Expert Points of View

Original thinking from M-Squared experts and members of the Collective on attribution, measurement, and decision-making in complex marketing environments.

Contributing experts
Madan Bharadwaj
Madan Bharadwaj
Advanced Attribution Expert
Katie Reed
Katie Reed
Fractional CMO, Consultant
Sable M.
Sable M.
Executive Leader in Marketing Analytics
Shivank Pant
Shivank Pant
Product Manager
Bharathi Kannamma
Bharathi Kannamma
Data Science- COE Lead
Abdul Rahman
Abdul Rahman
Product & Engineering Lead
Ken Sheehan
Ken Sheehan
Geographic Information Systems Expert
Shriram Pradeep
Shriram Pradeep
Data Science- COE Lead

Perspectives

Incrementality Testing Workflow

Incrementality Testing Workflow

madan-bharadwaj
Primer On Incrementality Testing

Primer On Incrementality Testing

madan-bharadwaj
Facebook Robyn Model vs Google Lightweight Comparison (Facebook Decomp Example Part 2)

Facebook Robyn Model vs Google Lightweight Comparison (Facebook Decomp Example Part 2)

madan-bharadwaj
What Are Test and Train Periods And Hold Out Windows? (Facebook Decomp Example Part 1)

What Are Test and Train Periods And Hold Out Windows? (Facebook Decomp Example Part 1)

madan-bharadwaj
Hold out Testing

Hold out Testing

madan-bharadwaj
All Things Scale Testing

All Things Scale Testing

madan-bharadwaj