling for the small-sample trap, find the real leak in a funnel, and match attribution models to the right business question.

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Budget Allocator
Split spend across channels
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A/B Tester
Avoid the sample-size trap
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Funnel Diagnosis
Find the real leak
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Attribution
Match model to question

Built for

Small business owners running their own marketing, and new graduates entering marketing or growth roles who want hands-on reps before the stakes are real.

Key features

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Channel Budget Allocator

Split 100% of a fixed budget across paid social, search, email, and content โ€” and match the mix to five different business contexts.

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A/B Headline Tester

Read real impressions and clicks, and learn to spot the classic small-sample trap that fools most teams into a bad call.

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Funnel Leak Diagnosis

Find the stage with the worst percentage drop-off โ€” not just the scariest raw number โ€” and pick a fix that actually targets it.

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Attribution Model Matcher

Match first-touch, last-touch, linear, or time-decay attribution to the actual business question a team is trying to answer.

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4-Track Academy

40 quiz questions across growth fundamentals, funnel analysis, statistical testing, and attribution modeling โ€” each with a full explanation.

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Badges & Certificate

Earn Budget Strategist, Test Reader, Funnel Detective, and Attribution Strategist badges, climb the leaderboard, and unlock a certificate at 100%.

Self-contained & risk-free

Completely self-contained sandbox โ€” no internet required when run locally.

Educational simulation only โ€” all budgets, campaigns, tests, and funnels are fictional and simulated locally. No real ad spend is ever used.

๐Ÿ“š Take-home practice

Every session pairs with a quick 15โ€“20 min real-world task that turns the simulator into a habit.

This week's challenge

Find one marketing metric you or your business tracks, and check: is the sample size behind it actually large enough to trust the number?

Sketch a budget split for a made-up campaign
Find the leakiest stage in a signup flow you use
Ask which channel "deserves credit" for a purchase

Ready to teach practical growth marketing?

GrowthOps is part of our Business & Workforce Track.

โฑ๏ธ Format: Self-paced online lab ๐Ÿ–ฅ๏ธ Access: Runs in any modern browser
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