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Determine Optimal Energy Project for 10% ROI Target

Last updated: Mar 29, 2026

Quick Overview

Evaluates renewable energy project selection and ROI sizing for a 10% annual return target. Strong answers show clean MWh, profit, ROI, production-cap, and payback calculations, then recommend between solar and an alternative technology using financial return, sensitivity, and risk.

  • medium
  • Snapchat
  • Analytics & Experimentation
  • Data Scientist

Determine Optimal Energy Project for 10% ROI Target

Company: Snapchat

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Onsite

##### Scenario An energy company is evaluating investments in new renewable projects and must hit a 10% annual return on investment (ROI). Fixed and variable costs differ between solar and a second technology with $30/MWh variable cost. ##### Question What qualitative and quantitative factors would you consider when selecting a new energy project? 2. If the target is a 10% annual ROI, how many MWh must be produced each year to reach it? (Expected: 6.25 MWh × 10^ 6) 3. Production is capped at 5 MWh × 10^6 per year. What actions could still deliver a 10% annual ROI? 4. Two options exist: (a) Solar with zero variable cost, (b) Alternative technology with $30/MWh variable cost. For each, calculate years to breakeven; both should be ~2.5 years. Show your math. 5. Which option would you recommend and why? 6. In 30 seconds, summarize your analysis and recommendation to senior management. ##### Hints Apply ROI = (annual profit) / initial investment. Factor in price per MWh, cap-ex, opex, subsidies, risk, scalability, and regulatory constraints.

Quick Answer: Evaluates renewable energy project selection and ROI sizing for a 10% annual return target. Strong answers show clean MWh, profit, ROI, production-cap, and payback calculations, then recommend between solar and an alternative technology using financial return, sensitivity, and risk.

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|Home/Analytics & Experimentation/Snapchat

Determine Optimal Energy Project for 10% ROI Target

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Jul 12, 2025, 6:59 PM
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Determine Optimal Energy Project for a 10% ROI Target

An energy company is evaluating investments in new renewable projects and must hit a 10% annual return on investment. The company is comparing solar, which has zero variable cost, with an alternative technology that has a $30/MWh variable cost.

For calculation questions, assume:

  • Market price for electricity: P = $40/MWh
  • Annual fixed operating and maintenance cost: F = $12.5 million
  • Representative project investment for production sizing: I = $500 million
  • Annual production cap: Q_max = 5.0 million MWh
  • Variable cost: solar v = $0/MWh ; alternative technology v = $30/MWh

Constraints & Assumptions

  • Use annual profit divided by initial investment as the ROI definition unless you state otherwise.
  • Treat this as a business and analytics case, not a full project-finance valuation.
  • Show units and assumptions clearly so the math can be checked.
  • Distinguish payback period from annual ROI.

Clarifying Questions to Ask

  • Is ROI calculated on accounting profit, cash flow, or net present value?
  • Are tax credits, renewable credits, subsidies, or debt financing included?
  • Is the 5.0 million MWh cap physical, contractual, or market-driven?
  • Should risk, volatility, and regulatory uncertainty change the recommendation?

Part 1 - Select the Project

What qualitative and quantitative factors would you consider when selecting a new energy project?

What This Part Should Cover

  • Revenue, price, contractability, capacity factor, fixed cost, variable cost, capex, subsidies, construction risk, and regulatory risk.
  • Market, operational, ESG, scalability, and portfolio-fit considerations.
  • Sensitivity analysis for price, production, cost, incentives, and curtailment.

Part 2 - Calculate Required Production

If the target is a 10% annual ROI, how many MWh must be produced each year to reach it for the alternative technology?

What This Part Should Cover

  • Annual profit as (P - v) * Q - F .
  • ROI as annual profit divided by investment.
  • Solving for required annual production and checking units.
  • Recognition that the expected production requirement is 6.25 million MWh under the stated assumptions.

Part 3 - Handle the Production Cap

Production is capped at 5.0 million MWh per year. What actions could still deliver a 10% annual ROI?

What This Part Should Cover

  • Quantifying the profit shortfall under the cap.
  • Levers such as higher contracted price, credits, lower capex, lower fixed cost, better availability, storage, incentives, or different project structure.
  • Practicality and risk of each lever rather than a purely algebraic answer.

Part 4 - Compare Breakeven Years

For solar and the alternative technology, calculate years to breakeven and explain why both can be approximately 2.5 years under different investment assumptions.

What This Part Should Cover

  • Annual cash flow for each technology at the production cap.
  • Payback period as investment divided by annual cash flow.
  • Explanation that equal payback can occur only if the higher-variable-cost technology has much lower required investment.

Part 5 - Recommend and Present

Which option would you recommend, and how would you summarize the recommendation to senior management in 30 seconds?

What This Part Should Cover

  • Recommendation grounded in return, risk, feasibility, downside protection, and strategic fit.
  • Clear explanation of trade-offs between solar and the alternative technology.
  • Executive-friendly framing with key numbers and decision criteria.

What a Strong Answer Covers

A strong answer combines clean ROI math, unit checks, cap constraints, sensitivity levers, payback interpretation, and a recommendation that accounts for both financial return and project risk.

Follow-up Questions

  • How would the recommendation change if electricity prices fall to $35/MWh?
  • How would tax credits or renewable energy credits enter the ROI calculation?
  • What risk-adjusted metric would you use if the two projects have different volatility?
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