Quantitative Researcher

WhiteBIT; København; On-site; DKK 1,200,000 - 1,800,000; Full time

Benefits offered by this job

24 calendar days of paid leave

Additional days off for nationalholid-

Job summary

WhiteBIT is seeking a seasoned Quantitative Researcher to advance our liquidity and trading strategies across crypto and TradFi assets. You will design and optimize market-making programs, analyze tick data, and collaborate with engineering on ultra-low latency implementations.

Ideal candidates hold a MSc/PhD in a quantitative field with 5+ years in research or trading at top-tier firms, and possess strong Python and C++/Rust skills, plus hands-on experience with FX or futures.

Qualifications

• MSc or PhD in a quantitative field; a live trading track record outweighs credentials
• 5+ years in quantitative research or trading at a top-tier HFT firm, market maker, systematic fund, or crypto-native market maker; exchange-side market-structure experience is a plus
• Hands-on experience with at least one TradFi asset class (FX, futures, equities) and / or equivalent crypto asset classes; both maker and taker strategies
• Strong knowledge of probability, statistics, time-series analysis, optimization; strict validation discipline (multiple testing, out-of-sample hygiene, live–sim parity)
• Market microstructure: order-book dynamics, queue position, fill probability, adverse selection and markouts, market impact
• Expert Python (NumPy, pandas/Polars, PyTorch); working C++ or Rust for latency-critical components
• Tick-data engineering at scale: columnar stores, cross-venue normalization, data-quality control
• Crypto microstructure: CEX matching engines and fee schedules, perpetuals, cross-venue arbitrage, DEX/AMM basics
• TradFi microstructure: FX ECN mechanics, prime brokerage, listed futures; low-latency architecture
• Inventory and hedging: Avellaneda–Stoikov quotes, multi-asset inventory optimization, hedging, real-time risk limits and kill switches
• Maker-taker economics and market-quality measurement; fee-tiers, rebates, and defenses against manipulation
• Liquidity program design: tiered rebates, subsidies, connectivity benefits
• Maker protection and flow segmentation: markout scoring, RPI orders, latency floors
• Exchange P&L modeling: net fee capture, subsidy budget, dashboard as truth
• Owner mentality with direct P&L accountability; ships to production
• Clear written communication with traders, engineers, exchange mgmt, LPs
• Compliance discipline across crypto and TradFi regimes

Responsibilities

• Design the liquidity program end-to-end: MM tiers, admission criteria, obligations and incentives
• Optimize the fee schedule for net capture; manage rebates and safeguards
• Design order-book mechanics for quoting: tick/lot sizing, post-only, iceberg, RPI, self-match prevention
• Build the toxic-flow framework with continuous monitoring and access rules
• Own the program financial model and roadmap; subsidy budget and payback targets
• Own the strategy roadmap for crypto first, then TradFi FX and futures; hedging and execution
• Run end-to-end alpha research on tick/order-book, cross-venue, funding/basis, on-chain data
• Design inventory-aware hedging framework, portfolio risk limits, governance
• Partner with engineering on low-latency implementation; validate in high-fidelity sim/canary
• Own P&L attribution, TCA/markout analysis, and research standards
• Lead the TradFi FX entry research workstream (LSEG FX Spot Matching, Euronext FX)

Skills

Advanced probability

Time-series analysis

Market microstructure

Python (NumPy/Pandas)

C++ / Rust

Education

MSc or PhD in quantitative field

Live trading track record

Tools

Python

NumPy

Pandas/Polars

PyTorch

C++

Rust

Job description

We are the creators of a new fintech era!

Our mission is to change this world by making blockchain accessible to everyone in everyday life. WhiteBIT is a global team of over 1,200 professionals united by one mission — to shape the new world order in the Web3 era. Each of our employees is fully engaged in this transformative journey.

We work on our blockchain platform, providing maximum transparency and security for more than 8 million users worldwide. Our breakthrough solutions, incredible speed of adaptation to market challenges, and technological superiority are the strengths that take us beyond ordinary companies. Our official partners include the National Football Team of Ukraine, FC Barcelona, Lifecell, FACEIT and VISA.

The future of Web3 starts with you: Join us as an Quantitative Researcher.

Requirements

Education & Experience:

• MSc or PhD in a quantitative field; a live trading track record outweighs credentials
• 5+ years in quantitative research or trading at a top-tier HFT firm, market maker, systematic fund, or crypto-native market maker; exchange-side market-structure experience is a plus
• Hands-on experience with at least one TradFi asset class (FX, futures, equities) and / or equivalent crypto asset classes; both maker and taker strategies

Core Technical Skills:

• Advanced probability, statistics, time-series analysis, optimization; strict validation discipline (multiple testing, out-of-sample hygiene, live–sim parity)
• Market microstructure: order-book dynamics, queue position, fill probability, adverse selection and markouts, market impact
• Expert Python (NumPy, pandas/Polars, PyTorch); working C++ or Rust for latency-critical components
• Tick-data engineering at scale: columnar stores, cross-venue normalization, data-quality control

Market Knowledge:

• Crypto microstructure: CEX matching engines and fee schedules, perpetuals (funding, mark price, liquidation/ADL), cross-venue arbitrage, DEX/AMM basics
• TradFi microstructure: FX ECN mechanics (firm vs last-look liquidity, prime brokerage), listed futures; low-latency architecture (tick-to-trade path, colocation, exchange protocols)
• Inventory and hedging: quoting models of the Avellaneda–Stoikov class and extensions, multi-asset inventory optimization, hedging, settlement workflows, real-time risk limits and kill switches

Exchange Microstructure & Mechanism Design:

• Maker-taker economics and market-quality measurement: fee-tier and rebate architecture, per-segment elasticity, spread/depth/slippage/markout metrics, defenses against rebate farming and wash trading
• Liquidity program design: obligation-based schemes (two-sided quoting, presence at touch, minimum depth, uptime) and incentive-based schemes (tiered rebates, credit lines, connectivity benefits)
• Maker protection and flow segmentation: markout-based counterparty scoring, retail price improvement (RPI) order types, asymmetric speed bumps and latency floors, minimum quote life, self-match prevention
• Exchange P&L modeling: net fee capture, subsidy budget and payback, LP unit economics from onboarding to self-sufficiency

Mindset & Soft Skills:

• Owner mentality with direct P&L accountability; ships to production and makes honest kill decisions
• Clear written communication with traders, engineers, exchange management, and external LPs
• Compliance discipline across crypto and TradFi market-abuse regimes.

Responsibilities

Responsibilities — Liquidity Program:

• Design the program end-to-end: MM tiers, admission criteria, obligations (max spread, min depth, uptime, presence at touch), incentives, and graduation to subsidy-free self-sufficiency
• Optimize the fee schedule for net capture: taker tiers priced to measured elasticity by segment; maker rebates funded from taker fees; safeguards against tier gaming
• Design order-book mechanics for comfortable quoting: tick and lot sizing, post-only / iceberg / RPI order types, self-match prevention, minimum quote life, passive-liquidity protection options
• Build the toxic-flow framework: markout-based flow classification, counterparty scoring, continuous monitoring, access rules or surcharges for consistently toxic takers
• Own the program financial model and roadmap: subsidy budget with payback targets; phases bootstrap → organic profitability → self-sufficiency; a market-quality dashboard as the single source of truth

Responsibilities — Trading Desc:

• Own the strategy roadmap — crypto first, then TradFi FX and futures; design pricing, quoting, hedging, and execution as one portfolio
• Run end-to-end alpha research on tick/order-book, cross-venue, funding/basis, and on‑chain data
• Design the inventory‑aware hedging framework, portfolio risk limits, and parameter governance
• Partner with engineering on low‑latency implementation; validate in high‑fidelity simulation and canary deployments
• Own P&L attribution, TCA/markout analysis, and research standards
• Lead the TradFi FX entry research workstream (LSEG FX Spot Matching, Euronext FX).

Working terms

Immerse yourself in Crypto & Web3:Master cutting-edge technologies and become an expert in the most innovative industry.

• Master cutting-edge technologies and become an expert in the most innovative industry.

Work with the Fintech of the Future:

• Develop your skills in digital finance and shape the global market.

Take Your Professionalism to the Next Level:

• Gain unique experience and be part of global transformations.

Drive Innovations:

• Influence the industry and contribute to groundbreaking solutions.

Join a Strong Team:

• Collaborate with top experts worldwide and grow alongside the best.

Work-Life Balance & Well-being:

• Modern equipment.
• Comfortable working conditions, and an inspiring environment to help you thrive.
• 24 calendar days of paid leave.
• Additional days off for national holidays.

With us, you’ll dive into the world of unique blockchain technologies, reshape the crypto landscape, and become an innovator in your field. Let’s Build the Future Together!

WhiteBIT offers all candidates an equal opportunity to join the team. All hiring decisions are made without regard to race, national origin, gender identity or sexual orientation, age, religion, disability, medical condition, marital status, familial status, veteran status, or any other legally protected characteristic of an individual.