Dashboards are everywhere. Answers are not.
Teams are expected to make million-dollar decisions using measurement frameworks they were never trained to evaluate.
M-Squared education exists to close that gap — turning complex measurement concepts into practical decision tools.
Marketing Measurement Education Built for Real Decisions
Practical training for marketing, growth, and finance teams who need to understand attribution, incrementality, and MMM — without theory, fluff, or vendor bias.
Education FormatsWho This Is For
Designed for teams who need answers — not certificates
CMOs, Heads of Growth, and Performance Leads
Analytics, Insights, and Finance partners supporting marketing
Agencies advising brands on spend, efficiency, and growth
The Problem
Most teams don’t struggle with data — they struggle with confidence
Education Formats
Workshops
Hands-on sessions that break down complex measurement topics into practical frameworks your team can apply immediately.
Private Team Training
Custom education designed around your business, channels, and real performance questions — not generic examples.
Executive & Leadership Sessions
Short, focused sessions built to align leadership teams on how measurement should guide strategy and investment.
On-Demand Learning
Self-paced education covering attribution, incrementality, and MMM — built for busy operators who want clarity without committing to long programs.
Advisory-Led Education
Education paired with expert guidance — ensuring concepts translate into better decisions, not just better understanding.
Advanced Attribution Foundations
Embark on a journey with Madan Bharadwaj as he offers a captivating exploration of the evolving landscape of marketing attribution.
Data Infrastructure In Advanced Attribution
Your marketing data infrastructure is an important factor in obtaining reliable attribution results. Dive into this course to explore the crucial considerations for storing and processing your marketing data.
Marketing Mix Modeling - Theory & Practice
This course offers a comprehensive exploration of marketing mix modeling, covering its historical context, data organization, model design, and result interpretation.
Incrementality Testing For CRM Audiences: A Practitioners Guide
A panel of marketing experts and practioners discuss practical ways to unlock the value of your first party data.
Geo Match Market Incrementality Testing: A Practitioners Guide
A valuable resource for marketing professionals seeking to enhance their understanding and proficiency in assessing the incremental impact of geo-targeted marketing campaigns.
Marketing Operations and Accounting using Advanced Attribution
Learn how to prepare datasets for various advanced attribution needs. Typical Measurement infrastructure in data-forward brands and Marketing Accounting.
Statistics for Media Experiments
Professor Palaniappan Ramu provides an overview of the most widely used nomenclatures, metrics, and methods in the field, equipping you with the knowledge to excel in media experimentation.
Geo Spatial Analysis
This course gives an introduction to Geospatial Census data for marketing and a real-life Case Study on Zip-level testing using Facebook Reach & Frequency campaigns.
Optimizing Digital Campaigns With Advanced Attribution - Facebook/Search/OTT
Follow along with Allison Lichtenberg as she provides practical examples of applying advanced attribution insights to optimize your campaign strategies.
Testing for Diminishing Returns - Using Geo & Split Testing
Discover how Geo & Split testing techniques can uncover valuable growth opportunities for your business.
CMO's playbook for managing CFO's by Keary Phillips
Our experts share their learnings and experience about how CMOs can effectively manage their relationship with CFOs, ensuring that marketing initiatives are understood, supported, and valued within the organization.
How do you communicate marketing contribution to executive team
Communicating marketing contribution effectively to executive teams, operations teams, and the board requires tailoring your message to each audience's interests and priorities. Experts Keary Phillips and Laura Joukovski share their experience with June masterclass cohort
M^2 Agency Partnership
M^2 provides expert assistance to establish a training program in advanced attribution for agency teams and their client teams. Extended support on new business development initiatives including in pitch development, in-person pitch support...
Advanced Attribution Foundations
Embark on a journey with Madan Bharadwaj as he offers a captivating exploration of the evolving landscape of marketing attribution.
Data Infrastructure In Advanced Attribution
Your marketing data infrastructure is an important factor in obtaining reliable attribution results. Dive into this course to explore the crucial considerations for storing and processing your marketing data.
Marketing Mix Modeling - Theory & Practice
This course offers a comprehensive exploration of marketing mix modeling, covering its historical context, data organization, model design, and result interpretation.
Incrementality Testing For CRM Audiences: A Practitioners Guide
A panel of marketing experts and practioners discuss practical ways to unlock the value of your first party data.
Geo Match Market Incrementality Testing: A Practitioners Guide
A valuable resource for marketing professionals seeking to enhance their understanding and proficiency in assessing the incremental impact of geo-targeted marketing campaigns.
Case Study: A DTC Use Case Using Post-Purchase Surveys For Advanced Attribution
Join Growth Marketer Eli Esagoff as he demonstrates the effective use of post-purchase surveys to estimate the revenue impact of various marketing channels.
Case Study: Using Advanced Attribution To Drive Growth For A Mutual Fund Brand
Learn how Mike Andrews was able to drive efficient growth for his Mutual Fund client using advanced attribution results.
Case Study: Using Advanced Attribution To Implement A Data-First Approach To Print-Heavy Women’s Fashion Brand
Head of Data Science and Analytics, Gail Buffington, shares her experience using advanced attribution to optimize print campaigns.
Case Study: Standard Shopping vs PMAX For A Retail Brand
Have you considered running a PMAX campaign? Join Daniel Pahl as he shares his expertise and experience in managing PMAX campaigns, providing valuable insights on how to incorporate them into your marketing strategy.
Marketing Operations and Accounting using Advanced Attribution
Learn how to prepare datasets for various advanced attribution needs. Typical Measurement infrastructure in data-forward brands and Marketing Accounting.
Statistics for Media Experiments
Professor Palaniappan Ramu provides an overview of the most widely used nomenclatures, metrics, and methods in the field, equipping you with the knowledge to excel in media experimentation.
Optimizing Digital Campaigns With Advanced Attribution - Facebook/Search/OTT
Follow along with Allison Lichtenberg as she provides practical examples of applying advanced attribution insights to optimize your campaign strategies.
All education is designed to be practical, independent, and decision-focused — not platform-led or sales-driven.
What You'll Walk Away
What learners gain from M-Squared education
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A clear understanding of how attribution and MMM actually work
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The ability to challenge platform-reported performance
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Shared language between marketing, analytics, and finance
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Confidence in making — and defending — investment decisions
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Frameworks that hold up as channels, budgets, and conditions change
How To Get Started
M-Squared education is built from real-world measurement work — not academic theory or platform documentation. We teach how decisions should be made, not how tools want to be used.
Education is often paired with ongoing measurement work — but never required.
A workshop or private session to build foundational understanding
Followed by deeper training or advisory as measurement needs mature.
FAQs
Who is this training best suited for?
This training is designed for marketing, growth, analytics, and finance teams who are responsible for making — or influencing — media investment decisions. It’s particularly valuable for CMOs, Heads of Growth, Performance Leads, and agency leaders who need to understand how attribution, incrementality, and MMM should inform strategy, not just reporting.
Is this technical or strategic?
It’s intentionally both. The education explains how measurement works at a practical level, but always ties back to why it matters for decision-making. Technical concepts are broken down in a way that non-technical stakeholders can follow, while still holding up for experienced analysts and practitioners.
Can sessions be customized?
Yes. Most education engagements are tailored to the team, business model, and channels involved. Sessions can be customized using your real performance questions, data structure, and operating constraints — ensuring the learning is immediately applicable, not theoretical.
Do you work with in-house teams and agencies?
Yes. M-Squared works with both in-house teams and agencies. In-house sessions often focus on internal alignment and decision frameworks, while agency training is designed to support better client advisory, measurement strategy, and performance interpretation. Sessions can also be run jointly with brands and their agency partners.
Ready to improve your marketing performance?
Book a ConsultNot ready to talk yet? Get the details first.
If you’re still evaluating options or need to align internally, we’re happy to share more information — no sales pitch, no pressure to book a call.