OUTCRY
4 of 4 runs leftEnter arcade

PRACTICE GUIDE   FIVE RINGS

Five Rings Quant Developer Practice Test

Five Rings does not publish the shape of its quant developer screen, and candidates describe it as 2 to 4 problems questions in 60 to 120 minutes, roughly 20 to 40 minutes per question, written in a code editor and run against tests you cannot see.

Those are ranges across firms running this format rather than Five Rings's own figures, so treat them as the shape to train against and check the instruction screen on the day for the marking rule.

Outcry is not affiliated with Five Rings and has no access to their assessment content. This guide describes an assessment format that candidates report publicly; the questions here are generated by Outcry and are not Five Rings’s own.

What it screens

A proprietary trading firm in New York known for a heavily games- and puzzle-based interview style.

  • ✓Reading concurrent code and pointing at the defective line
  • ✓Order-book data structures: what happens on a cross, a cancel, a partial fill
  • ✓Algorithmic complexity chosen for the input sizes stated in the problem
  • ✓Monte Carlo methods and when a simulation beats a closed form

Where it sits at Five Rings

A proprietary trading firm in New York known for a heavily games- and puzzle-based interview style. What that means for the screen is that the questions tend to be drawn from the work rather than from a textbook, so the format below is the shape to train against rather than a syllabus.

Candidates also report 3 other screens at Five Rings, covered separately on this site. Where a firm runs several, they usually sit in one round rather than spread across the process, so the pacing of the whole set matters more than any single section.

The format

Five Rings does not publish this screen's shape, and it varies between firms, so these are the ranges candidates report rather than exact figures.

Questions2 to 4 problems
Time60 to 120 minutes
Per question20 to 40 minutes
Negative markingNo
Answer styleCode editor, run against hidden tests
Where it sitsFirst technical round, usually on HackerRank or CoderPad

What it tests, with a worked example

Every example below is generated by Outcry, drawn from the same question generators the timed drills run. None of them is Five Rings’s.

Complexity that is actually graded

Hidden tests sized so the naive solution times out. A correct answer that is too slow scores the same as a wrong one.

Language and systems detail

Memory, references, undefined behaviour and the things that bite in production.

Example

A counting semaphore starts at 5. 7 completed wait operations and 5 completed signal operations have run against it. What is its value now?

  • 2
  • 3
  • 10
  • -2

Answer 3

Each completed wait subtracts one and each signal adds one: 5 - 7 + 5 = 3. Only completed waits count, which is why a negative reading would mean blocked processes rather than a legal value.

Numerical and data handling

Floating point, aggregation and joins on data that does not fit the obvious shape.

Example

A fund has volatility 20% and the index has volatility 24%. Their correlation is 0.8. What is the fund's beta to the index?

Answer 0.6666666666666666

Beta = correlation x (fund vol / index vol) = 0.8 x 20/24 = 0.667. Correlation and beta only agree when the two volatilities match, which here they do not.

Statistics in code

Rolling windows, correlations and quantiles, implemented rather than imported.

Example

A strategy has a daily Sharpe ratio of 0.1. What is the annualised Sharpe, using 252 trading days?

  • 25.2
  • 1.2
  • 1.59
  • 0.1

Answer 1.59

Mean scales with the number of days and standard deviation with its square root, so the ratio scales with √252 ≈ 15.87: 0.1 × 15.87 = 1.59. Multiplying by 252 scales the numerator only and overstates the ratio by a factor of 15.87.

Probability behind the problem

Screens that look like coding questions and are really expectation questions.

Example

f(x) = 2x + 284/x for x > 0. What is the minimum value of f?

  • 286.00
  • 11.92
  • 47.67
  • 23.83

Answer 47.67

f'(x) = 2 - 284/x^2 is zero at x = sqrt(284/2) = 11.92, where both terms equal sqrt(568). So the minimum is 2 sqrt(2 x 284) = 2 sqrt(568) = 47.67. AM-GM gets there without differentiating.

Reading a spec precisely

Return type, ordering and tie-breaking are graded, and are where most silent failures come from.

What a good score looks like

Coding screens are usually pass-fail on hidden tests rather than scored, and candidates commonly report that a solution passing every correctness test still fails on a timeout. Treat full marks as solving every problem inside the complexity bound, not merely solving it.

How to train for it

  1. 01Implement the core structures from scratch once each. The screens ask you to build them, not use them.
  2. 02Write the edge cases into your own tests first. That is where the hidden ones live.
  3. 03Get the function signature exactly right before anything else. Return type and ordering are graded, and a correct algorithm behind a wrong signature scores zero.

TRAIN IT HERE

The drills that match each section

SIT THE FULL BATTERY

All the sections back to back on one clock, marked the way the real screen marks them, with a by-skill breakdown at the end. Included with any pass.

MOCK SCREENS

Also reported at Five Rings

Common questions

Is the Five Rings quant developer test multiple choice?
Reported as code editor, run against hidden tests. Formats move, so treat this as the shape rather than a guarantee.
How long is the Five Rings quant developer test?
Candidates report 2 to 4 problems questions in 60 to 120 minutes, roughly 20 to 40 minutes per question.
Is there negative marking on the Five Rings quant developer test?
No. A wrong answer costs nothing beyond the mark you would have earned, so leaving an item blank is never better than guessing at it.
How do I practise for it free?
Every drill linked on this page is free to play, with no account, inside a daily run cap. Questions are generated fresh each run, so there is nothing to memorise between attempts.