Everyday Statistics and Climate Change Strategies (with Cassandra Xia)

1. Make Cakes, Not Sheds

Design projects to be small, time-constrained (days), and inherently exciting to others, rather than having indefinite scope or requiring persuasion for interest. This avoids projects that drag on and lose enthusiasm.

2. Build Continuous Feedback Loops

Integrate regular feedback loops into your project development process to continuously gather valuable data and information from the world, rather than building in isolation for years. This ensures you’re creating something people care about.

3. Continuously Identify Critical Questions

Adopt a “looping the question” approach: first, identify the single most important unknown question for your project, then use appropriate tools to answer it. Once answered, immediately identify the next most important unknown question and repeat the process to guide development.

4. Prioritize De-risking Projects

Identify the riskiest parts of any project (e.g., technical challenges, user acceptance) and focus efforts on gathering information to mitigate those risks first. This helps determine project viability efficiently and avoid wasted effort.

5. Understand Intrinsic User Motivations

Use the “Jobs to Be Done” framework to uncover users’ deep, intrinsic motivations and fundamental problems, rather than focusing on superficial or intermediate goals. This helps design solutions that truly deliver value and address core desires.

6. Map Project’s Theory of Change

For any project or intervention, explicitly map out its “theory of change” by detailing specific actions, target populations, expected behavioral changes, and the precise benefits. This process reveals gaps, tests plausibility, and ensures the proposed intervention is the most effective solution.

7. Define Clear Project Goals

Before starting or continuing a project, clearly define its specific goal, how success will be measured, and who the intended audience is. This provides essential framing for design and feedback.

8. Treat Catastrophic Risks with Caution

When evaluating potentially catastrophic risks like climate change, focus on the high-end tail estimates and recognize that greater uncertainty can increase, not decrease, the need for concern due to nonlinear effects. Even a small probability of catastrophe warrants significant action.

9. Prioritize Systemic Climate Action

For widespread impact on climate change, focus on driving change at governmental, regulatory, and corporate levels, rather than primarily relying on individual behavior modifications, which are often less effective and can be distracted by symbolic gestures.

10. Aim for 10X Improvement

When developing a new product, aim to be at least 10 times better than existing solutions in one specific, highly valued aspect for your target users, rather than trying to be incrementally better across all features. This helps overcome user switching costs.

11. Ignore Sunk Costs

When making decisions about continuing a project or course of action, disregard any past investments of time, money, or effort, as these “sunk costs” cannot be recovered regardless of your future choice. Focus solely on future benefits and costs.

12. Conduct Cognitive Walkthroughs

To understand users, show them a product (or sketch/competitor product) and ask them to verbalize their stream of consciousness reactions, emphasizing criticism is helpful. Conduct these with 3-6 users, stopping when new insights cease, to identify clear problems quickly.

13. Use Pretotyping to Test Ideas

Before building a full prototype, create a “pretotype” (a very cheap, often non-functional simulation) to test core hypotheses and gather user insights with minimal time and cost. This helps reduce risk early in a project.

14. Separate Self-Evaluation From Creation

To overcome internal perfectionism and improve shipping confidence, separate the creative/developer role from the evaluative/product manager role. Ask a trusted friend or colleague to act as a product manager to objectively assess if a project is “good enough to ship.”

15. Focus on Achieving Specific Goals

When evaluating your work, focus on whether it achieves its specific, intended goal in the world, rather than comparing it against an idealized, perfect vision. This helps overcome self-judgment and encourages shipping.

16. Develop Probabilistic Intuition Visually

To internalize complex probabilistic concepts, focus on building intuition through visual aids like bar charts and distributions, rather than just symbolic manipulation. This leverages the brain’s visual processing power for quicker, gut-level understanding in real-world situations.

17. Apply Expected Value to Decisions

Use the concept of expected value as a decision-making tool, especially for “small bets,” to determine which option is likely to be best on average. This helps make more rational choices by weighing potential outcomes and their probabilities.

18. Prioritize Mass Deployment of Climate Tech

Instead of solely focusing on new R&D, prioritize and fund the mass production and widespread deployment of existing climate technologies (e.g., solar panels, nuclear reactors) to drive down costs and accelerate adoption globally.

19. Engage in Shareholder Activism for Climate

Participate in shareholder activism by buying shares in polluting companies and influencing them from within through shareholder resolutions, board appointments, and aligning executive incentives with sustainability measures, targeting the concentrated source of global emissions.

20. Influence Public Utilities Commissioners

Engage with Public Utilities Commissioners, who control vast energy investments, by organizing public pressure (e.g., bringing concerned citizens to hearings) to advocate for the construction of new green power plants over fossil fuel alternatives.

21. Support “Run For Something”

To influence climate policy, support organizations like “Run For Something” that encourage young progressives to run for uncontested state legislature seats, as this is a highly efficient way to elect climate-aligned politicians who can advance to higher office.

22. Explore Hybrid Climate Funding Models

Develop and explore hybrid investing-philanthropy models to fund early-stage climate R&D and startups that may not be immediately profitable but are crucial for long-term climate solutions, bridging the gap between traditional investment and pure philanthropy.

23. Use Structured Micro-Grants

Implement a multi-stage micro-grants program with increasing rewards, clear deadlines, and structured feedback loops (including user testing) to incentivize and guide individuals in developing high-quality projects.

24. Apply Micro-Grant Principles

For personal or team projects, implement social accountability, flexible but firm deadlines, small milestone rewards, and systematic feedback loops (including user studies) to boost motivation, quality, and timely completion.

25. Enhance Memory with Visualizations

To remember names or facts more effectively, create a vivid, unusual, and salient mental image that links the new information to something already known. This leverages the brain’s powerful visual memory system.

26. Consider Divestment from Polluters

Evaluate divesting from polluting companies by selling shares to publicly distance from them, potentially driving down stock prices, and aligning investments with long-term climate goals, especially if fossil fuels are expected to be phased out.

27. Sunk Cost Exception: Relationships

Do not apply the sunk cost principle indiscriminately to long-term relationships like marriage, as these often involve pre-commitment mechanisms and periods of “unlove” that can be overcome, especially when children are involved.

28. Leverage Sunk Costs for Habits

While sunk costs should generally be ignored, strategically use them to your advantage for positive habits (e.g., paying for a gym membership in advance) by leveraging the psychological aversion to “wasting” money to motivate consistent action.

29. Apply Sunk Cost to Personal Dilemmas

If a past investment (e.g., a property, a project) is causing ongoing misery or negative returns, apply the sunk cost principle: recognize that past expenditures are unrecoverable and make future decisions based on current and future well-being, even if it means walking away.