The Optiver Take-Home Data Project + Deep-Dive interview is stage 6 of 8 in the Optiver interview process, after the Technical / Brain-Teaser. Format: Take-home · then ~45 min presentation. QR candidates get an algo-trading dataset and build/backtest a strategy.
Preparing for this round? Practice the 40 questions mapped to the Optiver Take-Home Data Project + Deep-Dive, with worked solutions. A free account saves your progress.
What the Take-Home Data Project + Deep-Dive tests
It's graded on realized profit, not R²: a clean linear model is enough to pass. About two days after you submit, you're invited to a presentation / deep-dive where they probe your methodology hard, with heavy follow-ups on pandas and time-series handling.
QuantVault maps 40 practice problems to this round. By topic, the biggest groups are coding (27), statistics (8), time series (3), machine learning (1); by difficulty, 4 easy, 18 medium and 18 hard. 25 of them were reported by candidates who interviewed at Optiver, most recently in Jun 2026.
Who takes this round: Quant Researcher candidates. See the full Optiver process and who takes each round.
How to prepare for the Take-Home Data Project + Deep-Dive
- Optimize for realized P&L, not fit. A simple, well-validated signal that trades profitably beats a complex model with a great R² and no edge. Account for transaction costs.
- Be able to defend every choice. Why this feature, why this horizon, why this validation. Treat the deep-dive like a research review, not a demo.
Further reading: Behavioral questions at trading firms · How quant superdays work · Market-making game interview guide.
Question types in this round
The 5 largest question types in the Optiver Take-Home Data Project + Deep-Dive practice set; across them the most common sub-topics are data structures, hypothesis testing, complexity analysis, C++, graph algorithms, market microstructure. The questions themselves, with worked solutions, are in the round practice.
Coding27 in this round
Statistics8 in this round
Time Series3 in this round
Machine Learning1 in this round
Regression1 in this round
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Frequently asked questions
What is the Optiver Take-Home Data Project + Deep-Dive interview?
It is stage 6 of 8 in the Optiver interview process, after the Technical / Brain-Teaser. Format: Take-home · then ~45 min presentation. QR candidates get an algo-trading dataset and build/backtest a strategy. It's graded on realized profit, not R²: a clean linear model is enough to pass.
How long is the Optiver Take-Home Data Project + Deep-Dive interview?
Candidates report: Take-home · then ~45 min presentation.
What questions come up in the Optiver Take-Home Data Project + Deep-Dive interview?
The practice set QuantVault maps to this round centers on coding, statistics, time series.
How should I prepare for the Optiver Take-Home Data Project + Deep-Dive interview?
Optimize for realized P&L, not fit. A simple, well-validated signal that trades profitably beats a complex model with a great R² and no edge. Account for transaction costs. Be able to defend every choice. Why this feature, why this horizon, why this validation. Treat the deep-dive like a research review, not a demo.
What comes after the Take-Home Data Project + Deep-Dive?
The Market-Making Game Day (stage 7 of 8). Format: Interactive · multiple rounds · trading floor or virtual.
Practice the Optiver Take-Home Data Project + Deep-Dive round
Work the 40 mapped practice problems with progress tracking, then move to the next stage of the Optiver funnel.