November 2025: Comprehensive Masterclass
A live and exclusive Masterclass from top experts in advanced attribution broken down into 6 sessions of experiential learning and hands-on approach to applying attribution in your industry.
Who is it for: Hands-on professionals working daily with data.
What to expect: Everything in the executive track is included in this comprehensive track, plus advanced technical training on tools and methodologies for solving attribution challenges.
Format: Live instructor-led classes
Lecture: 3, 5 & 7th Nov
Workshop: 10, 12 & 14th Nov

Course Content
Lecture Day 1
Executive Track:
Module 1: Advanced Attribution Foundations
Educators: Madan Bharadwaj
Module 2: Primer on Incrementality, MMM, MTA, Post-Purchase Surveys
Educators: Madan Bharadwaj
Invited Speaker Session:
Speakers:
To be announced
Lecture Day 2
Executive Track:
Module 3: Shaping Advanced Attribution Strategy for Brands
Educators: Madan Bharadwaj
Module 4: Upgrading your marketing operations for advanced attribution
Educators: Madan Bharadwaj
Invited Speaker Session:
To be announced
Lecture Day 3
Analyst Track
Module 5: Testing for Incrementality & Diminishing Return , A Deep Dive
Educators: Madan Bharadwaj
Module 6: Statistics For Media Experiments
Educator: Prof. Palaniappan Ramu
Module 7: CRM Testing For Retention Marketing
Educators:
Arun Rajagopalan | Measurement Technologist | Measured, Wealth Engine
Cara Manion | CRM Measurement expert | Measured, Oracle, Sports Authority, Retail marketer
Invited Speaker Session:
To be announced
Workshop Day 1
Data Scientist Track
Worshop: Hands-on MMM Workshop Using Facebook Robyn, Google Lightweight And Uber Orbit
Educator: Shriram Pradeep
- Workshop to build media mix models using Facebook Robyn open source modeling package | Step-by-step process to prepare data, perform exploratory data analysis, prepare data, feed data to models, analyze model fit, generate and analyze decomps, evaluate decomps against marketer’s channel performance expectations
- Compare Facebook Robyn vs Google Lightweight vs Uber Orbit
Workshop Day 2
Analyst Track
Worshop: Hands-on Triangulation Analysis
Educator: Shivank PantLearn hands-on analyst skills around triangulation
- Triangulation concepts deep dive | Triangulation demo | Triangulation case study
Invited Speaker: Neil Desai | Measurement Consultant | M^2, Amazon, PillPack, Precision Nutrition
- Incrementality Flywheel Analysis
Workshop Day 3
Data Scientist Track
Worshop: Geo Testing - Macth Market Selection Using Facebook Geo Lift And Causal Lift Estimation Using Statistical Techniques
Educator: Bharathi Kannamma
- Data science Workshop to work through identifying matched markets using Facebook GeoLift open source modeling package.
- Data science workshop to work through lift estimation
Module 9: AMA - Ask me Anything
Open floor for participants to bring up any topic for discussion
Final Certification
Earn course completion certificate
- Schedule and complete 1:1 discussion with Madan Bharadwaj
Earn advanced attribution professional badge
- Advanced Attribution Project completion