CEO Of Alembic Technologies On What May Be The Most Advanced Marketing Attribution Model Today

Key Concepts

• Hidden drivers of growth
• Marketing playbooks vs. business operating models
• Gross margin vs. revenue
• Non-obvious drivers of growth
• KPIs and outcomes
• Funnel friction
• Attribution
• Deterministic vs. statistical data
• Brand equity
• Decommoditization
• Two-sided marketplaces
• Edges and capacity
• Contact tracing as marketing touch
• Spiking neural networks
• Digital twin of the human brain
• Chain reactions
• Compelling moments
• Initiating event
• State change
• Linear funnel vs. customer journey
• Incrementality
• Capacity
• Storytelling

Unlocking Hidden Drivers of Growth

• Main Point: Many companies follow marketing playbooks without considering business operating models, leading to inefficiencies.
• Example: Selling discounted items can increase revenue but decrease cash flow, hindering growth.
• Key Argument: Hidden drivers of growth are non-obvious and require analyzing vast amounts of data.

Non-Obvious Drivers of Growth

• Three Key Drivers:
  1. Focus on Measurable Metrics Over Customer Understanding: Companies prioritize easily measurable KPIs, neglecting what truly resonates with customers.
     • Fallacy: Over-reliance on KPIs leads to planning for the KPI itself, not the desired outcome.
  2. Ignoring Funnel Friction: Overemphasis on acquiring new leads while neglecting conversion optimization for existing leads.
     • Example: A retailer spent heavily on advertising but failed to address long wait times caused by prioritizing digital orders, leading to customer walkouts.
  3. Marketing as Part-Time CFO: Great marketers understand they are part-time CFOs and must consider profitability and capital allocation.
     • Analogy: Marketing investments should be treated like stock portfolio investments.

The Problem with Traditional Marketing Measurement

• Deterministic vs. Statistical Data: Most business functions rely on deterministic data, while marketing often relies on statistical proxies, creating uncertainty.
• ROI Calculation Challenges: Accurately calculating marketing ROI is difficult due to:
  • Advertised Costs: Costs are amortized over time, while marketing analysis is often short-term.
  • Data Silos: Marketing teams rarely pull together all relevant cost data (e.g., prepaid conference discounts).
• Vanity Metrics: CMOs often present vanity metrics to provide a false sense of certainty, leading to disconnects with CFOs who focus on actual revenue.
  • Example: Claiming "X million in value from PR" when sales are significantly lower.
• CEO/CFO Lived Experience: CEOs and CFOs often deny their own experiences as consumers, where purchase decisions are complex and not always attributable to a single touchpoint.

Brand and Decommoditization

• Brand as a Differentiator: In commoditized markets, brand, service, or price are the only differentiators. Brand is often the most cost-effective.
• Long-Term Thinking: Successful companies (e.g., Hermes, LVMH) focus on long-term brand building and understanding market cycles.
• Brand Equity: Brand is often treated as a write-off by CFOs, but it should be viewed as an asset.

The Role of Emotion

• Emotional Decision-Making: Humans make emotional decisions and then rationalize them.
• Measuring Emotion: While perfectly attributing emotion is impossible, understanding its impact is crucial.

Brand as Friction Reduction

• Brand Value Equation: Brand is a function of the cost of cash, acting as the greatest friction reducer.
• Example: A strong brand can shorten the sales cycle from 12 months to 6 months, the value of brand is the time it takes to run the entire business between the time it would have been 6 months and 12 months.
• Friction and Volume: Brand reduces friction and increases volume (sales, views, etc.).

Compelling Moments and Initiating Events

• Streaming Example: In streaming, the initiating event (what causes someone to sign up) and compelling moments (what keeps them engaged) are critical metrics.
• Compelling Moment Definition: A compelling moment has enough energy to change the state of a business.
• State Change: It takes more energy to change a state than to sustain it.

Attribution and Causal Mathematics

• Contact Tracing Analogy: The inspiration for the company's approach came from contact tracing during COVID-19.
• Supercomputing Power: The company uses supercomputers to perform causal mathematics based on biotechnology principles.
• Value of Sponsorships: The company can determine the value of sponsorships down to the dollar by analyzing vast data streams.

Delta Olympics Case Study

• Challenge: Measuring the impact of the Olympics sponsorship with limited historical data (14 time steps).
• Solution:
  • Data Ingestion: Bring in billions of rows of time series data.
  • Normalization: Normalize different data types (e.g., Nielsen ratings, mobile app clicks).
  • Spiking Neural Network: Use a digital twin of the human brain (a spiking neural network) to detect patterns and short-term changes.
  • Chain Reaction Mining: Identify chain reactions (e.g., TV ad + podcast + Google ad = sale).
• Key Finding: The most profitable element was the Delta medal presentation, which created an emotional connection with viewers.

Predictive and Forecast Perspective

• Measurement vs. Intelligence: Marketers often confuse measurement with intelligence.
• Modeling the Marketing Universe: The company models the entire marketing universe and simulates its future state.
• Permutation of the Past: Artificially change the past (e.g., more of this, less of that) across billions of permutations to find the best possible universe.
• Capacity: Invest up to capacity in each channel.

The CMO-CEO Disconnect

• Underfunded Marketing: 80% of CMOs and CEOs agree that marketing is underfunded.
• Lack of Understanding: 20% of CEOs don't understand what their marketing organization does to drive growth.
• The Guessing Game: Historically, marketing has been built on guesswork, which is unacceptable when dealing with large budgets.

Quick-Fire Questions

• Marketing is: Growth.
• A brand is: Story.
• Sources of strategic advantage are: Intelligence.
• The hardest part of being a CMO is: Everybody thinks they're a marketer.
• The hardest part of being a CEO is: External expectations.
• The biggest tensions between a CMO and their suite colleagues are: Using vanity metrics instead of reality.
• Brands and businesses grow when: Through invention.

Conclusion

The key takeaways from the discussion are the importance of moving beyond traditional marketing playbooks and vanity metrics, understanding the non-obvious drivers of growth, and leveraging advanced technologies like AI and causal mathematics to accurately measure and predict marketing impact. Brand is a critical asset that reduces friction and drives volume, and marketers must become storytellers who can effectively communicate the value of marketing to CFOs and CEOs in their language.