Attribution
Attribution memo shell v14
Markdown + SQL lint hooks for Shopify Plus stacks.
Request via welcome@systemofreason.one with your cohort ID.
Resources
Downloads & references
Files are distributed through secure links after enrollment. This page lists what ships inside each bundle so procurement can preview without guessing.
Retention Analytics
Retention reconciliation addendum
Side-by-side gross vs net series with refund bridge notes.
Request via welcome@systemofreason.one with your cohort ID.
Creative Measurement
Creative fatigue rubric
Scoring sheet that ties CTR to margin-sensitive SKUs.
Request via welcome@systemofreason.one with your cohort ID.
Forecasting
Forecast trigger worksheet
Pre-agreed freight and acquisition pause triggers for boards.
Request via welcome@systemofreason.one with your cohort ID.
Operator notes
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Jisoo · Busan
The Attribution Lab memo template forced our paid team to spell out leakage. Took longer than expected, but the Post-Purchase Email Instrumentation sprint finally aligned Klaviyo counts with Shopify net revenue.
Marcus · Seoul
Retail Media Overlay homework made us admit coop fees we were smoothing. Creative Fatigue studio rubric is now required reading before we rotate UGC.
Leah · Head of growth · Outdoor gear label
Forecasting sprint bands felt conservative, yet finance signed off because triggers were pre-baked. Incrementality Briefing course kept our geo test modest on purpose—refreshing.
Noor A. Verified 5★
Ecommerce P&L Reporting Sprint: five stars for the payout lag calendar alone. Still wish the Amazon bridge went deeper—that limitation was stated upfront, fair enough.
Elena · Singapore
Operator Analytics Office Hours Pack unblocked our dbt tests without selling a new vendor. Retention Signals workbook is blunt about what lifecycle cannot measure.