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AKUNA CAPITALSales and Trading Analyst
Updated · Reviewed by the Dataford team

AKUNA CAPITAL Sales and Trading Analyst interview questions & guide 2026

Every question AKUNA CAPITAL interviewers actually ask, the frameworks that win the room, and the language hiring managers respond to.

3 rounds · ≈ 3-5 weeks
1
Online Assessments
2
Technical Interviews
3
Superday

What is a Sales and Trading Analyst at AKUNA CAPITAL?

A Sales and Trading Analyst at AKUNA CAPITAL serves as the frontline of the firm’s market participation. You are not simply executing orders; you are contributing to a high-frequency, high-stakes environment where split-second decision-making, rigorous quantitative analysis, and an intuitive grasp of market dynamics are the primary drivers of profitability. The role is designed to integrate you into the firm's core trading desks, where you will analyze market flow, manage risk, and identify arbitrage opportunities in real-time.

Your work will directly influence the firm’s P&L, requiring you to bridge the gap between abstract mathematical modeling and the practical realities of market liquidity. Whether you are working on Options, Equities, or Index desks, you will be expected to synthesize vast amounts of data to make informed bets. This is a role for individuals who thrive under pressure, possess a deep intellectual curiosity for probability theory, and have the mental fortitude to remain calm when the markets move against them.

Joining AKUNA CAPITAL means operating at the intersection of technology and finance. You will work alongside traders and developers to refine strategies, and you will be held accountable for your performance through constant feedback and performance-driven metrics. It is an intense, meritocratic environment that rewards speed, accuracy, and clear communication above all else.

Common Interview Questions

Our interview process is designed to test your ability to think under pressure. Questions are representative of our actual loops and focus on core competencies relevant to a trading desk.

Mental Math and Sequences

These questions test your speed, accuracy, and ability to perform under tight time constraints, which are critical for high-frequency environments.

  • What is 19% of 270?
  • What is 15% of 235?

Access the full AKUNA CAPITAL Sales and Trading Analyst prep plan

  • Every Sales and Trading Analyst question, updated weekly
  • Model answers with worked finance technicals
  • Recent, real interview reports
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03 · Question bank

The questions most likely to come up

Sorted by relevance to this company
Value of Re-roll OptionMedium
Evaluates expected value calculation and option value reasoning.
probabilityExpected Value
Market a Temperature MetricMedium
Tests market-making intuition on an unconventional data point.
Pricing Strategymarket makingRisk Assessment
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Everything you need to walk in ready.
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Getting Ready for Your Interviews

Success at AKUNA CAPITAL requires a mix of raw numerical aptitude and structured thinking. Do not rely on memorization; focus on building a framework for how you approach unknown problems.

Numerical Aptitude – We expect near-instant arithmetic and pattern recognition. Practice daily using mental math tools to ensure you can perform basic operations and sequences without hesitation.

Probability and Expected Value – You must be able to calculate the Expected Value (EV) of any game or trade instantly. Practice translating real-world scenarios into mathematical models.

Market Awareness – While we value quantitative skill, you must demonstrate an understanding of how markets move. Follow current events, understand basic arbitrage, and be ready to discuss why certain assets are priced the way they are.

Resilience and Communication – You will be pushed with follow-up questions to test the limits of your logic. Stay calm, articulate your thought process clearly, and be willing to pivot if a new constraint is introduced.

Interview Process Overview

The hiring process at AKUNA CAPITAL is rigorous and focuses on identifying candidates who can thrive in a fast-paced environment. It typically begins with a series of online assessments (OAs) focused on mental math, sequences, and sometimes basic programming. If you progress, you will move through a series of technical interviews—often over the phone or via Zoom—that test your ability to solve probability problems and engage in market-making games.

Final rounds are intensive, often involving a "Superday" format where you will meet with multiple traders. The focus remains heavily on your ability to process information quickly and justify your decisions. We value candidates who treat the interview as a dialogue; we want to see how you think when presented with new, incomplete, or changing information.

06 · The loop

The interview process, end to end

≈ 3-5 weeks · 3 rounds
1
Online Assessments

Candidates complete online assessments focused on mental math, sequences, and sometimes basic programming.

2
Technical Interviews

Progressing candidates participate in technical interviews via phone or Zoom, testing problem-solving and market-making skills.

3
Superday

Final rounds involve a 'Superday' format where candidates meet multiple traders and engage in intensive discussions.

The visual timeline shows the progression from initial screening to final evaluation. Candidates should use this to pace their preparation, ensuring they are fluent in mental math early on, while saving their energy for the deep-dive technical and behavioral rounds at the end of the process.

Deep Dive into Evaluation Areas

Mental Math and Numerical Speed

This is the baseline requirement. If you cannot perform arithmetic quickly, you cannot trade effectively. We evaluate this through speed drills where you must solve as many problems as possible in minutes.

Be ready to go over:

  • Addition, subtraction, multiplication, and division of decimals.
  • Geometric and arithmetic sequences.

Access the full AKUNA CAPITAL Sales and Trading Analyst prep plan

  • Every Sales and Trading Analyst question, updated weekly
  • Model answers with worked finance technicals
  • Recent, real interview reports
Get my prep plan
08 · Topic breakdown

What they actually test for

Topic distribution
All topics
Expected Value (EV) / Fair ValueProbability & Conditional ProbabilityMarket Making Games (Simulation Trading)Mental Math / Numerical Reasoning SpeedOptions Strategy & Options Payout Math

Key Responsibilities

As a Sales and Trading Analyst, you are expected to be hands-on from day one. Your primary responsibility is to support the trading desk by identifying profitable trade ideas and managing existing positions. You will monitor market data feeds, perform rapid analysis on market movements, and communicate findings to senior traders.

Collaboration is essential. You will interact with developers to improve the tools the desk uses and work with other analysts to ensure the desk's risk exposure is within mandate. You are expected to contribute to the desk’s P&L by being sharp, diligent, and proactive in identifying inefficiencies in the market.

Role Requirements & Qualifications

We seek candidates who are naturally quantitative and highly competitive. You do not need a background in finance, but you must demonstrate a high "math IQ" and a logical, disciplined approach to problem-solving.

  • Must-have skills: Exceptional mental math speed, strong grasp of probability theory, and the ability to explain complex logic under pressure.
  • Nice-to-have skills: Experience with programming (Python), knowledge of options theory, and participation in trading competitions or courses.
  • Soft skills: Humility in the face of market data, clear communication, and the ability to remain composed when a trade goes against you.

Frequently Asked Questions

Q: How much should I prepare for the mental math portion? A: Treat it like an athlete training for a race. You should be practicing daily until your speed and accuracy are second nature.

Q: Does it matter if I don't have a finance degree? A: Not at all. We value raw intellectual capability and the ability to learn over existing financial knowledge. We can teach you the markets; we cannot teach you how to think quickly.

Q: What is the culture like at AKUNA CAPITAL? A: It is an environment of constant feedback and high performance. We are direct, data-driven, and focused on collective success through individual excellence.

Q: How long does the process take? A: Timelines vary, but expect a multi-week process involving several stages of testing and interviews.

Other General Tips

  • Prioritize speed: In our assessments, if you hit a hard question, move on. Do not let one difficult problem sink your overall performance.
  • Explain your logic: Even if your math is correct, we want to know how you got there. If you don't know an answer, show us your thought process so we can see how you break down problems.
  • Use the resources: We often recommend online trading courses or mental math trainers. Use them. They are the best way to understand the "language" of our interviews.
  • Stay curious: Ask your interviewers thoughtful questions about the specific desk they work on. It shows you are genuinely interested in the mechanics of the trade.

Summary & Next Steps

A career as a Sales and Trading Analyst at AKUNA CAPITAL is an opportunity to test your intellectual limits in one of the most dynamic environments in finance. By focusing on your core numerical speed, mastering the fundamentals of expected value, and maintaining a calm, analytical demeanor, you can significantly improve your chances of success.

We encourage you to explore additional interview insights, practice questions, and preparation resources on Dataford to refine your approach. Remember that every interview is a chance to demonstrate your potential, so prepare with intensity and approach the process with confidence.

14 · Compensation

What this role pays

4 reports
USUSD
Estimated total compLow confidence · 4 data points
$0k-$0k
Median $145k / year
Base salary · 100%Stock (RSU) · 0%Cash bonus · 0%
25thEntry / smaller markets
$145k
50thTypical offer
$145k
90thTop performers / major metros
$145k
Breakdown by component
Base salary
100% of total
$145k$145k
$145k
median
Stock (RSU)
0% of total
$0$0
$0
median
Cash bonus
0% of total
$0$0
$0
median
Aggregated from 4 self-reported salaries via Glassdoor. Estimates only. Verify against your offer.

The salary data reflects the competitive compensation for this role, which is structured to align your incentives with the firm's performance. Candidates should view the base salary as a foundation, with total compensation often heavily weighted toward performance-based bonuses based on individual and desk contributions.

15 · The role

Inside the Sales and Trading Analyst guide at AKUNA CAPITAL

18 · FAQ

AKUNA CAPITAL Sales and Trading Analyst interview FAQ

Answered from real candidate and compensation data
How hard are AKUNA CAPITAL Sales and Trading Analyst interviews, and what offer rate should I expect?
Across 107 reported interviews for this path, candidates most commonly report the process as difficult. The offer rate is 10% based on the same set of reported interviews. Expect a fast-paced screening and follow-up questions that stress your numerical reasoning and decision-making under pressure.
What is the interview loop for AKUNA CAPITAL Sales and Trading Analyst, including the Superday?
The process starts with online assessments focused on mental math, sequences, and sometimes basic programming. If you progress, you complete technical interviews over the phone or on Zoom, and they test problem-solving and market-making skills. The final stage is a Superday where you meet multiple traders and have intensive discussions.
What topics does AKUNA CAPITAL test for Sales and Trading Analyst interviews?
You should be ready for Expected Value or fair value, probability and conditional probability, and market making games using simulation trading. The role also emphasizes mental math and numerical reasoning speed, time-constrained problem solving, and sequences and pattern recognition. Options strategy and options payout math, plus discrete probability like dice outcomes, also show up in the tested topic areas.
What kinds of questions should I practice for AKUNA CAPITAL Sales and Trading Analyst, especially probability and EV?
Practice probability setups like dice and coin questions, and be able to do expected value reasoning quickly. Examples from the public sample questions include “If you roll a 100-sided die, how much would you pay to play, and how does your strategy change if you can re-roll for $1?” and “Explain the fair value of a game where you win $14 for rolling 11 or 12 on two dice, and $0 otherwise.” You should also be comfortable with conditional probability style prompts like the coin example about consecutive heads.
Do AKUNA CAPITAL Sales and Trading Analyst interviews test mental math and sequences more than programming?
Mental math and sequences are a core part of the online assessments and also appear in the interview question themes. The assessments are focused on mental math and sequences, with programming mentioned as sometimes included. Overall, preparation should prioritize speed and accuracy on arithmetic, numerical reasoning, and pattern recognition.
What compensation range do candidates report for an AKUNA CAPITAL Sales and Trading Analyst?
The provided materials do not include compensation figures for AKUNA CAPITAL Sales and Trading Analyst. Since no base or total pay numbers are given, you should not rely on reported pay ranges from this specific source when planning your expectations.