Data-Centric, Statistically Rigorous Stock Selection at Its Core
Explore Our Technology →At FutureWave Capital, we combine proprietary, statistically robust strategies with AI-powered tech & execution. Our technology leadership includes advanced machine learning, feature engineering excellence, and robust statistical insights, in order to generate consistent risk-adjusted returns in today's dynamic market.
We engineer bottom-up, mid-frequency stock selection strategies grounded in statistics, probability, and trading logic. Our approach integrates advanced decision algorithms and high-dimensional statistical inference to systematically exploit mean reversion/mispricing/anomalies with precision, scalability and risk controls.
Leveraging highly advanced machine learning, feature engineering, and statistical insights, our models dynamically adapt to market conditions and weight 500+ features/factors across 2,000+ highlt liquid stocks & ETFs (average daily volume >$50M) for long/short opportunities.

Our ensemble of supervised learning and deep learning models are trained upon advanced architectures, frameworks & decision algorithms and fine-tuned with over 50TB of data spanning two decades and various feature categories. Our models provide superior market intelligence, capture hidden, non-linear correlations & signals, and adapt to latest market conditions & regime shifts.

We conduct real-time processing of 500+ custom-built features across 2,000+ stocks & ETFs, covering fundamental, technical, sentiment, market-wide, macroeconomic and alternative factors. Our AI models intelligently learn from these features and their dynamic, sophisticated inter-correlations and generate high-conviction trading signals for execution under market uncertainties and regime shifts.

Our distinctive statistical insights derive from academic excellence and cross-disciplinary expertise in fields like high-dimensional statistics, parametric/non-parametric statistics, conformal prediction, causal inference and Bayesian inference. These specialties have been engineered into everything we do and set us further apart from other quant firms, greatly adding to overall predictive power and expected efficacy.
Financial statement analysis
Valuation multiples
Revenue & profitability metrics
Wall Street guidance & corporate earnings
Earnings call interpretation
…
Tick-level price, volume & trade data
Custom indicators spanning high to low time frequencies
Chart pattern analysis
Price trend analysis
Top/bottom detection
Futures/options data
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News article sentiment
Corporate event sentiment
Social media sentiment
Analyst sentiment & recommendations
Media buzz/attention
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Major index movements
Technical indicators on indices
Market breadth indicators
Sector indices performance
Market sentiment & volatility analysis
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Economic growth indicators
Inflation-related indicators
Interest rates
Industrial and manufacturing data
Fiscal policy measurements
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Web and app analytics
Product reviews & ratings
Supply chain data
ESG & sentiment score
Web scraped business data
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High-throughput data processing
Real-time feature calculation and ML/DL model inference
Low-latency AI modules & execution systems
Deployed on AWS in the US for maximum performance & adaptability
Integrated seamlessly with prime brokerage systems
We are a talent-dense team and share the vision of achieving consistent alpha through advanced AI and superior predictive power. Our team combines core finance, trading, engineering, computer science, mathematical, and AI-native capabilities.
Some team facts:
Specialized expertise in maching learning, deep learning, high-dimensional statistics, and other areas
First-authored research in top-tier AI conferences and journals
Primarily U.S.-educated talent, with PhDs and PhD candidates from leading institutions
If you are excited to solve some of the toughest problems in securities trading and build Predictive AI, learn more about our team and apply to one of the roles below. Please be sure to share your most interesting/challenging work in AI.
Build and optimize our RL/GAN infrastructure
Develop and optimize new strategies
Maintain and optimize our data warehouse
Interested in learning more about FutureWave or joining our team?
Our address: Suite 4101, Tower A, AXIOM Yunji Shangpu, No. 770 Songhu Road, Shanghai, 200433, China
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