← Scale AI Interview Insights

Scale AI·Software Engineer·Onsite - Product Sense / Strategy·Intermediate

Intermediate
Jun 2026

Summary

Interviewed for a bizops role at Scale AI and got hit with a market sizing case about marijuana legalization. Pretty classic case format but the policy angle added a wrinkle I didn't fully anticipate.

Questions Asked (1)

Q1

If the US government were to legalize marijuana federally, how would you estimate the impact on consumption?

Product Analytics & MetricsAdaptability & Ambiguity
Author's notes

I went straight to the supply side first which was probably backwards.

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AI HintsAI Generated

Suggested Approach

Start by clarifying the goal and scope, then structure your answer by breaking down the population into current users, potential new users, and those who might increase consumption. Use a simple model to estimate the change, and discuss key assumptions and data sources, while acknowledging uncertainties.

Pro tip: Show that you can reason with imperfect data by stating your assumptions explicitly and suggesting how you would validate them with A/B tests or natural experiments. This demonstrates both analytical rigor and adaptability.

1. Clarify the question

Ask clarifying questions to understand what 'impact on consumption' means (e.g., total volume, frequency, new users) and the time frame. Confirm whether we're estimating short-term or long-term effects.

2. Segment the population

Divide the US population into relevant groups: current users, likely new users (e.g., those in states where it's illegal but would try if legal), and infrequent users who might increase usage. Consider demographics and attitudes.

3. Estimate baseline and changes

Use existing data from states that have legalized (e.g., Colorado, Washington) to estimate consumption changes. Apply these rates to the national population, adjusting for differences.

4. Model the impact

Build a simple model: New consumption = (current users * change in frequency) + (new users * average consumption). Quantify ranges based on assumptions.

5. Validate and discuss limitations

Acknowledge data gaps and suggest ways to validate estimates (e.g., surveys, sales data). Discuss potential factors like price, availability, and social norms.

Key Points to Mention

  • Data from states with legal recreational marijuana (e.g., Colorado, Washington) show increases in consumption, especially among adults.
  • Consider substitution effects: some may replace alcohol or other substances, affecting net consumption.
  • Price elasticity: legalization may lower prices, increasing consumption.
  • Social acceptability and marketing could drive new users, particularly among younger demographics.
  • Time horizon: short-term spike vs. long-term stabilization.
  • Potential underreporting in surveys due to stigma, so use multiple data sources.

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.