Why build your own model?

Attribution answers the question: which channel drives conversions? GA4 gives you a few default models—but they’re rigid, and often misrepresent reality. I’ve seen last-click give 100% of credit to branded search, leaving upper-funnel channels starved.

What’s wrong with defaults?

• They overvalue easy clicks (brand, direct)
• They undervalue assisted paths
• They make budget planning fragile

If you trust these blindly, you’re not steering strategy—you’re following averages.

How does SQL help? With SQL, you control the logic:

• First-click, last-click, or position-based weighting
• Custom decay models for longer journeys
• Full transparency in how credit is assigned

You can finally align attribution with how your business actually works.

What should you do first?

• Pull user journeys with timestamps
• Assign weights to touchpoints
• Aggregate credit by channel

Once you try a position-based model, you’ll never see “last-click only” the same way again.

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