loyalty reports ARE misleadING

"Members spend 3× more" is not a result.

You know your best customers join your program. You don’t need a statistician to tell you—that's selection, not impact.

The comparison that matters isn't members versus non-members; it's what members actually spent against what they would have spent without the program.

Promotions that win the week and lose the quarter.

Bonus points pull demand forward. A customer who would have bought in three weeks buys today, with a discount attached. If measurement stops when the promotion ends, the pull-forward never shows up.

Your vendor grades their own homework.

Platform dashboards are built to demonstrate platform value. They report attributed revenue, not incremental profit, and the logic is rarely something you can inspect. That's a conflict of interest built into the product.