I sent you this chapter. Reply on LinkedIn or by email.
A stage starts with something you can count, per customer, with a timestamp. “Awareness” and “consideration” aren’t stages. “Delivered” and “second order” are.
The first decision is the one most maps get wrong: what the stages are. Get it right and the rest of this book is arithmetic.
Six to nine stages is enough.
| Stage | Event | Where the data is |
|---|---|---|
| Arrive | First session with a known visitor ID | Analytics; joined to the customer at signup or checkout |
| First order | First paid order per customer | orders, the earliest non-canceled order |
| Delivered | Carrier’s delivered scan | fulfillments or your tracking app’s events |
| First use | Your chosen first-use signal | See below |
| Second order | Second paid order, excluding exchanges and replacements | orders, with exchange orders filtered out |
| Third order | Third paid order, same rules | orders |
| Contact | First ticket, chat or call | support_tickets, matched by email or order |
| Return | Return requested | Returns app export or refunds |
| Lapse | Days since last order pass your 75th-percentile gap | Derived from orders (chapter 5) |
Appendix A has the query that turns these into one row per customer with a timestamp for each stage.
First use is the stage that order data can’t see, and it tends to sit in a long silent stretch. You won’t find a perfect signal. You need one that’s good enough, per customer, and cheap to collect. Candidates, by what you sell:
Then test it: customers with the signal should reorder at a clearly higher rate than those without. If not, it measures something else, such as who opens email. Used, Not Bought covers how to design the first-use stage itself.
Clayton Christensen and colleagues define a job to be done as “the progress that a person is trying to make in a particular circumstance” Published. That’s a useful test for stage names. “Delivered” is your milestone; the customer’s is “I have it and I know how to start”. Where you count only your milestone, add a signal for theirs.
Want to answer the note that sent you here? Reply on LinkedIn or by email.
If this is your store
The free Klaviyo audit reads your own account and scores it. Start with your store’s address. A read-only key gets the full report.
Written by Andrew Lauchner, a growth and retention operator for consumer brands. The paid work is one ninety-day Sprint.
This is one chapter of The Journey Map, which is free and readable in full on a single page with no form in front of it.