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https://github.com/rebeccamorolong/-marketing-attribution-modeling-with-sql

This project uses SQL to analyze customer journeys and allocate credit to marketing channels using various attribution models.
https://github.com/rebeccamorolong/-marketing-attribution-modeling-with-sql

marketing-analytics modeling postgresql

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This project uses SQL to analyze customer journeys and allocate credit to marketing channels using various attribution models.

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# 📊 Marketing Attribution Modeling (SQL Project)

This project uses SQL to analyze customer journeys and allocate credit to marketing channels using various attribution models.

## 🎯 Project Goals
- Calculate first-touch, last-touch, linear, and time-decay attribution
- Understand channel contribution to conversions
- Support marketing budget optimization

## SQL Skills:
- Event sequencing, session analysis, attribution logic

## 🧱 Schema
- `customers`: Customer conversions
- `marketing_channels`: Marketing channels metadata
- `touchpoints`: Customer touchpoints with channels and timestamps

## 📊 Attribution Models
- First-Touch Attribution
- Last-Touch Attribution
- Linear Attribution (equal credit)
- Time Decay Attribution (recency weighted)

## 📁 Dataset
- Simulated or from [Online Advertising Dataset](https://www.kaggle.com/datasets/rohitsahoo/online-advertising)

## 📌 Insights Sample
- Email channels lead in first-touch conversions
- PPC dominates last-touch attribution
- Social media channels gain more credit in linear and time decay models

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