Question 1

What is the difference between first-touch and multi-touch attribution?

Accepted Answer

First-touch credits only the initial source; multi-touch distributes credit across all touchpoints. Multi-touch is more accurate but requires more data.

Question 2

Which attribution model should I use?

Accepted Answer

It depends on your business. E-commerce often uses last-click or time-decay; B2B uses linear or custom models. Test multiple and compare.

Question 3

How do I handle cross-device attribution?

Accepted Answer

Use probabilistic matching (Google Analytics 4) or deterministic (if users are logged in). Perfect accuracy is impossible; aim for consistency.

Question 4

What's the difference between attribution and incrementality testing?

Accepted Answer

Attribution allocates credit after the fact; incrementality tests measure causal impact (e.g., A/B tests). Both are needed for accurate ROI.

Question 5

How do I measure attribution model accuracy?

Accepted Answer

Validate against incrementality tests (A/B tests, holdout groups, geo-experiments). Attribution models are only as good as their validation.

Question 6

Can I use attribution to optimize ad spend in real-time?

Accepted Answer

Partially. Use historical attribution to guide initial allocation, then run incrementality tests to refine. Real-time optimization requires causal inference.

प्रदेश	ज्युनियर	मध्यम	सीनियर
USA	$65k	$120k	$200k
UK	£52k	£98k	£165k
EU	€48k	€90k	€150k
CANADA	C$74k	C$137k	C$230k

Attribution Modeling Multi-Touch

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