Quantitative research & trading systems
Data, models, execution and risk controls
Quantitative Research × Trading Systems
Science for markets.
Systems for decisions.
XJD builds quantitative research and trading systems for prediction and crypto markets. Our work spans market data, pricing models, real-time execution and risk controls, supported by continuous monitoring and post-trade review.
Prediction and crypto markets
Methods adapted to each market structure
Proprietary technology stack
Consistent research and production systems
Focused on global markets
Long-term, practical technology partnerships
Core capabilities
Putting research into live markets, reliably.
A quantitative strategy is only as reliable as the data, models, execution and controls around it. We build these components as one production system.
Market Data
Collect and validate order books, trades, reference prices and event state with consistent time, provenance and semantics.
Research & Pricing
Test market hypotheses through reproducible research and incorporate costs, liquidity and risk into pricing decisions.
Real-Time Execution
Adapt order management to each venue's rules and state model across placement, fills, cancellation, reconnect and reconciliation.
Risk & Operations
Apply position, price and rate checks before orders, then monitor data, orders, exposure and system health continuously.
Production workflow
Data, pricing, execution, risk and monitoring work as one.
These five functions form a single production path. When one fails, the system must detect it, limit the impact and recover.
- 01
Data
Unify market state, time and provenance.
- 02
Pricing
Combine models, costs and liquidity into price estimates.
- 03
Execution
Manage the full order lifecycle by venue.
- 04
Risk
Check positions, prices and rates before placement.
- 05
Monitoring
Monitor, reconcile, version and review exceptions.
Market focus
Two market types. Methods built for each.
Prediction and crypto markets both react quickly to information, but their pricing, liquidity and trading rules differ. Research and execution must be adapted accordingly.
Prediction Markets
We study probability changes, related events, resolution rules and order-book liquidity, then adapt pricing and execution to current market conditions.
Crypto Markets
We manage continuous trading, multi-venue prices, short-term volatility and connection failures while balancing speed, cost and reliability.
Partnerships
Collaboration across data, market connectivity and systems engineering.
We prefer to begin with a defined problem and a verifiable objective, then build a practical, long-term working relationship.
Trading venues & platforms
Market access, data definitions, execution feedback and system reliability.
Data & infrastructure
Market data, cloud and network infrastructure, time synchronization, monitoring and engineering tools.
Research & technology partners
Market microstructure, pricing methods, backtesting and real-time systems.
This website is for company and technology information only. It does not solicit public capital or offer asset-management, investment-advisory or return-guarantee services.
Contact XJD