Skills

Attribution Report

Run attribution on real conversion paths, comparing models.

Install

npx skills add indranilbanerjee/digital-marketing-pro --skill attribution-report -g -a claude-code -y
Category
Engineering
Updated
6d ago
License
MIT
Context cost
Mediumabout 3,000 tokens
Runs scripts
No, instructions only

What it does

Run attribution on real conversion paths, comparing models. \"which channels actually drive revenue\

/digital-marketing-pro:attribution-report

GA4 AI Assistant channel (added 13 May 2026)

When generating attribution reports against a GA4 property, the AI Assistant default channel group is now a first-class channel. GA4 automatically categorizes sessions referred by ChatGPT, Gemini, Claude, and other recognized AI assistants under this channel (and sets Medium=ai-assistant). For any brand running an AEO program, include the AI Assistant channel in the channel set and compare its contribution across all attribution models (first-touch, last-touch, linear, time-decay, position-based, data-driven).

The model-comparison view is especially informative here: AI Assistant traffic often shows wildly different credit under first-touch vs last-touch because users frequently discover a brand via an AI assistant but convert via a later branded search or direct visit. Don't conclude "AI search doesn't drive revenue" from a last-touch number alone.

Source: GA4 default channel groups. For the upstream impression-side data, pair with /digital-marketing-pro:gsc-ai-performance (GSC AI Performance Report rolled out 3 June 2026, deliberately no click data, so GA4 is your click attribution surface).

Purpose

Generate multi-touch attribution analysis showing how different marketing channels and campaigns contribute to conversions. Compare multiple attribution models side-by-side, allocate revenue across touchpoints, and provide actionable budget reallocation recommendations based on true channel contribution. This command moves beyond simplistic last-click attribution to reveal the full customer journey, identifying which channels drive awareness, which nurture consideration, and which close conversions, so marketing budgets can be allocated based on actual contribution rather than positional bias.

Input Required

The user must provide (or will be prompted for):

Read the whole SKILL.md on GitHub

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