Attribution & Forecast with Linear Regression Analysis using R
Objective:
To forecast leads using media tactics, historical leads, offline conversions, and media spend data.
Methodology:
Collected historical media spend amounts, site leads, media leads, and conversions across site partners from FY21-22. Sorted data by media tactic and channel.
Used R and installed the below packages to run a correlation analysis & linear regression to analyze the relationship between media tactics and leads forecast leads for the upcoming year. “
Analysis:
Used coefficients to build a forecasting dashboard to project leads for each media tactic based on the monthly budget and the previous month’s leads.
