PDT Partners Regression, ML & Time-Series Interview

What the round is, what PDT Partners asks, and how to prepare, from candidate reports and the QuantVault practice set.

Stage 4 of 545-60 min14 practice problemsUpdated October 20, 2026

The PDT Partners Regression, ML & Time-Series interview is stage 4 of 5 in the PDT Partners interview process, after the Probability & Statistics. Format: 45-60 min - research. Regression pitfalls, machine learning, linear algebra, and time-series with a research flavor.

Preparing for this round? Practice the 14 questions mapped to the PDT Partners Regression, ML & Time-Series, with worked solutions. A free account saves your progress.

What the Regression, ML & Time-Series tests

QuantVault maps 14 practice problems to this round. By topic, the biggest groups are regression (5), machine learning (4), time series (3), linear algebra (2); by difficulty, 2 easy, 12 medium and 0 hard.

How to prepare for the Regression, ML & Time-Series

  • Time-series CV -- walk-forward, purge, embargo.
  • Bias-variance / regularization judgment.

Further reading: How quant superdays work · Behavioral questions at trading firms · Market-making game interview guide.

Question types in this round

The 4 largest question types in the PDT Partners Regression, ML & Time-Series practice set; across them the most common sub-topics are matrix operations, regularization, convex optimization, cross validation, eigenvalues, hypothesis testing. The questions themselves, with worked solutions, are in the round practice.

Regression5 in this round

How regression questions work →

Machine Learning4 in this round

How machine learning questions work →

Time Series3 in this round

How time series questions work →

Linear Algebra2 in this round

How linear algebra questions work →

Prepare with QuantVault

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Frequently asked questions

What is the PDT Partners Regression, ML & Time-Series interview?

It is stage 4 of 5 in the PDT Partners interview process, after the Probability & Statistics. Format: 45-60 min - research. Regression pitfalls, machine learning, linear algebra, and time-series with a research flavor.

How long is the PDT Partners Regression, ML & Time-Series interview?

Candidates report: 45-60 min - research.

What questions come up in the PDT Partners Regression, ML & Time-Series interview?

The practice set QuantVault maps to this round centers on regression, machine learning, time series.

How should I prepare for the PDT Partners Regression, ML & Time-Series interview?

Time-series CV -- walk-forward, purge, embargo. Bias-variance / regularization judgment.

What comes after the Regression, ML & Time-Series?

The Onsite (stage 5 of 5). Format: Final rounds - the toughest reported problems.

Practice the PDT Partners Regression, ML & Time-Series round

Work the 14 mapped practice problems with progress tracking, then move to the next stage of the PDT Partners funnel.