Measurement
Multi-touch without the mythology
Multi-touch attribution arrives in meetings wearing a lab coat. Charts look scientific. Credits sum neatly to one hundred percent. Leadership relaxes — until next month’s creative test refuses to line up with the model’s favorite channel.
At Panel Forgehub we treat multi-touch as a storytelling aid layered on incomplete observations. For Marketing Attribution for Apps, that incompleteness is structural: missing identifiers, delayed postbacks, and users who bounce between web and app without tidy handoffs.
When weights help
Weighted models help when you need a shared language for “this partner touched the journey.” They are useful for pacing conversations with agencies and for spotting channels that only appear in the middle of paths. They are not useful for claiming precise incremental revenue to two decimal places.
Volume honesty
If your weekly converting cohort is thin, a data-driven model will invent confidence. Prefer simpler position-based views and pair them with a cheap holdout when budget allows. The goal is directional discipline, not oracle status.
A working ritual
- Freeze definitions for install, trial, and paid events for the quarter.
- Export the same cohort under last-click and one multi-touch scheme.
- Write three sentences on where they disagree — and which decision that disagreement affects.
- Only then open the budget sheet.
That ritual is intentionally boring. Boring is how teams stop worshipping the mythology.