Chapter 4 / 5
Prof. Robert Thornton

CEXRES Academy

Scenario Planning

Predictive Brand Modeling

Developing AI-assisted scenarios for strategic planning

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Scenario Planning

Developing AI-assisted scenarios for strategic planning

Key Concepts

Where to Play and How to Win

Where to Play and How to Win is the discipline of making and defend strategic choices in a way that compounds — specifically as it applies to scenario planning. In data analytics work this shows up as decisions about anomaly detection, evaluated through Experimentation & causal inference so the team is never relying on taste alone. The goal of this concept is to give you a repeatable way to make the call when the data is incomplete and the stakes are real.

Netflix applied this idea by anchoring its anomaly detection decisions to a measurable outcome rather than a quarterly deliverable; the result was a faster, cheaper path to the same business goal, and a model other teams inside the company could reuse.

Trade-Offs and the Strategy Canvas

Trade-Offs and the Strategy Canvas is the discipline of making and defend strategic choices in a way that compounds — specifically as it applies to scenario planning. In data analytics work this shows up as decisions about north-star metric, evaluated through Cohort & retention analysis so the team is never relying on taste alone. The goal of this concept is to give you a repeatable way to make the call when the data is incomplete and the stakes are real.

Amazon applied this idea by anchoring its north-star metric decisions to a measurable outcome rather than a quarterly deliverable; the result was a faster, cheaper path to the same business goal, and a model other teams inside the company could reuse.

Competitive Differentiation That Lasts

Competitive Differentiation That Lasts is the discipline of making and defend strategic choices in a way that compounds — specifically as it applies to scenario planning. In data analytics work this shows up as decisions about data pipeline, evaluated through Multi-touch attribution modeling so the team is never relying on taste alone. The goal of this concept is to give you a repeatable way to make the call when the data is incomplete and the stakes are real.

Airbnb applied this idea by anchoring its data pipeline decisions to a measurable outcome rather than a quarterly deliverable; the result was a faster, cheaper path to the same business goal, and a model other teams inside the company could reuse.

From Strategy to Measurable Outcomes

From Strategy to Measurable Outcomes is the discipline of making and defend strategic choices in a way that compounds — specifically as it applies to scenario planning. In data analytics work this shows up as decisions about dashboarding, evaluated through Brand Health Score composite so the team is never relying on taste alone. The goal of this concept is to give you a repeatable way to make the call when the data is incomplete and the stakes are real.

Netflix applied this idea by anchoring its dashboarding decisions to a measurable outcome rather than a quarterly deliverable; the result was a faster, cheaper path to the same business goal, and a model other teams inside the company could reuse.

Methodology

1. Where to Play and How to Win

2. Trade-Offs and the Strategy Canvas

3. Competitive Differentiation That Lasts

4. From Strategy to Measurable Outcomes

Case Study

Challenge

A two-sided marketplace where host quality and guest trust were hard to measure at global scale.

Approach

Airbnb built data systems for host scoring, search ranking, fraud detection, and dynamic pricing — all feeding a unified analytics layer.

Outcome

Data-driven matching and pricing materially increased booking conversion, host earnings, and platform trust across 220+ countries.

Lesson

Lesson for you: the same RICE+ (Brand Performance Metrics) discipline that worked for Airbnb is available to any team — the difference is having the method, not the budget.

Chapter Takeaways

  • Start every scenario planning effort by naming a measurable outcome in one sentence.
  • Use RICE+ (Brand Performance Metrics) to score options against that outcome — never against taste or volume of activity.
  • Anchor the work in where to play and how to win, which gives you a repeatable way to make the call under uncertainty.
  • Ship a small, measurable experiment in under two weeks; the team that learns fastest wins.
  • Remember: Where to Play and How to Win — Where to Play and How to Win is the discipline of making and defend strategic choices in a way that compounds — specifically as it applies to scenario planning.

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